WO2020259007A1 - Method, device and system for estimating remaining available energy of battery, and storage medium - Google Patents

Method, device and system for estimating remaining available energy of battery, and storage medium Download PDF

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Publication number
WO2020259007A1
WO2020259007A1 PCT/CN2020/084707 CN2020084707W WO2020259007A1 WO 2020259007 A1 WO2020259007 A1 WO 2020259007A1 CN 2020084707 W CN2020084707 W CN 2020084707W WO 2020259007 A1 WO2020259007 A1 WO 2020259007A1
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state
charge
battery
value
interval
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PCT/CN2020/084707
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French (fr)
Chinese (zh)
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汤慎之
杜明树
李世超
阮见
卢艳华
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宁德时代新能源科技股份有限公司
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Publication of WO2020259007A1 publication Critical patent/WO2020259007A1/en

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    • GPHYSICS
    • G01MEASURING; TESTING
    • G01RMEASURING ELECTRIC VARIABLES; MEASURING MAGNETIC VARIABLES
    • G01R31/00Arrangements for testing electric properties; Arrangements for locating electric faults; Arrangements for electrical testing characterised by what is being tested not provided for elsewhere
    • G01R31/36Arrangements for testing, measuring or monitoring the electrical condition of accumulators or electric batteries, e.g. capacity or state of charge [SoC]
    • G01R31/382Arrangements for monitoring battery or accumulator variables, e.g. SoC
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01RMEASURING ELECTRIC VARIABLES; MEASURING MAGNETIC VARIABLES
    • G01R31/00Arrangements for testing electric properties; Arrangements for locating electric faults; Arrangements for electrical testing characterised by what is being tested not provided for elsewhere
    • G01R31/36Arrangements for testing, measuring or monitoring the electrical condition of accumulators or electric batteries, e.g. capacity or state of charge [SoC]
    • G01R31/396Acquisition or processing of data for testing or for monitoring individual cells or groups of cells within a battery

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  • This application relates to the field of battery technology, in particular to a method, device, system and storage medium for estimating the remaining available energy of a battery.
  • the remaining available energy (State OF Energy, SOE) of the battery is used to reflect the remaining available energy state of the battery. Since the remaining available energy state of the battery has a strong correlation with the cruising range of an electric vehicle, accurate estimation of the remaining available energy can improve the accuracy of the cruising range estimation, provide the driver with an accurate itinerary reference, and effectively prevent the vehicle from being caused by insufficient power. anchor.
  • the embodiments of the present application provide a method, device, system and storage medium for estimating the remaining available energy of a battery, which can accurately estimate the remaining available energy of a battery with hysteresis characteristics.
  • an embodiment of the present application provides a method for estimating the remaining available energy of a battery, including:
  • an embodiment of the present application provides a device for estimating remaining available energy of a battery, including:
  • the battery parameter determination module is used to determine the current state of charge value of the battery and the current battery temperature; the hysteresis coefficient determination module is used to obtain the accumulation of charging parameters before the battery reaches the specified state of charge value from the operating data of the battery According to the ratio of the cumulative value of the charging parameter and the cumulative value of the discharge parameter, determine the hysteresis coefficient corresponding to the specified state of charge value; the corresponding module is used to determine the remaining battery based on the operating data Correspondence between available energy and state of charge, battery temperature, and hysteresis coefficient; the first energy estimation module is used to use the corresponding relationship to estimate the remaining available energy of the battery based on the current state of charge value, current battery temperature and hysteresis coefficient .
  • an embodiment of the present application provides a battery remaining usable energy estimation system, including: a memory and a processor; the memory is used to store a program; the processor is used to read the executable program code stored in the memory to execute the foregoing The first aspect of the method for estimating the remaining available energy of the battery.
  • an embodiment of the present application provides a computer-readable storage medium that stores instructions in the computer-readable storage medium.
  • the instructions run on a computer, the computer executes the estimation of the remaining available energy of the battery in the first aspect. method.
  • an embodiment of the present application provides a method for estimating the remaining available energy of a battery, including:
  • an embodiment of the present application provides a device for estimating remaining available energy of a battery, including:
  • the battery parameter determination module is used to determine the current state of charge value of the battery and the current battery temperature;
  • the working condition data acquisition module is used to obtain the working condition operating data of the battery;
  • the second energy estimation module is used to use the preset open circuit voltage Estimation model and voltage estimation model, processing the current state of charge value, current battery temperature and operating conditions of the operating data, to obtain the estimated value of the remaining available energy of the battery.
  • an embodiment of the present application provides a battery remaining usable energy estimation system, including: a memory and a processor; the memory is used to store a program; the processor is used to read the executable program code stored in the memory to execute the foregoing.
  • an embodiment of the present application provides a computer-readable storage medium that stores instructions in the computer-readable storage medium.
  • the instructions When the instructions are run on a computer, the computer executes the estimation of the remaining available energy of the battery in the fifth aspect. method.
  • the state of charge and battery temperature of the battery can be used in combination with the operating data of the battery. Estimate the remaining available energy of the battery.
  • the hysteresis coefficient of the power battery is obtained by processing the operating data of the battery, and according to the corresponding relationship between the remaining available energy of the battery and the state of charge, battery temperature, and the hysteresis coefficient, the remaining available energy of the battery is estimated, and the estimation is improved. The accuracy of the remaining usable energy of the battery back to the characteristics.
  • the method, device, system and storage medium for estimating the remaining available energy of the battery provided in the embodiments of the present application can also use the preset open-circuit voltage estimation model and the voltage estimation model to process the current state of charge value, current battery temperature and operating conditions Operating data, estimate the remaining available energy of the battery, as the entire estimation process considers the remaining available energy estimation is affected by the operating conditions of the operating data, so as to obtain the remaining available energy value more in line with the actual operating conditions of the battery, and improve the accuracy of the remaining available energy estimation .
  • Figure 1 shows a schematic diagram of the OCV hysteresis characteristic curve of the battery
  • FIG. 2 shows a schematic flowchart of a method for estimating remaining available energy of a battery according to an embodiment of the present application
  • FIG. 3 shows a schematic flowchart of a method for estimating remaining available energy of a battery according to another embodiment of the present application
  • FIG. 4 shows a schematic structural diagram of a device for estimating remaining available energy of a battery according to an embodiment of the present application
  • FIG. 5 shows a schematic structural diagram of a device for estimating remaining available energy of a battery according to another embodiment of the present application
  • Fig. 6 is a structural diagram showing an exemplary hardware architecture of a computing device capable of implementing the method and apparatus for estimating the remaining available energy of a battery according to an embodiment of the present application.
  • the battery in the embodiment of the present application is used to store power, and both the positive electrode and the negative electrode of the battery can escape and receive energy-carrying particles.
  • the battery in the embodiment of the present application may include a power battery and an energy storage battery.
  • the power battery may be applied to the fields of electric vehicles, electric bicycles and other electric tools, for example, and the energy storage battery may be applied to energy storage power stations, Renewable energy grid-connected and micro-grid fields.
  • the battery can be, but not limited to, a lithium iron phosphate system battery or a silicon-added battery system.
  • the lithium iron phosphate system battery is a lithium ion battery with a positive electrode active material containing lithium iron phosphate.
  • the silicon system battery is a lithium ion battery in which the negative electrode active material contains silicon.
  • the battery can be a single battery cell, a battery module or a battery pack, which is not specifically limited in the embodiments of the present application.
  • the hysteresis characteristic refers to the open circuit voltage and discharge voltage corresponding to the same state of charge after the battery is charged and discharged with the same current.
  • the phenomenon of different open circuit voltages. This phenomenon is called the hysteresis characteristic of the battery. Therefore, the hysteresis characteristic can describe the characteristics of the battery's OCV curve affected by historical operating conditions.
  • Figure 1 shows a schematic diagram of the OCV hysteresis characteristic curve of the battery.
  • the OCV curve can be used to describe the correspondence between the OCV and SOC of the battery.
  • the OCV curve of the battery may include a charge OCV curve and a discharge OCV curve.
  • the charging OCV curve can be used to describe the corresponding relationship between the OCV and SOC of the battery in the charged state
  • the discharging OCV curve can be used to describe the corresponding relationship between the OCV and SOC of the battery in the discharged state.
  • the OCV interval of the battery is divided into a hysteretic OCV interval and a non-hysteresis OCV interval.
  • the charge OCV curve and the discharge OCV curve do not overlap, while in the non-hysteresis OCV interval, the charge OCV curve and the discharge OCV curve overlap.
  • the open circuit voltage value in the hysteresis OCV interval can satisfy: When the state of charge value of the battery in the state of charge and the state of charge value in the discharge state are equal, the state of charge value in the state of charge corresponds to The open circuit voltage value of is different from the open circuit voltage value corresponding to the state of charge value in the discharge state.
  • the state of charge interval of the battery can be divided into a hysteretic state of charge interval and a non-hysteresis state of charge interval.
  • the state of charge value in the hysteresis state of charge interval satisfies: when the state of charge value of the battery after charging and the state of charge value of discharge are equal, the open circuit voltage of the battery after charging and the open circuit voltage of the battery after discharge are different.
  • the state of charge value in the non-hysteresis state of charge interval satisfies: when the state of charge value of the battery after charging and the state of charge value of discharge are equal, the open circuit voltage of the battery after charging is equal to the open circuit voltage of the battery after discharge.
  • Fig. 2 is a schematic flow chart showing a method for estimating the remaining available energy of a battery according to an embodiment of the present application. As shown in Figure 2, the method for estimating the remaining available energy of the battery in the embodiment of the present application may include the following steps:
  • Step S210 Determine the current state of charge value of the battery and the current battery temperature.
  • Step S220 from the operating data of the battery, obtain the cumulative value of the charging parameter and the cumulative value of the discharge parameter before the battery reaches the specified state of charge value, and determine the charge and the specified charge according to the ratio of the cumulative value of the charging parameter and the cumulative value of the discharge parameter.
  • Step S230 Determine the correspondence between the remaining available energy of the battery, the state of charge, the battery temperature, and the hysteresis coefficient based on the operating data.
  • step S240 the remaining available energy of the battery is estimated based on the current state of charge value, the current battery temperature and the hysteresis coefficient by using the corresponding relationship.
  • the remaining available energy of the battery can be estimated based on the state of charge and the battery temperature of the battery and the operating data of the battery. In the process, it is considered that the remaining available energy estimation is affected by the working conditions, and the accuracy of remaining available energy estimation is improved.
  • the cumulative value of the charging parameter and the cumulative value of the discharge parameter include: the cumulative charging capacity and the cumulative discharging capacity in the preset cumulative throughput.
  • the cumulative value of the charging parameter and the cumulative value of the discharge parameter include: when the current direction changes for a specified number of times, the changed current direction is the cumulative value of the state of charge change during charging and the changed current direction. The current direction is the cumulative value of the state of charge change during discharge.
  • the cumulative capacity throughput of the preset capacity value before reaching the state of charge value in the operating condition data is obtained; according to the ratio of the cumulative charge capacity and the cumulative discharge capacity in the cumulative capacity throughput, the battery capacity is determined Hysteresis coefficient.
  • the battery has a remaining available energy upper limit and remaining available energy lower limit, and the hysteresis coefficient corresponding to the available energy upper limit is different from the hysteresis coefficient corresponding to the remaining available energy lower limit .
  • the state of charge of the battery is adjusted to a specified state of charge value such as SOC1 through discharge, and then the battery is discharged under a fixed operating condition until the preset discharge cut-off condition is met, and the battery is in the specified state.
  • the lower limit of the remaining available energy at the state of charge value can be denoted as E1, for example.
  • the upper limit value of the remaining available energy can be denoted as E2, for example.
  • the corresponding hysteresis coefficient of the battery is -1, and the hysteresis coefficient corresponding to the upper limit of the remaining available energy of the battery is 1. That is, in the embodiment of the present application, the value range of the hysteresis coefficient of the battery is [-1, 1].
  • the discharge cut-off condition includes that the battery voltage reaches a preset discharge cut-off voltage during the discharging process.
  • the termination voltage refers to the lowest working voltage value when the battery discharges, the voltage drops to the battery no longer suitable for discharging.
  • the hysteresis coefficient of the battery can be calculated according to the ratio of the cumulative charge capacity and the cumulative discharge capacity of the battery in a fixed cumulative throughput within a specified time period in the operating data.
  • the battery temperature, battery SOC and the calculated hysteresis coefficient are used to determine the remaining available energy of the battery.
  • the corresponding relationship between the remaining available energy and the battery state of charge, battery temperature, and hysteresis coefficient may be a corresponding relationship determined through a preset remaining available energy look-up table.
  • step S230 the step of determining the corresponding relationship between the remaining available energy of the battery and the state of charge, battery temperature, and hysteresis coefficient based on the operating condition data may specifically include:
  • Step S11 Obtain multiple battery temperature values and multiple state of charge values of the battery from the operating data, and obtain each state of charge from the multiple state of charge values from the corresponding hysteresis coefficient Hysteresis coefficient corresponding to the value.
  • Step S12 Determine the remaining available energy corresponding to each battery temperature value and each state of charge value of the multiple battery temperature values under different hysteresis coefficients through the battery test.
  • Step S13 according to the remaining available energy corresponding to each battery temperature value and each state of charge value under different hysteresis coefficients, construct a remaining available energy lookup table, and determine the remaining available energy of the battery through the remaining available energy lookup table Correspondence with battery temperature, state of charge, and hysteresis coefficient.
  • the battery system can be tested and calculated to determine the specific remaining available energy values of multiple battery temperature values and multiple battery SOCs in different hysteresis coefficients in the operating data
  • the remaining available energy look-up table indicating the correspondence between the remaining available energy of the battery and the battery SOC, battery temperature and hysteresis coefficient.
  • the correspondence between the remaining available energy and the battery state of charge, battery temperature, and hysteresis coefficient may include: the remaining available energy determined by the remaining available energy calculation expression and the battery state of charge, battery temperature, and hysteresis Correspondence between coefficients.
  • step S230 the step of determining the correspondence between the remaining available energy of the battery, the state of charge, the battery temperature, and the hysteresis coefficient based on the operating data of the working condition may specifically include:
  • Step S21 Obtain a state-of-charge interval according to the state-of-charge value of the battery in the real-time discharge progress, and obtain the battery temperature when the battery reaches the initial state-of-charge value of the state-of-charge interval from the operating data The parameter value of the capacity parameter and the historical value of the capacity parameter.
  • the capacity parameter is a battery state-of-charge parameter
  • the parameter value of the capacity parameter is the initial state-of-charge value of the specified state-of-charge interval
  • the historical value of the capacity parameter includes: the pre-recorded battery reaches the specified state of charge. The state of charge value corresponding to the specified number of current changes before the initial state of charge value of the state interval.
  • the capacity parameter is a battery capacity parameter
  • the parameter value of the capacity parameter is the battery capacity value when the battery reaches the initial state of charge value of the specified state of charge interval
  • the historical value of the capacity parameter includes: a pre-recorded battery The battery capacity value when the current direction changes for a specified number of times before reaching the initial state of charge value of the specified state of charge interval.
  • Step S22 based on the preset open circuit voltage estimation model component and the preset battery voltage estimation model component, process the parameter value of the capacity parameter, the historical value of the capacity parameter and the battery temperature to obtain the dischargeable energy and charge corresponding to the state of charge interval.
  • step S22 may include:
  • S22-02 Use the preset battery voltage estimation model component to process the corresponding open circuit voltage estimation value, battery temperature, and discharge current value corresponding to the state of charge interval to obtain the battery voltage value and state of charge corresponding to the state of charge interval The battery temperature rise corresponding to the interval and the discharge time corresponding to the state of charge interval.
  • Step S23 Based on the battery temperature rise corresponding to the state of charge interval and the battery voltage value corresponding to the state of charge interval, it is determined that the state of charge interval does not reach the preset discharge over-limit condition, according to the battery's real-time discharge progress State of charge value, obtain a new state of charge interval, until the new state of charge interval reaches the discharge over-limit condition, obtain the dischargeable energy corresponding to each state of charge interval before the new state of charge interval, and the battery reaches The battery temperature at the initial state of charge value of each previous state of charge interval.
  • the preset discharge overrun conditions include: the battery temperature when the battery reaches the initial state of charge value of any state of charge interval, and the temperature formed by the battery temperature rise corresponding to any state of charge interval The sum is greater than or equal to the preset temperature threshold; or, when the corresponding battery voltage value of any state of charge interval is lower than the preset lower voltage threshold, it is determined that any state of charge interval reaches the preset discharge over-limit condition.
  • Step S24 the sum of the dischargeable energy corresponding to each previous state of charge interval is used as the remaining available energy value of the battery, based on the remaining available energy value of the battery and the initial state of charge of each previous state of charge interval Value, the battery temperature when the battery reaches the initial state of charge value of each previous state of charge interval, and the initial state of charge value of each previous state of charge interval obtained from the corresponding hysteresis coefficient
  • the corresponding hysteresis coefficient determines the correspondence between the remaining available energy value of the battery and the state of charge value of the battery, the battery temperature and the hysteresis coefficient.
  • the remaining available energy calculation expression under real-time operating conditions can be obtained through the following steps:
  • step S01 starting from the specified state of charge, in the actual operating conditions of the battery, the accumulated value of the charging parameter and the accumulated value of the discharging parameter of the battery are recorded, and the battery temperature is recorded.
  • Step S02 Obtain a state of charge interval according to the real-time discharge progress of the battery, and determine the battery temperature when the battery reaches the initial state of charge value of the state of charge interval.
  • the state of charge of the battery recorded last time to the state of charge recorded this time can be used as a state of charge interval.
  • Step S03 For the state of charge interval, calculate the charge accumulation parameter and discharge accumulation parameter before reaching the initial state of charge value of the charge state interval pre-recorded in the operating data of the state of charge.
  • the hysteresis coefficient corresponding to the initial value of the state of charge of the interval.
  • Step S04 processing the initial state of charge and the historical value of the state of charge of the state of charge interval through the preset open circuit voltage estimation model component to obtain the estimated value of the open circuit voltage corresponding to the initial state of charge.
  • Step S05 Use the battery voltage estimation model component to process the open circuit voltage estimate, battery temperature, and the discharge current value corresponding to the current state of charge interval to obtain the corresponding battery voltage value of the state of charge interval and the corresponding state of charge interval The battery temperature rise and the discharge time corresponding to the state of charge interval.
  • Step S06 Estimate the new battery temperature according to the battery temperature and the battery temperature rise; if the new battery temperature does not exceed the preset temperature threshold, or the battery voltage value corresponding to the state of charge does not exceed the preset voltage threshold, Then, the dischargeable energy corresponding to the state of charge interval can be calculated by the battery voltage value of the state of charge interval, the discharge current corresponding to the state of charge interval, and the discharge duration corresponding to the state of charge interval.
  • step S07 the obtained sum of dischargeable energy corresponding to each state of charge interval is used as the remaining available energy value of the battery, and according to the remaining available energy value and the initial state of charge value corresponding to any state of charge interval,
  • the calculation relationship expression between battery temperature and hysteresis coefficient, the calculation relationship expression is used as the remaining available energy calculation expression of the battery.
  • the battery's state of charge and battery temperature can be monitored in real time, and the open circuit voltage of the battery can be calculated in real time according to the current state of charge and historical state of charge, so as to be based on the open circuit calculated in real time.
  • the voltage estimates the remaining available energy of the battery in real time; the hysteresis coefficient in the actual operating conditions of the battery is determined according to the ratio of the charge accumulation parameter and the discharge accumulation parameter counted in the actual operating conditions.
  • the corresponding relationship between the remaining available energy of the battery and the battery SOC, battery temperature and hysteresis coefficient is fitted to obtain the functional relationship expression used to calculate the remaining available energy in the actual working conditions.
  • the state of charge and the current battery temperature may be connected to determine the remaining available energy of the battery.
  • the battery system is tested and calculated to determine the specific remaining available energy values at different battery temperatures and different SOCs, and a remaining energy look-up table is constructed to indicate the correspondence between the remaining available energy of the battery and the battery SOC and battery temperature. According to the current state of charge value of the battery and the current battery temperature, look up the table to determine the remaining available energy of the battery when the state of charge value of the battery is within the non-hysteresis state of charge interval.
  • the process of processing the operating data of the battery to obtain the hysteresis coefficient can be understood as the calibration process of the hysteresis coefficient of the battery; and determining the remaining available energy of the battery and the battery SOC, battery temperature and hysteresis
  • the process of the corresponding relationship between the coefficients is understood as a method of determining the remaining available energy of the battery through a calibration method.
  • the method of estimating the remaining available energy of the battery is quick and simple.
  • the cumulative charge capacity and the cumulative discharge capacity within the fixed cumulative throughput within the specified time period in the operating data are considered to calculate the power hysteresis of the battery coefficient.
  • the whole calibration process considers at least three parameters of battery temperature, battery state of charge and hysteresis coefficient, that is, considering that the remaining available energy estimation is affected by the actual operating conditions of the battery, improving the estimation accuracy of the remaining available energy of the battery with hysteresis characteristics Sex.
  • Fig. 3 shows a schematic flowchart of a method for estimating remaining available energy of a battery according to another embodiment of the present application.
  • the method for estimating the remaining available energy of the battery may include:
  • Step S310 Determine the current state of charge value of the battery and the current battery temperature.
  • Step S320 Obtain the operating data of the battery.
  • Step S330 Use the preset open circuit voltage estimation model and the preset voltage estimation model to process the current state of charge value, the current battery temperature and the operating data of the working condition to obtain the estimated value of the remaining available energy of the battery.
  • step S330 may specifically include:
  • Step S331 Obtain the state-of-charge value corresponding to the change in the current direction of the specified number of times before the battery reaches the current state-of-charge value in the operating data of the operating condition, as the historical state-of-charge value.
  • the pre-recorded state of charge value when the current direction changes K times (K greater than or equal to 1) from the current state of charge is obtained.
  • the state of charge value when the current direction changes for the last K times is used as the historical state of charge value to obtain K historical states of charge. For example, it can be written as [SOC1, SOC2,..., SOCK].
  • Step S332 dividing the state of charge interval formed by the current state of charge value and the lower limit value of the state of charge into N state of charge subintervals, the lower limit of the state of charge is the state of charge when the battery reaches the discharge cut-off condition Value, where N is an integer greater than 1.
  • the state of charge interval formed by the current state of charge value and the lower limit value of the state of charge when the battery reaches the discharge cut-off condition can be divided into N state of charge sub-intervals, and each state of charge The sub-interval is used as a state-of-charge sub-interval for calculating dischargeable energy, and N state-of-charge sub-intervals can be obtained.
  • the difference in the state of charge formed by the upper limit of the state of charge and the lower limit of the state of charge is recorded as detlaSOC.
  • the detlaSOC of each state of charge sub-interval can be equal or unequal.
  • the N state-of-charge sub-intervals are considered to be the state-of-charge sub-intervals equally divided by the state of charge.
  • the detlaSOC of each state of charge sub-interval may be marked as a.
  • Step S333 using the preset open circuit voltage estimation model component and battery voltage estimation model component, based on the current state of charge value, current battery temperature, and historical state of charge value, calculate each state of charge in the N state of charge subintervals The dischargeable energy corresponding to the sub-interval.
  • the open circuit voltage estimation model component can be used to characterize the correspondence between the current estimated value of the open circuit voltage of the battery and the current state of charge value and the historical state of charge value.
  • the recorded current state of charge and historical state of charge values can be used as input, and the current open circuit voltage value of the battery can be output through the open circuit voltage estimation model with calibrated parameters.
  • the battery voltage estimation model component is used to characterize battery voltage, battery temperature rise, discharge time, and battery open circuit voltage, battery temperature, discharge current or discharge required power, battery internal resistance and preset thermodynamics Model of correspondence between parameters.
  • the battery open circuit voltage, battery temperature, current required for discharge or power required for discharge, battery internal resistance, and preset thermodynamic parameters are input into the battery voltage estimation model component, and the battery voltage value, battery temperature rise, and Discharge time.
  • step S333 may specifically include:
  • Step S333-01 for the first state-of-charge sub-interval of the N state-of-charge sub-intervals, use the open circuit voltage estimation model component to process the historical state-of-charge value to obtain the initial value of the open circuit voltage of the battery.
  • Step S333-02 Obtain the required discharge current value corresponding to the first state of charge sub-interval, and use the battery voltage estimation model component to process the open circuit voltage value of the battery, the current battery temperature and the discharge required corresponding to the first state of charge sub-interval The current value, the battery voltage value of the first state of charge sub-interval, the battery temperature rise of the first state of charge sub-interval, and the discharge time of the first state of charge sub-interval are obtained.
  • the battery voltage estimation model component is used to characterize battery voltage, battery temperature rise, discharge time, and battery open circuit voltage, battery temperature, discharge current or discharge required power, battery internal resistance and preset thermodynamics Model of correspondence between parameters.
  • Battery voltage estimation The model parameters of the model component can be determined by the battery internal resistance and preset thermodynamic parameters.
  • Step S333-03 According to the battery voltage value of the first state of charge subinterval, the required discharge current value corresponding to the first state of charge subinterval, and the discharge duration of the first state of charge subinterval, calculate the first charge The dischargeable energy of the state sub-interval.
  • step S333-04 the open circuit voltage estimation model component is used to process the current state of charge value and the historical state of charge value to obtain the open circuit voltage end value of the first state of charge sub-interval of the battery.
  • the first state of charge subinterval in the N state of charge subintervals can be marked as: [SOCr, SOCr-a] area; first state of charge
  • the i-th state-of-charge sub-interval outside the sub-interval can be denoted as: [SOCr-(N-1) ⁇ a, SOCr-N ⁇ a].
  • step S333 may specifically include:
  • Step S233-05 for the i-th state-of-charge sub-interval other than the first state-of-charge sub-interval of the N state-of-charge sub-intervals, obtain the current value required for discharge, and combine the i-1th state-of-charge subinterval
  • the end value of the open circuit voltage of the interval is taken as the start value of the open circuit voltage of the i-th state of charge subinterval.
  • Step S333-06 Determine the battery temperature corresponding to the i-th state-of-charge sub-interval according to the battery temperature in the i-1th state-of-charge sub-interval and the battery temperature rise in the i-1-th state-of-charge sub-interval, where , The battery temperature in the first state of charge sub-interval is the current battery temperature.
  • Step S333-07 Use the battery voltage estimation model to process the initial value of the open circuit voltage, the battery temperature, and the current value required for discharge to obtain the battery voltage value of the i-th state-of-charge sub-interval and the battery of the i-th state-of-charge sub-interval The temperature rise and the discharge duration of the i-th state of charge sub-interval.
  • Step S333-08 According to the battery voltage value of the i-th state-of-charge sub-interval, the required discharge current value of the i-th state-of-charge sub-interval, and the discharge duration of the i-th state-of-charge sub-interval, calculate the i-th The dischargeable energy of each state of charge sub-interval.
  • step S333-09 the open circuit voltage estimation model component is used to process the initial state of charge value and the historical state of charge value of the i-th state-of-charge subinterval to obtain the end value of the open-circuit voltage of the i-th state-of-charge subinterval.
  • step S334 the sum of the dischargeable energy corresponding to each state of charge sub-interval is determined as the estimated value of the remaining available energy of the battery.
  • the open-circuit voltage estimation model is used to process the initial state of charge value and the historical charge of each state of charge sub-interval
  • the state value and the obtained open circuit voltage value are all different.
  • the method for estimating the remaining available energy in the embodiment of the present application combines a preset open-circuit voltage estimation model and a voltage estimation model to estimate in real time the open-circuit voltage corresponding to each discharge SOC interval, the battery voltage, and the remaining available energy in the discharge SOC interval , Accumulate the remaining available energy of each state of charge sub-interval to obtain the total remaining available energy of the battery.
  • the remaining available energy estimation method may further include:
  • Step S340 when the i-th state-of-charge sub-interval meets the preset discharge over-limit condition, the i-th state-of-charge sub-interval is used as the interval to be subdivided.
  • the preset discharge over-limit condition includes: when the battery voltage value in the i-th state-of-charge sub-interval is lower than the preset lower voltage threshold, or, the battery temperature in the i-th state-of-charge sub-interval and The sum of the temperatures formed by the battery temperature rise in the i-th state-of-charge sub-interval exceeds the preset temperature threshold.
  • Step S341 Divide the interval to be subdivided to obtain M new state-of-charge sub-intervals, and use the first new state-of-charge sub-interval among the M new state-of-charge sub-intervals as the new i-th state of charge Sub-interval, and record the number of times the interval to be subdivided is divided, where M is an integer greater than 1.
  • Step S342 Use the end value of the open circuit voltage of the i-1th state-of-charge sub-interval as the new start value of the open-circuit voltage of the i-th state-of-charge sub-interval, until the j-th state-of-charge sub-interval meets the discharge limit Condition and the recorded number of divided times reaches the preset number threshold,
  • the dischargeable energy of the interval is zero, where j is greater than or equal to i and less than or equal to N+M-1.
  • the i-th state-of-charge sub-interval when the voltage or temperature exceeds the limit in the i-th state-of-charge sub-interval, the i-th state-of-charge sub-interval can be further divided to obtain M new state-of-charge sub-intervals, And continue to calculate the dischargeable energy of each new state of charge sub-interval. Since the detlaSOC of the new state-of-charge sub-interval is smaller than the detlaSOC of the original i-th state-of-charge sub-interval, the dischargeable energy of the previous i-1 state-of-charge sub-interval and the dischargeable energy of the new state-of-charge subinterval are accumulated Energy, can make the accumulated value of dischargeable energy gradually approach the actual value of dischargeable energy.
  • the embodiment of the present application further subdivides the state of charge sub-intervals in which the voltage exceeds the limit or the temperature exceeds the limit, and continues to accumulate the calculated values of each further subdivided new state of charge sub-interval.
  • the dischargeable energy can make the accumulated dischargeable energy approach the actual value of the remaining dischargeable energy in a smooth manner, thereby improving the accuracy of the estimation of the remaining available energy of the battery.
  • the further division of the state of charge sub-interval can be stopped And, the dischargeable energy of the state-of-charge sub-interval can be added to the dischargeable energy of each previous state-of-charge sub-interval, or the dischargeable energy of the state-of-charge sub-interval can be discarded, and the charge The value of the dischargeable energy of the state subinterval and each subsequent state of charge subinterval is set to zero. Then, the sum of the dischargeable energy corresponding to each state of charge sub-interval is calculated to obtain the estimated value of the remaining available energy of the battery.
  • the remaining available energy estimation method may further include:
  • Step S351 when the battery voltage value of the i-th state-of-charge sub-interval is lower than the preset voltage threshold, compare the battery voltage value of the i-1-th state-of-charge sub-interval with the value of the i-th state-of-charge sub-interval The absolute value of the voltage difference of the battery voltage value is used as the first voltage comparison value.
  • Step S352 The absolute value of the voltage difference between the voltage threshold and the battery voltage value of the i-th state of charge sub-interval is used as the second voltage comparison value.
  • Step S353 Determine the voltage ratio between the second voltage comparison value and the first voltage comparison value, and use the difference between 100% and the voltage ratio as the first energy accumulation ratio.
  • step S354 the product of the dischargeable energy of the i-th state-of-charge sub-interval and the first energy accumulation ratio is used as the dischargeable energy of the i-th state-of-charge sub-interval.
  • Step S355 setting the dischargeable energy of each state of charge subinterval after the i-th state of charge subinterval to zero.
  • the battery voltage value of the i-1th state-of-charge sub-interval is 3.2V
  • the battery voltage value of the i-th state-of-charge subinterval is 2.7V
  • the preset voltage threshold is 2.8V
  • the first The voltage comparison value is
  • 0.5V
  • the second voltage comparison value is
  • 0.1V; therefore, the voltage ratio of the second voltage comparison value to the first voltage comparison value is 20 %
  • the voltage in the i-th state-of-charge sub-interval exceeds the limit by 20%, and the first energy accumulation ratio is 80%, and the calculated dischargeable energy of the i-th state-of-charge sub-interval is taken according to the ratio of 80% Value, as the dischargeable energy of the i-th state of charge sub-interval.
  • the remaining available energy estimation method may further include:
  • Step S361 when the sum of the temperature formed by the battery temperature in the i-th state-of-charge sub-interval and the battery temperature rise in the i-th state-of-charge sub-interval exceeds the preset temperature threshold, determine the temperature difference between the temperature sum and the temperature threshold The absolute value of the value.
  • Step S362 Calculate the temperature ratio between the absolute value of the temperature difference and the temperature rise of the battery, and use the difference between the 100% and the temperature ratio as the second energy accumulation ratio.
  • step S363 the product of the dischargeable energy of the i-th state-of-charge sub-interval and the second energy accumulation ratio is used as the dischargeable energy of the i-th state-of-charge sub-interval.
  • Step S364 setting the dischargeable energy of each state of charge subinterval after the i-th state of charge subinterval to zero.
  • the battery temperature in the i-th state-of-charge sub-interval is, for example, 30°C
  • the battery temperature rise in the i-th state-of-charge sub-interval is 5°C
  • the preset temperature threshold is, for example, 34°C
  • the temperature exceeds the limit by 20%
  • the first energy accumulation ratio is 80%
  • the calculated dischargeable energy in the i-th state-of-charge sub-interval is taken as 80% Value, as the dischargeable energy of the i-th state of charge sub-interval.
  • the voltage value of the battery in the state of charge sub-interval is lower than the preset voltage threshold, it means that the battery is in the state of charge sub-interval.
  • the interval voltage exceeds the limit. If the battery temperature after the temperature rise of the battery in the state of charge subinterval exceeds the preset temperature threshold, it means that the temperature of the battery in the state of charge subinterval exceeds the limit.
  • the first energy accumulation ratio can be calculated according to the specific value of the voltage excess, so as to calculate the i-th charge according to the first energy accumulation ratio.
  • the dischargeable energy of the electric state sub-interval is estimated.
  • the second energy accumulation ratio can be calculated according to the specific value of the temperature exceeding the limit, so that the i-th charge can be calculated according to the second energy accumulation ratio.
  • the dischargeable energy of the electric state sub-interval is estimated.
  • the step of estimating the remaining available energy of the battery may specifically include:
  • Step S401 the open circuit voltage estimation model processes the historical state of charge value, and outputs an open circuit voltage of 3.85V.
  • the current SOC of the battery is 70%
  • the lower limit SOC that reaches the discharge cut-off condition is 5%
  • the current battery temperature is 25DegC; divide the state of charge sub-range between 70% and 5% into 13 equal divisions, that is, 13
  • the discharge current required for each state of charge sub-interval is 50A.
  • Step S402 Calculate the first step (that is, the remaining available energy of the first state of charge sub-interval).
  • the initial value of the input open circuit voltage, battery temperature, and discharge current value of the voltage estimation model are 3.85V, 25DegC, and 50A, respectively.
  • the output is battery voltage 3.6V, battery temperature rise 0.2DegC, and discharge time 0.1h.
  • the open circuit voltage estimation model calculates the open circuit voltage again to get 3.8V based on the historical state of charge and the current state of charge value.
  • Step S403 Calculate the second step (that is, the remaining available energy in the second state of charge sub-interval).
  • the initial value of the input open circuit voltage, battery temperature, and discharge current value of the voltage estimation model are 3.8V, 25.2DegC, and 50A respectively.
  • the output is battery voltage 3.53V and temperature rise 0.3DegC, and the discharge time is 0.1h.
  • the open circuit voltage estimation model calculates the open circuit voltage again to get 3.7V according to the initial state of charge value and the historical state of charge value of the second state of charge sub-interval.
  • Step S404 Calculate each step (that is, the remaining available energy in each state-of-charge sub-interval) in turn, until step 13 (ie, the remaining available energy in the last state-of-charge sub-interval) is calculated, and there is no battery in the above calculation process. The phenomenon that the temperature exceeds the limit or the battery voltage exceeds the limit.
  • Step S405 accumulate the remaining available energy of each step: 18wh+17.65wh+...+Step 13 corresponds to the energy of the step to obtain the total dischargeable energy of the battery.
  • the preset open-circuit voltage estimation model and the voltage estimation model are combined, and the preset open-circuit voltage estimation model can be used in operating data.
  • Process the historical state of charge value of the battery to obtain the estimated value of the open circuit voltage of the battery, and use the voltage estimation model to process the estimated value of the open circuit voltage and the battery temperature, the current required for discharge or the power required for discharge, and the output is the battery Voltage, battery temperature rise and discharge time.
  • the remaining available energy of each state of charge sub-interval is calculated, and the remaining available energy of each state of charge sub-interval is accumulated to obtain the total remaining available energy of the battery.
  • the whole calculation process takes into account the influence of the battery operating data on the remaining available energy corresponding to each state of charge sub-interval, so as to obtain the remaining available energy value that is more in line with the actual operating conditions of the battery and improve the accuracy of the remaining available energy estimation degree.
  • Fig. 4 shows a schematic structural diagram of a device for estimating remaining available energy of a battery according to an embodiment of the present application.
  • the remaining available energy estimation device of the battery includes:
  • the battery parameter determination module 410 is used to determine the current state of charge value of the battery and the current battery temperature.
  • the hysteresis coefficient determination module 420 is used to obtain the cumulative value of the charging parameter and the cumulative value of the discharge parameter from the operating data of the battery before the battery reaches the specified state of charge value, according to the ratio of the cumulative value of the charging parameter to the cumulative value of the discharge parameter , To determine the hysteresis coefficient corresponding to the specified state of charge value.
  • the corresponding relationship corresponding module 430 is configured to determine the corresponding relationship between the remaining available energy of the battery, the state of charge, the battery temperature, and the hysteresis coefficient based on the operating data of the working condition.
  • the first energy estimation module 440 is configured to use the corresponding relationship to estimate the remaining available energy of the battery according to the current state of charge value, the current battery temperature and the hysteresis coefficient.
  • the cumulative value of the charging parameter and the cumulative value of the discharge parameter include: the cumulative charging capacity and the cumulative discharging capacity in the preset cumulative throughput.
  • the cumulative value of the charging parameter and the cumulative value of the discharge parameter include: when the current direction changes for a specified number of times, the changed current direction is the cumulative value of the state of charge change during charging and the changed current The direction is the cumulative value of the state of charge change during discharge.
  • the correspondence relationship corresponding module 430 may include:
  • the state of charge interval acquisition unit is used to obtain a state of charge interval according to the state of charge value of the battery in the real-time discharge progress, and obtain the initial state of charge value of the battery to reach the state of charge interval from the operating data
  • the estimated model component processing unit is used to process the parameter value of the capacity parameter, the historical value of the capacity parameter and the battery temperature based on the preset open-circuit voltage estimation model component and the preset battery voltage estimation model component to obtain the corresponding state of charge interval Dischargeable energy, battery temperature rise corresponding to the state of charge interval, and battery voltage value corresponding to the state of charge interval.
  • the estimation model component processing unit can be specifically used for:
  • the preset open circuit voltage estimation model component is used to process the parameter value of the capacity parameter and the historical value of the capacity parameter in the state of charge interval to obtain the estimated value of the open circuit voltage corresponding to the initial state of charge value of the state of charge interval.
  • the preset battery voltage estimation model component uses the preset battery voltage estimation model component to process the corresponding open circuit voltage estimate, battery temperature, and discharge current value corresponding to the state of charge interval to obtain the battery voltage value corresponding to the state of charge interval and the battery corresponding to the state of charge interval The discharge time corresponding to the temperature rise and the state of charge interval.
  • the dischargeable energy corresponding to the state of charge interval is calculated.
  • the dischargeable energy determining unit is used to determine, based on the battery temperature rise corresponding to the state of charge interval and the battery voltage value corresponding to the state of charge interval, when the state of charge interval does not reach the preset discharge over-limit condition, according to the battery status
  • the state of charge value in the real-time discharge progress is obtained, and a new state of charge interval is obtained until the new state of charge interval reaches the discharge over-limit condition, and the corresponding state of charge interval before the new state of charge interval is obtained.
  • the correspondence relationship corresponding module 430 is specifically used to use the sum of the dischargeable energy corresponding to each previous state of charge interval as the remaining available energy value of the battery, according to the remaining available energy value of the battery and each previous state of charge
  • the initial state of charge value of the interval, the battery temperature when the battery reaches the initial state of charge value of each previous state of charge interval, and each previous state of charge interval obtained from the corresponding hysteresis coefficient
  • the hysteresis coefficient corresponding to the initial state of charge value of the battery determines the correspondence between the remaining available energy value of the battery and the state of charge value of the battery, the battery temperature and the hysteresis coefficient.
  • the sum of the battery temperature when the battery reaches the initial state of charge value of any state of charge interval and the temperature formed by the battery temperature rise corresponding to any state of charge interval is greater than or equal to the preset temperature threshold; Alternatively, when the corresponding battery voltage value of any state of charge interval is lower than the preset lower voltage threshold, it is determined that any state of charge interval reaches the preset discharge over-limit condition.
  • the capacity parameter is a battery state-of-charge parameter
  • the parameter value of the capacity parameter is the initial state-of-charge value of the specified state-of-charge interval
  • the historical value of the capacity parameter includes: the pre-recorded battery reaches the specified state of charge. The state of charge value corresponding to the specified number of current changes before the initial state of charge value of the state interval.
  • the capacity parameter is a battery capacity parameter
  • the parameter value of the capacity parameter is the battery capacity value when the battery reaches the initial state of charge value of the specified state of charge interval
  • the historical value of the capacity parameter includes: a pre-recorded battery The battery capacity value when the current direction changes for a specified number of times before reaching the initial state of charge value of the specified state of charge interval.
  • the correspondence relationship corresponding module 430 may include:
  • the data acquisition unit is used to obtain multiple battery temperature values and multiple state-of-charge values of the battery from the operating data, and obtain each of the multiple state-of-charge values from the corresponding hysteresis coefficient The hysteresis coefficient corresponding to the state of charge value.
  • the available energy determining unit is used to determine the remaining available energy corresponding to each battery temperature value and each state-of-charge value of the plurality of battery temperature values through a battery test.
  • the corresponding relationship corresponding module 430 can also construct the remaining available energy look-up table according to the remaining available energy corresponding to each battery temperature value and each state-of-charge value under different hysteresis coefficients, and determine it through the remaining available energy look-up table The relationship between the remaining available energy of the battery and the battery temperature, state of charge, and hysteresis coefficient.
  • the correspondence between the remaining available energy of the battery and the state of charge, battery temperature, and hysteresis coefficient includes: the remaining available energy of the battery and the state of charge of the battery determined by a preset remaining available energy look-up table, The correspondence between the battery temperature and the hysteresis coefficient; or, the correspondence between the remaining available energy of the battery and the battery state of charge, the battery temperature, and the hysteresis coefficient determined by a preset remaining available energy calculation expression.
  • Fig. 5 shows a schematic structural diagram of a device for estimating remaining available energy of a battery according to another embodiment of the present application.
  • the schematic diagram of the structure of the device for estimating the remaining available energy of the battery may include:
  • the battery parameter determination module 510 is used to determine the current state of charge value of the battery and the current battery temperature.
  • the working condition data obtaining module 520 is used to obtain the working condition operating data of the battery.
  • the second energy estimation module 530 is used to process the current state of charge value, current battery temperature and operating data by using the preset open circuit voltage estimation model and voltage estimation model to obtain an estimated value of the remaining available energy of the battery.
  • the second energy estimation module 530 may specifically include:
  • the historical state-of-charge determination unit is used to determine the state-of-charge value corresponding to the change in the current direction of a specified number of times before the battery reaches the current state-of-charge value in the operating data of the working condition, and is the historical state-of-charge value.
  • the state of charge interval dividing unit is used to divide the state of charge interval formed by the current state of charge value and the lower limit value of the state of charge when the battery reaches the discharge cut-off condition into N state of charge subintervals.
  • the sub-interval energy calculation unit is used to calculate the N state-of-charge sub-intervals based on the current state-of-charge value, current battery temperature, and historical state-of-charge value using preset open-circuit voltage estimation model components and battery voltage estimation model components The dischargeable energy corresponding to each state of charge sub-interval.
  • the dischargeable energy accumulation unit is used to determine the sum of the dischargeable energy corresponding to each state of charge sub-interval, which is the estimated value of the remaining available energy of the battery.
  • the sub-interval energy calculation unit may specifically include:
  • the first model processing subunit is configured to use the open circuit voltage estimation model component for the first state of charge subinterval among the N state of charge subintervals to process historical state of charge values to obtain the initial value of the open circuit voltage of the battery.
  • the second model processing subunit is used to obtain the required discharge current value corresponding to the first state of charge sub-interval, and use the battery voltage estimation model component to process the open circuit voltage value of the battery, the current battery temperature and the corresponding first state of charge sub-interval
  • the required discharge current value of obtains the battery voltage value of the first state of charge sub-interval, the battery temperature rise of the first state of charge sub-interval, and the discharge duration of the first state of charge sub-interval.
  • the sub-interval energy calculation unit can also be specifically used to according to the battery voltage value of the first state-of-charge sub-interval, the required discharge current value corresponding to the first state-of-charge sub-interval, and the discharge duration of the first state-of-charge sub-interval, The dischargeable energy of the first sub-interval of the state of charge is calculated.
  • the first model processing subunit can also be specifically used to use the open circuit voltage estimation model component to process the current state of charge value and historical state of charge value to obtain the open circuit voltage end value of the battery, and use the open circuit voltage end value as the next charge The starting value of the open circuit voltage of the state subinterval.
  • the sub-interval energy calculation unit may specifically include:
  • the first model processing sub-unit can be specifically used to target the i-th state-of-charge sub-interval other than the first state-of-charge sub-interval among the N state-of-charge sub-intervals, and combine the i-1th state-of-charge sub-interval
  • the end value of the open circuit voltage is used as the start value of the open circuit voltage of the i-th state of charge sub-interval, where i is less than or equal to N, and N is an integer greater than 1.
  • the battery temperature calculation unit is used to obtain the required discharge current value corresponding to the i-1th state-of-charge subinterval, based on the battery temperature of the i-1th state-of-charge subinterval and the i-1th state-of-charge subinterval
  • the battery temperature rise in the interval determines the battery temperature corresponding to the i-th state-of-charge sub-interval.
  • the second model processing subunit can be specifically used to use the battery voltage estimation model to process the initial value of the open circuit voltage, the battery temperature, and the current value required for discharge to obtain the battery voltage value of the i-th state-of-charge sub-interval and the i-th charge The battery temperature rise in the electrical state sub-interval and the discharge duration of the i-th state-of-charge sub-interval.
  • the sub-interval energy calculation unit can also be specifically used for discharging according to the battery voltage value of the i-th state-of-charge sub-interval, the discharge current value of the i-th state-of-charge sub-interval and the i-th state-of-charge sub-interval Time length, calculate the dischargeable energy of the i-th charged state sub-interval.
  • the first model processing subunit can also be specifically used to estimate the model component by using the open circuit voltage to process the initial state of charge value and the historical state of charge value of the i-th state-of-charge sub-interval to obtain the i-th state-of-charge sub-interval The end value of the open circuit voltage of the interval.
  • the remaining available energy estimation device may further include:
  • the lower limit value determination unit of the state of charge value is configured to use the i-th state-of-charge sub-interval as the interval to be subdivided when the i-th state-of-charge sub-interval meets the preset interval subdivision condition.
  • the state-of-charge interval dividing unit is also used to divide the interval to be subdivided, to obtain M new state-of-charge sub-intervals, and use the first new state-of-charge sub-interval among the M new state-of-charge sub-intervals as the new The i-th state-of-charge sub-interval of, and record the number of times the interval to be subdivided is divided.
  • the sub-interval energy calculation unit can also be used to set the end value of the open circuit voltage of the i-1th state-of-charge sub-interval as the new start value of the open-circuit voltage of the i-th state-of-charge subinterval, until the j-th state of charge When the status sub-interval meets the interval subdivision condition and the recorded number of divided times reaches the preset number threshold,
  • the dischargeable energy of the interval is zero, where j is greater than or equal to i and less than or equal to N+M-1.
  • the remaining available energy estimation device may further include:
  • the first voltage comparison value calculation unit is configured to compare the battery voltage value of the i-1th state-of-charge sub-interval with the i-th state-of-charge sub-interval when the battery voltage value in the i-th state-of-charge sub-interval is lower than
  • the absolute value of the voltage difference between the battery voltage values of the two state-of-charge sub-intervals is used as the first voltage comparison value.
  • the second voltage comparison value calculation unit is configured to use the absolute value of the voltage difference between the voltage threshold and the battery voltage value of the i-th state of charge sub-interval as the second voltage comparison value.
  • the first accumulation ratio calculation unit is used to determine the voltage ratio between the second voltage comparison value and the first voltage comparison value, and use the difference between 100% and the voltage ratio as the first energy accumulation ratio.
  • the sub-interval energy calculation unit may also be used to take the product of the dischargeable energy of the i-th charged state sub-interval and the first energy accumulation ratio as the dischargeable energy of the i-th charged state sub-interval.
  • the sub-interval energy calculation unit may also be used to set the dischargeable energy of each state-of-charge sub-interval after the i-th state-of-charge sub-interval to zero.
  • the remaining available energy estimation device may further include:
  • the temperature difference calculation unit is used to determine the sum of the temperature when the sum of the battery temperature in the i-th state-of-charge sub-interval and the battery temperature rise in the i-th state-of-charge sub-interval exceeds a preset temperature threshold The absolute value of the temperature difference of the temperature threshold.
  • the second accumulation ratio calculation unit is used to calculate the temperature ratio between the absolute value of the temperature difference and the temperature rise of the battery, and use the difference between the 100% and the temperature ratio as the second energy accumulation ratio.
  • the sub-interval energy calculation unit may also be used to take the product of the dischargeable energy of the i-th charged state sub-interval and the second energy accumulation ratio as the dischargeable energy of the i-th charged state sub-interval.
  • the sub-interval energy calculation unit may also be used to set the dischargeable energy of each state-of-charge sub-interval after the i-th state-of-charge sub-interval to zero.
  • the preset discharge over-limit condition includes: when the battery voltage value in the i-th state-of-charge sub-interval is lower than the preset lower voltage threshold, or, the battery temperature in the i-th state-of-charge sub-interval and The sum of the temperatures formed by the battery temperature rise in the i-th state-of-charge sub-interval exceeds the preset temperature threshold.
  • the open circuit voltage estimation model component is used to characterize the correspondence between the current estimated value of the open circuit voltage of the battery and the current state of charge value and the historical state of charge value; the battery voltage estimation model component is used to characterize the battery A model of the correspondence between voltage, battery temperature rise, discharge time, and battery open circuit voltage, battery temperature, discharge current or discharge power, battery internal resistance, and preset thermodynamic parameters.
  • Fig. 6 is a structural diagram showing an exemplary hardware architecture of a computing device capable of implementing the method and apparatus for estimating the remaining available energy of a battery according to an embodiment of the present application.
  • the computing device 600 includes an input device 601, an input interface 602, a central processing unit 603, a memory 604, an output interface 605, and an output device 606.
  • the input interface 602, the central processing unit 603, the memory 604, and the output interface 605 are connected to each other through the bus 610, and the input device 601 and the output device 606 are connected to the bus 610 through the input interface 602 and the output interface 605, respectively, and then to the computing device 600 The other components are connected.
  • the input device 601 receives input information from the outside, and transmits the input information to the central processing unit 603 through the input interface 602; the central processing unit 603 processes the input information based on the computer executable instructions stored in the memory 604 to generate output Information, the output information is temporarily or permanently stored in the memory 604, and then the output information is transmitted to the output device 606 through the output interface 605; the output device 606 outputs the output information to the outside of the computing device 600 for use by the user.
  • the computing device 600 shown in FIG. 6 may be implemented as a remaining available energy estimation system for a battery, and the remaining available energy estimation system may include: a memory configured to store a program; a processor configured to To run the program stored in the memory to execute the remaining available energy estimation method described in the above embodiment.
  • the process described above with reference to the flowchart can be implemented as a computer software program.
  • the embodiments of the present application include a computer program product, which includes a computer program tangibly contained on a machine-readable medium, and the computer program includes program code for executing the method shown in the flowchart.
  • the computer program may be downloaded and installed from the network, and/or installed from a removable storage medium.
  • the computer program product includes one or more computer instructions, which when run on a computer, cause the computer to execute the methods described in the foregoing various embodiments.
  • the computer can be a general-purpose computer, a dedicated computer, a computer network, or other programmable devices.
  • Computer instructions can be stored in a computer-readable storage medium, or transmitted from one computer-readable storage medium to another computer-readable storage medium.
  • computer instructions can be transmitted from a website, computer, server, or data center through a cable (such as Coaxial cable, optical fiber, digital subscriber line (DSL)) or wireless (such as infrared, wireless, microwave, etc.) means to transmit to another website, computer, server or data center.
  • a computer-readable storage medium may be any available medium that can be accessed by a computer or a data storage device such as a server or data center integrated with one or more available media.
  • the usable medium may be a magnetic medium (for example, a floppy disk, a hard disk, and a magnetic tape), an optical medium (for example, a DVD), or a semiconductor medium (for example, a solid state hard disk).
  • the device embodiments described above are merely illustrative.
  • the units described as separate components may or may not be physically separated, and the components displayed as units may or may not be physical units, that is, they may be located in one place. , Or it can be distributed to multiple network units. Some or all of the modules may be selected according to actual needs to achieve the objectives of the solutions of the embodiments. Those of ordinary skill in the art can understand and implement it without creative work.

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Abstract

A method, a device and a system for estimating remaining available energy of a battery, and a storage medium. The method comprises: determining the current charge state value of a battery and the current battery temperature (S210); acquiring working condition operating data of the battery, and processing the working condition operating data of the battery to obtain a hysteresis coefficient of the battery (S220); and estimating the remaining available energy of the battery according to corresponding relationships of the remaining available energy of the battery with the charge state, the battery temperature and the hysteresis coefficient (S230, S240). The accuracy of estimating the remaining available energy of the battery with hysteresis characteristics can be improved.

Description

电池的剩余可用能量估算方法、装置、系统和存储介质Method, device, system and storage medium for estimating remaining available energy of battery
相关申请的交叉引用Cross references to related applications
本申请要求享有于2019年06月24日提交的名称为“电池的剩余可用能量估算方法、装置、系统和存储介质”的中国专利申请201910548095.3的优先权,该申请的全部内容通过引用并入本文中。This application claims the priority of the Chinese patent application 201910548095.3 filed on June 24, 2019, entitled "Remaining Available Energy Estimation Method, Device, System, and Storage Medium of a Battery", the entire content of which is incorporated herein by reference in.
技术领域Technical field
本申请涉及电池技术领域,特别是涉及一种电池的剩余可用能量估算方法、装置、系统和存储介质。This application relates to the field of battery technology, in particular to a method, device, system and storage medium for estimating the remaining available energy of a battery.
背景技术Background technique
在电动汽车的电池管理系统中,电池的剩余可用能量(State OF Energy,SOE)用来反映电池的剩余可用能量状态。由于电池的剩余可用能量状态与电动汽车的续航里程具有强相关关系,准确预估剩余可用能量可以提高续航里程的估算精度,为驾驶者提供准确的行程参考,并有效防止整车因电量不足而抛锚。In the battery management system of an electric vehicle, the remaining available energy (State OF Energy, SOE) of the battery is used to reflect the remaining available energy state of the battery. Since the remaining available energy state of the battery has a strong correlation with the cruising range of an electric vehicle, accurate estimation of the remaining available energy can improve the accuracy of the cruising range estimation, provide the driver with an accurate itinerary reference, and effectively prevent the vehicle from being caused by insufficient power. anchor.
当前应用较广的剩余可用能量估算方法,通常是通过线下标定不同荷电状态和温度下的电池可用能量,并在实车运行中通过查表确定剩余可用能量。但是对存在滞回特性的电芯体系而言,电池的历史工况和历史状态会影响剩余可用能量的状态,从而导致无法准确估算电池的剩余可用能量。Currently, a widely used method for estimating the remaining available energy is usually to calibrate the available energy of the battery under different states of charge and temperature offline, and to determine the remaining available energy by looking up the table during actual vehicle operation. However, for the battery cell system with hysteresis characteristics, the historical operating conditions and historical state of the battery will affect the state of the remaining available energy, which makes it impossible to accurately estimate the remaining available energy of the battery.
申请内容Application content
本申请实施例提供一种电池的剩余可用能量估算方法、装置、系统和存储介质,可以准确估算具有滞回特性的电池的剩余可用能量。The embodiments of the present application provide a method, device, system and storage medium for estimating the remaining available energy of a battery, which can accurately estimate the remaining available energy of a battery with hysteresis characteristics.
第一方面,本申请实施例提供一种电池的剩余可用能量估算方法,包 括:In the first aspect, an embodiment of the present application provides a method for estimating the remaining available energy of a battery, including:
确定电池的当前荷电状态值和当前电池温度;从电池的工况运行数据中,获取电池达到指定荷电状态值之前的充电参数累计值和放电参数累计值,根据充电参数累计值和放电参数累计值的比值,确定与指定荷电状态值对应的滞回系数;基于工况运行数据,确定电池的剩余可用能量与荷电状态、电池温度以及滞回系数的对应关系;利用对应关系,根据当前荷电状态值、当前电池温度和滞回系数,估算电池的剩余可用能量。Determine the current state of charge value and current battery temperature of the battery; from the operating data of the battery, obtain the cumulative value of the charging parameter and the cumulative value of the discharge parameter before the battery reaches the specified state of charge value, according to the cumulative value of the charging parameter and the discharge parameter The ratio of the cumulative value to determine the hysteresis coefficient corresponding to the specified state of charge value; based on the operating data of the working conditions, determine the correspondence between the remaining available energy of the battery, the state of charge, the battery temperature and the hysteresis coefficient; use the corresponding relationship, according to The current state of charge value, current battery temperature and hysteresis coefficient, estimate the remaining available energy of the battery.
第二方面,本申请实施例提供一种电池的剩余可用能量估算装置,包括:In the second aspect, an embodiment of the present application provides a device for estimating remaining available energy of a battery, including:
电池参数确定模块,用于确定电池的当前荷电状态值和当前电池温度;滞回系数确定模块,用于从电池的工况运行数据中,获取电池达到指定荷电状态值之前的充电参数累计值和放电参数累计值,根据充电参数累计值和放电参数累计值的比值,确定与指定荷电状态值对应的滞回系数;对应关系对应模块,用于基于工况运行数据,确定电池的剩余可用能量与荷电状态、电池温度以及滞回系数的对应关系;第一能量估算模块,用于利用对应关系,根据当前荷电状态值、当前电池温度和滞回系数,估算电池的剩余可用能量。The battery parameter determination module is used to determine the current state of charge value of the battery and the current battery temperature; the hysteresis coefficient determination module is used to obtain the accumulation of charging parameters before the battery reaches the specified state of charge value from the operating data of the battery According to the ratio of the cumulative value of the charging parameter and the cumulative value of the discharge parameter, determine the hysteresis coefficient corresponding to the specified state of charge value; the corresponding module is used to determine the remaining battery based on the operating data Correspondence between available energy and state of charge, battery temperature, and hysteresis coefficient; the first energy estimation module is used to use the corresponding relationship to estimate the remaining available energy of the battery based on the current state of charge value, current battery temperature and hysteresis coefficient .
第三方面,本申请实施例提供一种电池的剩余可用能量估算系统,包括:存储器和处理器;该存储器用于存储程序;该处理器用于读取存储器中存储的可执行程序代码以执行上述第一方面的电池的剩余可用能量估算方法。In a third aspect, an embodiment of the present application provides a battery remaining usable energy estimation system, including: a memory and a processor; the memory is used to store a program; the processor is used to read the executable program code stored in the memory to execute the foregoing The first aspect of the method for estimating the remaining available energy of the battery.
第四方面,本申请实施例提供一种计算机可读存储介质,该计算机可读存储介质中存储有指令,当指令在计算机上运行时,使得计算机执行上述第一方面的电池的剩余可用能量估算方法。In a fourth aspect, an embodiment of the present application provides a computer-readable storage medium that stores instructions in the computer-readable storage medium. When the instructions run on a computer, the computer executes the estimation of the remaining available energy of the battery in the first aspect. method.
第五方面,本申请实施例提供一种电池的剩余可用能量估算方法,包括:In a fifth aspect, an embodiment of the present application provides a method for estimating the remaining available energy of a battery, including:
确定电池的当前荷电状态值和当前电池温度;获取电池的工况运行数据;利用预设的开路电压估算模型和预设的电压预估模型,处理当前荷电状态值、当前电池温度和工况运行数据,得到电池的剩余可用能量的估算 值。Determine the current state of charge value and current battery temperature of the battery; obtain the operating data of the battery; use the preset open-circuit voltage estimation model and the preset voltage estimation model to process the current state of charge value, current battery temperature and working condition According to the operating data, the estimated value of the remaining available energy of the battery is obtained.
第六方面,本申请实施例提供一种电池的剩余可用能量估算装置,包括:In a sixth aspect, an embodiment of the present application provides a device for estimating remaining available energy of a battery, including:
电池参数确定模块,用于确定电池的当前荷电状态值和当前电池温度;工况数据获取模块,用于获取电池的工况运行数据;第二能量估算模块,用于利用预设的开路电压估算模型和电压预估模型,处理当前荷电状态值、当前电池温度和工况运行数据,得到电池的剩余可用能量的估算值。The battery parameter determination module is used to determine the current state of charge value of the battery and the current battery temperature; the working condition data acquisition module is used to obtain the working condition operating data of the battery; the second energy estimation module is used to use the preset open circuit voltage Estimation model and voltage estimation model, processing the current state of charge value, current battery temperature and operating conditions of the operating data, to obtain the estimated value of the remaining available energy of the battery.
第七方面,本申请实施例提供一种电池的剩余可用能量估算系统,包括:存储器和处理器;该存储器用于存储程序;该处理器用于读取存储器中存储的可执行程序代码以执行上述第五方面的电池的剩余可用能量估算方法。In a seventh aspect, an embodiment of the present application provides a battery remaining usable energy estimation system, including: a memory and a processor; the memory is used to store a program; the processor is used to read the executable program code stored in the memory to execute the foregoing The fifth aspect of the method for estimating the remaining available energy of the battery.
第八方面,本申请实施例提供一种计算机可读存储介质,该计算机可读存储介质中存储有指令,当指令在计算机上运行时,使得计算机执行上述第五方面的电池的剩余可用能量估算方法。In an eighth aspect, an embodiment of the present application provides a computer-readable storage medium that stores instructions in the computer-readable storage medium. When the instructions are run on a computer, the computer executes the estimation of the remaining available energy of the battery in the fifth aspect. method.
根据本申请实施例提供的电池的剩余可用能量估算方法、装置、系统和存储介质,对于具有滞回效应的电池,可以通过电池的荷电状态和电池温度,并结合电池的工况运行数据,估算电池的剩余可用能量。通过处理电池的工况运行数据得到动力电池的滞回系数,并根据电池的剩余可用能量与荷电状态、电池温度、以及滞回系数的对应关系,估算电池的剩余可用能量,提高估算具有滞回特性的电池的剩余可用能量的准确性。According to the method, device, system and storage medium for estimating the remaining available energy of the battery provided by the embodiments of the present application, for a battery with a hysteresis effect, the state of charge and battery temperature of the battery can be used in combination with the operating data of the battery. Estimate the remaining available energy of the battery. The hysteresis coefficient of the power battery is obtained by processing the operating data of the battery, and according to the corresponding relationship between the remaining available energy of the battery and the state of charge, battery temperature, and the hysteresis coefficient, the remaining available energy of the battery is estimated, and the estimation is improved. The accuracy of the remaining usable energy of the battery back to the characteristics.
本申请实施例提供的电池的剩余可用能量估算方法、装置、系统和存储介质,还可以利用预设的开路电压估算模型和电压预估模型,处理当前荷电状态值、当前电池温度和工况运行数据,估算电池的剩余可用能量,由于整个估算过程考虑剩余可用能量估算受到工况运行数据的影响,从而得到更符合电池实际运行工况的剩余可用能量值,提高剩余可用能量估算的准确性。The method, device, system and storage medium for estimating the remaining available energy of the battery provided in the embodiments of the present application can also use the preset open-circuit voltage estimation model and the voltage estimation model to process the current state of charge value, current battery temperature and operating conditions Operating data, estimate the remaining available energy of the battery, as the entire estimation process considers the remaining available energy estimation is affected by the operating conditions of the operating data, so as to obtain the remaining available energy value more in line with the actual operating conditions of the battery, and improve the accuracy of the remaining available energy estimation .
附图说明Description of the drawings
为了更清楚地说明本申请实施例的技术方案,下面将对本申请实施例中所需要使用的附图作简单地介绍,对于本领域普通技术人员来讲,在不付出创造性劳动的前提下,还可以根据这些附图获得其他的附图。In order to explain the technical solutions of the embodiments of the present application more clearly, the following will briefly introduce the drawings that need to be used in the embodiments of the present application. For those of ordinary skill in the art, without creative work, Other drawings can be obtained from these drawings.
图1示出电池的OCV滞回特性曲线示意图;Figure 1 shows a schematic diagram of the OCV hysteresis characteristic curve of the battery;
图2示出根据本申请一实施例的电池的剩余可用能量估算方法的流程示意图;FIG. 2 shows a schematic flowchart of a method for estimating remaining available energy of a battery according to an embodiment of the present application;
图3示出根据本申请另一实施例的电池的剩余可用能量估算方法的流程示意图;3 shows a schematic flowchart of a method for estimating remaining available energy of a battery according to another embodiment of the present application;
图4示出根据本申请一实施例的电池的剩余可用能量估算装置的结构示意图;4 shows a schematic structural diagram of a device for estimating remaining available energy of a battery according to an embodiment of the present application;
图5示出根据本申请另一实施例的电池的剩余可用能量估算装置的结构示意图;5 shows a schematic structural diagram of a device for estimating remaining available energy of a battery according to another embodiment of the present application;
图6是示出能够实现根据本申请实施例的电池的剩余可用能量估算方法和装置的计算设备的示例性硬件架构的结构图。Fig. 6 is a structural diagram showing an exemplary hardware architecture of a computing device capable of implementing the method and apparatus for estimating the remaining available energy of a battery according to an embodiment of the present application.
具体实施方式Detailed ways
下面将详细描述本申请的各个方面的特征和示例性实施例,为了使本申请的目的、技术方案及优点更加清楚明白,以下结合附图及实施例,对本申请进行进一步详细描述。应理解,此处所描述的具体实施例仅被配置为解释本申请,并不被配置为限定本申请。对于本领域技术人员来说,本申请可以在不需要这些具体细节中的一些细节的情况下实施。下面对实施例的描述仅仅是为了通过示出本申请的示例来提供对本申请更好的理解。The features and exemplary embodiments of each aspect of the application will be described in detail below. In order to make the objectives, technical solutions, and advantages of the application clearer, the application will be further described in detail below with reference to the drawings and embodiments. It should be understood that the specific embodiments described here are only configured to explain the present application, and not configured to limit the present application. For those skilled in the art, this application can be implemented without some of these specific details. The following description of the embodiments is only to provide a better understanding of the present application by showing examples of the present application.
需要说明的是,在本文中,诸如第一和第二等之类的关系术语仅仅用来将一个实体或者操作与另一个实体或操作区分开来,而不一定要求或者暗示这些实体或操作之间存在任何这种实际的关系或者顺序。而且,术语“包括”、“包含”或者其任何其他变体意在涵盖非排他性的包含,从而使得包括一系列要素的过程、方法、物品或者设备不仅包括那些要素,而且还包括没有明确列出的其他要素,或者是还包括为这种过程、方法、物品或者设备所固有的要素。在没有更多限制的情况下,由语句“包 括……”限定的要素,并不排除在包括所述要素的过程、方法、物品或者设备中还存在另外的相同要素。It should be noted that in this article, relational terms such as first and second are only used to distinguish one entity or operation from another entity or operation, and do not necessarily require or imply one of these entities or operations. There is any such actual relationship or order between. Moreover, the terms "include", "include" or any other variants thereof are intended to cover non-exclusive inclusion, so that a process, method, article, or device that includes a series of elements includes not only those elements, but also includes Other elements of, or also include elements inherent to this process, method, article or equipment. If there are no more restrictions, the element defined by the sentence "including..." does not exclude the existence of other identical elements in the process, method, article or equipment that includes the element.
本申请实施例中的电池用于存储电量,且电池的正极和负极均能脱出且接收载能粒子。按照电池的应用场景,本申请实施例中的电池可以包括动力电池和储能电池,动力电池例如可以应用于电动汽车、电动自行车以及其它电动工具领域,储能电池例如可以应用于储能电站、可再生能源并网以及微电网等领域。以动力电池为例,从电池种类而言,该电池可以但不限于是磷酸铁锂体系电池或加硅体系的电池,磷酸铁锂体系电池为正极活性物含磷酸铁锂的锂离子电池,加硅体系电池为负极活性物含硅的锂离子电池。从电池规模而言,该电池可以是电芯单体,也可以是电池模组或电池包,在本申请实施例中不做具体限定。The battery in the embodiment of the present application is used to store power, and both the positive electrode and the negative electrode of the battery can escape and receive energy-carrying particles. According to the application scenario of the battery, the battery in the embodiment of the present application may include a power battery and an energy storage battery. The power battery may be applied to the fields of electric vehicles, electric bicycles and other electric tools, for example, and the energy storage battery may be applied to energy storage power stations, Renewable energy grid-connected and micro-grid fields. Taking the power battery as an example, in terms of battery type, the battery can be, but not limited to, a lithium iron phosphate system battery or a silicon-added battery system. The lithium iron phosphate system battery is a lithium ion battery with a positive electrode active material containing lithium iron phosphate. The silicon system battery is a lithium ion battery in which the negative electrode active material contains silicon. In terms of battery scale, the battery can be a single battery cell, a battery module or a battery pack, which is not specifically limited in the embodiments of the present application.
在本申请实施例中,由于电池充电特性和放电特性的不同,滞回特性是指电池以相同的电流分别充电和放电结束后,相同的荷电状态对应的充电后的开路电压和放电后的开路电压不同的现象。这一现象被称为电池的滞回特性。因此,滞回特性可以描述电池的OCV曲线受历史工况影响的特性,使用开路电压估算电池的荷电状态时,需要考虑滞回特性对电池的荷电状态的影响。In the embodiments of this application, due to the difference in battery charging and discharging characteristics, the hysteresis characteristic refers to the open circuit voltage and discharge voltage corresponding to the same state of charge after the battery is charged and discharged with the same current. The phenomenon of different open circuit voltages. This phenomenon is called the hysteresis characteristic of the battery. Therefore, the hysteresis characteristic can describe the characteristics of the battery's OCV curve affected by historical operating conditions. When using the open circuit voltage to estimate the battery's state of charge, it is necessary to consider the impact of the hysteresis characteristic on the battery's state of charge.
图1示出了电池的OCV滞回特性曲线示意图。如图1所示,在本申请实施例中,OCV曲线可以用于描述电池的OCV与SOC之间的对应关系。Figure 1 shows a schematic diagram of the OCV hysteresis characteristic curve of the battery. As shown in FIG. 1, in the embodiment of the present application, the OCV curve can be used to describe the correspondence between the OCV and SOC of the battery.
在图1中,电池的OCV曲线可以包括充电OCV曲线和放电OCV曲线。其中,充电OCV曲线可以用于描述充电状态下的电池的OCV与SOC之间的对应关系,放电OCV曲线可以用于描述放电状态下的电池的OCV与SOC之间的对应关系。In FIG. 1, the OCV curve of the battery may include a charge OCV curve and a discharge OCV curve. Among them, the charging OCV curve can be used to describe the corresponding relationship between the OCV and SOC of the battery in the charged state, and the discharging OCV curve can be used to describe the corresponding relationship between the OCV and SOC of the battery in the discharged state.
继续参考图1,根据充电OCV曲线和放电OCV曲线的不同,将电池的OCV区间划分为滞回OCV区间和非滞回OCV区间。在滞回OCV区间,充电OCV曲线和放电OCV曲线不重合,而在非滞回OCV区间,充电OCV曲线和放电OCV曲线重合。Continuing to refer to Figure 1, according to the difference between the charge OCV curve and the discharge OCV curve, the OCV interval of the battery is divided into a hysteretic OCV interval and a non-hysteresis OCV interval. In the hysteresis OCV interval, the charge OCV curve and the discharge OCV curve do not overlap, while in the non-hysteresis OCV interval, the charge OCV curve and the discharge OCV curve overlap.
在本说明书的实施例中,滞回OCV区间内的开路电压值可以满足: 电池充电状态时的荷电状态值和放电状态时的荷电状态值相等时,充电状态时的荷电状态值对应的开路电压值不同于放电状态时的荷电状态值对应的开路电压值。In the embodiments of this specification, the open circuit voltage value in the hysteresis OCV interval can satisfy: When the state of charge value of the battery in the state of charge and the state of charge value in the discharge state are equal, the state of charge value in the state of charge corresponds to The open circuit voltage value of is different from the open circuit voltage value corresponding to the state of charge value in the discharge state.
并且通过图1可知,电池的荷电状态区间可以分为滞回荷电状态区间和非滞回荷电状态区间。滞回荷电状态区间内的荷电状态值满足:电池充电后的荷电状态值和放电的荷电状态值相等时,充电后电池的开路电压和放电后电池的开路电压不同。非滞回荷电状态区间内的荷电状态值满足:电池充电后的荷电状态值和放电的荷电状态值相等时,充电后电池的开路电压等于放电后电池的开路电压。And it can be seen from FIG. 1 that the state of charge interval of the battery can be divided into a hysteretic state of charge interval and a non-hysteresis state of charge interval. The state of charge value in the hysteresis state of charge interval satisfies: when the state of charge value of the battery after charging and the state of charge value of discharge are equal, the open circuit voltage of the battery after charging and the open circuit voltage of the battery after discharge are different. The state of charge value in the non-hysteresis state of charge interval satisfies: when the state of charge value of the battery after charging and the state of charge value of discharge are equal, the open circuit voltage of the battery after charging is equal to the open circuit voltage of the battery after discharge.
为了更好的理解本申请,下面将结合附图,详细描述根据本申请实施例的电池的剩余可用能量估算方法、装置、系统和存储介质,应注意,这些实施例并不是用来限制本申请公开的范围。In order to better understand the present application, the following will describe in detail the remaining usable energy estimation method, device, system and storage medium of the battery according to the embodiments of the present application with reference to the accompanying drawings. It should be noted that these embodiments are not used to limit the present application. The scope of disclosure.
图2是示出根据本申请实施例的电池的剩余可用能量估算方法的流程示意图。如图2所示,本申请实施例中的电池的剩余可用能量估算方法,可以包括以下步骤:Fig. 2 is a schematic flow chart showing a method for estimating the remaining available energy of a battery according to an embodiment of the present application. As shown in Figure 2, the method for estimating the remaining available energy of the battery in the embodiment of the present application may include the following steps:
步骤S210,确定电池的当前荷电状态值和当前电池温度。Step S210: Determine the current state of charge value of the battery and the current battery temperature.
步骤S220,从电池的工况运行数据中,获取电池达到指定荷电状态值之前的充电参数累计值和放电参数累计值,根据充电参数累计值和放电参数累计值的比值,确定与指定荷电状态值对应的滞回系数。Step S220, from the operating data of the battery, obtain the cumulative value of the charging parameter and the cumulative value of the discharge parameter before the battery reaches the specified state of charge value, and determine the charge and the specified charge according to the ratio of the cumulative value of the charging parameter and the cumulative value of the discharge parameter. The hysteresis coefficient corresponding to the state value.
步骤S230,基于工况运行数据,确定电池的剩余可用能量与荷电状态、电池温度以及滞回系数的对应关系。Step S230: Determine the correspondence between the remaining available energy of the battery, the state of charge, the battery temperature, and the hysteresis coefficient based on the operating data.
步骤S240,利用对应关系,根据当前荷电状态值、当前电池温度和滞回系数,估算电池的剩余可用能量。In step S240, the remaining available energy of the battery is estimated based on the current state of charge value, the current battery temperature and the hysteresis coefficient by using the corresponding relationship.
根据本申请实施例的电池的剩余可用能量估算方法,对于具有滞回效应的电池,可以通过电池的荷电状态和电池温度,并结合电池的工况运行数据,估算电池的剩余可用能量,估算过程中考虑剩余可用能量估算受到工况的影响,提高剩余可用能量估算的准确性。According to the method for estimating the remaining available energy of the battery according to the embodiment of the present application, for a battery with a hysteresis effect, the remaining available energy of the battery can be estimated based on the state of charge and the battery temperature of the battery and the operating data of the battery. In the process, it is considered that the remaining available energy estimation is affected by the working conditions, and the accuracy of remaining available energy estimation is improved.
在一个实施例中,充电参数累计值和放电参数累计值包括:预设累计吞吐量中的累计充电容量和累计放电容量。在另一个实施例中,充电参数 累计值和放电参数累计值包括:指定次数的电流方向发生变化的情况下,变化后的电流方向为充电时的荷电状态变化量的累计值和变化后的电流方向为放电时的荷电状态变化量的累计值。In an embodiment, the cumulative value of the charging parameter and the cumulative value of the discharge parameter include: the cumulative charging capacity and the cumulative discharging capacity in the preset cumulative throughput. In another embodiment, the cumulative value of the charging parameter and the cumulative value of the discharge parameter include: when the current direction changes for a specified number of times, the changed current direction is the cumulative value of the state of charge change during charging and the changed current direction. The current direction is the cumulative value of the state of charge change during discharge.
在一个实施例中,获取工况运行数据中达到荷电状态值之前的预设容量值大小的累计容量吞吐量;根据累计容量吞吐量中的累计充电容量和累计放电容量的比值,确定电池的滞回系数。In one embodiment, the cumulative capacity throughput of the preset capacity value before reaching the state of charge value in the operating condition data is obtained; according to the ratio of the cumulative charge capacity and the cumulative discharge capacity in the cumulative capacity throughput, the battery capacity is determined Hysteresis coefficient.
在一个实施例中,电池存在剩余可用能量上限值和剩余可用能量下限值,且该可用能量上限值对应的滞回系数,与该剩余可用能量下限值对应的滞回系数不相同。In one embodiment, the battery has a remaining available energy upper limit and remaining available energy lower limit, and the hysteresis coefficient corresponding to the available energy upper limit is different from the hysteresis coefficient corresponding to the remaining available energy lower limit .
在固定的电池温度时,首先将电池的荷电状态通过放电调整到指定荷电状态值例如SOC1,然后在固定工况下对电池进行放电直到满足预设的放电截止条件,得到电池在该指定荷电状态值时的剩余可用能量下限值。该剩余可用能量下限值例如可以记为E1。When the battery temperature is fixed, the state of charge of the battery is adjusted to a specified state of charge value such as SOC1 through discharge, and then the battery is discharged under a fixed operating condition until the preset discharge cut-off condition is met, and the battery is in the specified state. The lower limit of the remaining available energy at the state of charge value. The lower limit of the remaining available energy can be denoted as E1, for example.
在固定的电池温度时,首先将电池的荷电状态通过充电调整到指定荷电状态值例如SOC1,然后在固定工况下对电池进行放电直到满足放电截止条件,得到电池在该指定荷电状态值的剩余可用能量上限值。该剩余可用能量上限值例如可以记为E2。At a fixed battery temperature, first adjust the state of charge of the battery to a specified state of charge value such as SOC1 through charging, and then discharge the battery under a fixed operating condition until the discharge cut-off condition is met, and the battery is in the specified state of charge The upper limit value of the remaining available energy. The upper limit of the remaining available energy can be denoted as E2, for example.
在一个实施例中,电池的对应的滞回系数为-1,电池的剩余可用能量上限值对应的滞回系数为1。也就是说,本申请实施例中,电池的滞回系数的取值范围为[-1,1]。In one embodiment, the corresponding hysteresis coefficient of the battery is -1, and the hysteresis coefficient corresponding to the upper limit of the remaining available energy of the battery is 1. That is, in the embodiment of the present application, the value range of the hysteresis coefficient of the battery is [-1, 1].
在一个实施例中,放电截止条件包括电池在放电过程中电池电压达到预设的放电终止电压。终止电压是指电池放电时,电压下降到电池不宜再继续放电的最低工作电压值。In one embodiment, the discharge cut-off condition includes that the battery voltage reaches a preset discharge cut-off voltage during the discharging process. The termination voltage refers to the lowest working voltage value when the battery discharges, the voltage drops to the battery no longer suitable for discharging.
在本申请实施例中,可以依照工况运行数据中,电池在指定时间段内的固定累计吞吐量内累计充电容量和累计放电容量的比值,计算电池的滞回系数。从而使用电池温度、电池SOC与计算得到的滞回系数确定电池的剩余可用能量。In the embodiment of the present application, the hysteresis coefficient of the battery can be calculated according to the ratio of the cumulative charge capacity and the cumulative discharge capacity of the battery in a fixed cumulative throughput within a specified time period in the operating data. The battery temperature, battery SOC and the calculated hysteresis coefficient are used to determine the remaining available energy of the battery.
在一个实施例中,剩余可用能量与电池荷电状态、电池温度以及滞回系数的对应关系,可以是通过预设的剩余可用能量查值表确定的对应关 系。In an embodiment, the corresponding relationship between the remaining available energy and the battery state of charge, battery temperature, and hysteresis coefficient may be a corresponding relationship determined through a preset remaining available energy look-up table.
在一个实施例中,步骤S230中,基于工况运行数据,确定电池的剩余可用能量与荷电状态、电池温度以及滞回系数的对应关系的步骤,具体可以包括:In one embodiment, in step S230, the step of determining the corresponding relationship between the remaining available energy of the battery and the state of charge, battery temperature, and hysteresis coefficient based on the operating condition data may specifically include:
步骤S11,从工况运行数据中,获取电池的多个电池温度值和多个荷电状态值,并从对应的滞回系数中,获取与多个荷电状态值中的每个荷电状态值对应的滞回系数。Step S11: Obtain multiple battery temperature values and multiple state of charge values of the battery from the operating data, and obtain each state of charge from the multiple state of charge values from the corresponding hysteresis coefficient Hysteresis coefficient corresponding to the value.
步骤S12,通过对电池的试验,确定多个电池温度值中的每个电池温度值和每个荷电状态值在不同的滞回系数下对应的剩余可用能量。Step S12: Determine the remaining available energy corresponding to each battery temperature value and each state of charge value of the multiple battery temperature values under different hysteresis coefficients through the battery test.
步骤S13,根据每个电池温度值和每个荷电状态值在不同的滞回系数下对应的剩余可用能量,构建剩余可用能量查值表,通过剩余可用能量查值表确定电池的剩余可用能量与电池温度、荷电状态以及滞回系数之间的对应关系。Step S13, according to the remaining available energy corresponding to each battery temperature value and each state of charge value under different hysteresis coefficients, construct a remaining available energy lookup table, and determine the remaining available energy of the battery through the remaining available energy lookup table Correspondence with battery temperature, state of charge, and hysteresis coefficient.
在该实施例中,可以通过对电池系统进行试验和计算,来确定工况运行数据中多个电池温度值和多个电池SOC在不同滞回系数下具体的剩余可用能量值,并构建用于表示电池剩余可用能量与电池SOC、电池温度以及滞回系数之间对应关系的剩余可用能量查值表。In this embodiment, the battery system can be tested and calculated to determine the specific remaining available energy values of multiple battery temperature values and multiple battery SOCs in different hysteresis coefficients in the operating data The remaining available energy look-up table indicating the correspondence between the remaining available energy of the battery and the battery SOC, battery temperature and hysteresis coefficient.
在一个实施例中,剩余可用能量与电池荷电状态、电池温度以及滞回系数的对应关系可以包括:通过剩余可用能量计算表达式确定的剩余可用能量与电池荷电状态、电池温度以及滞回系数之间的对应关系。In one embodiment, the correspondence between the remaining available energy and the battery state of charge, battery temperature, and hysteresis coefficient may include: the remaining available energy determined by the remaining available energy calculation expression and the battery state of charge, battery temperature, and hysteresis Correspondence between coefficients.
具体地,步骤S230中,基于工况运行数据,确定电池的剩余可用能量与荷电状态、电池温度以及滞回系数的对应关系的步骤,具体可以包括:Specifically, in step S230, the step of determining the correspondence between the remaining available energy of the battery, the state of charge, the battery temperature, and the hysteresis coefficient based on the operating data of the working condition may specifically include:
步骤S21,根据电池在实时放电进度中的荷电状态值,获取一个荷电状态区间,从工况运行数据中,获取电池达到荷电状态区间的起始荷电状态值时的电池温度、指定容量参数的参数值与容量参数的历史值。Step S21: Obtain a state-of-charge interval according to the state-of-charge value of the battery in the real-time discharge progress, and obtain the battery temperature when the battery reaches the initial state-of-charge value of the state-of-charge interval from the operating data The parameter value of the capacity parameter and the historical value of the capacity parameter.
在一个实施例中,容量参数为电池荷电状态参数,容量参数的参数值为指定荷电状态区间的起始荷电状态值,容量参数的历史值包括:预先记录的电池在达到指定荷电状态区间的起始荷电状态值之前,指定次数的电 流方向发生变化时对应的荷电状态值。In one embodiment, the capacity parameter is a battery state-of-charge parameter, the parameter value of the capacity parameter is the initial state-of-charge value of the specified state-of-charge interval, and the historical value of the capacity parameter includes: the pre-recorded battery reaches the specified state of charge. The state of charge value corresponding to the specified number of current changes before the initial state of charge value of the state interval.
在一个实施例中,容量参数为电池容量参数,容量参数的参数值为电池达到指定荷电状态区间的起始荷电状态值时的电池容量值,容量参数的历史值包括:预先记录的电池在达到指定荷电状态区间的起始荷电状态值之前,指定次数的电流方向发生变化时对应的电池容量值。In one embodiment, the capacity parameter is a battery capacity parameter, and the parameter value of the capacity parameter is the battery capacity value when the battery reaches the initial state of charge value of the specified state of charge interval, and the historical value of the capacity parameter includes: a pre-recorded battery The battery capacity value when the current direction changes for a specified number of times before reaching the initial state of charge value of the specified state of charge interval.
步骤S22,基于预设的开路电压估算模型组件和预设的电池电压估算模型组件,处理容量参数的参数值、容量参数的历史值和电池温度,得到荷电状态区间对应的可放电能量、荷电状态区间对应的电池温升以及荷电状态区间对应的电池电压值。Step S22, based on the preset open circuit voltage estimation model component and the preset battery voltage estimation model component, process the parameter value of the capacity parameter, the historical value of the capacity parameter and the battery temperature to obtain the dischargeable energy and charge corresponding to the state of charge interval. The battery temperature rise corresponding to the charge state interval and the battery voltage value corresponding to the charge state interval.
在一个实施例中,步骤S22可以包括:In an embodiment, step S22 may include:
S22-01,利用预设的开路电压估算模型组件,处理荷电状态区间的容量参数的参数值和容量参数的历史值,得到与荷电状态区间的起始荷电状态值对应的开路电压估算值。S22-01, using the preset open circuit voltage estimation model component to process the parameter value of the capacity parameter in the state of charge interval and the historical value of the capacity parameter to obtain the open circuit voltage estimate corresponding to the initial state of charge value of the state of charge interval value.
S22-02,利用预设的电池电压估算模型组件,处理对应的开路电压估算值、电池温度、以及荷电状态区间对应的放电电流值,得到荷电状态区间对应的电池电压值、荷电状态区间对应的电池温升和荷电状态区间对应的放电时长。S22-02: Use the preset battery voltage estimation model component to process the corresponding open circuit voltage estimation value, battery temperature, and discharge current value corresponding to the state of charge interval to obtain the battery voltage value and state of charge corresponding to the state of charge interval The battery temperature rise corresponding to the interval and the discharge time corresponding to the state of charge interval.
S22-03,根据荷电状态区间对应的电池电压值、荷电状态区间对应的放电电流值以及荷电状态区间对应的放电时长,计算得到荷电状态区间对应的可放电能量。S22-03: According to the battery voltage value corresponding to the state of charge interval, the discharge current value corresponding to the state of charge interval, and the discharge duration corresponding to the state of charge interval, the dischargeable energy corresponding to the state of charge interval is calculated.
步骤S23,基于荷电状态区间对应的电池温升以及荷电状态区间对应的电池电压值,确定荷电状态区间未达到预设的放电超限条件的情况下,根据电池在实时放电进度中的荷电状态值,获取一个新的荷电状态区间,直到新的荷电状态区间达到放电超限条件,得到新的荷电状态区间之前的每个荷电状态区间对应的可放电能量、电池达到之前的每个荷电状态区间的起始荷电状态值时的电池温度。Step S23: Based on the battery temperature rise corresponding to the state of charge interval and the battery voltage value corresponding to the state of charge interval, it is determined that the state of charge interval does not reach the preset discharge over-limit condition, according to the battery's real-time discharge progress State of charge value, obtain a new state of charge interval, until the new state of charge interval reaches the discharge over-limit condition, obtain the dischargeable energy corresponding to each state of charge interval before the new state of charge interval, and the battery reaches The battery temperature at the initial state of charge value of each previous state of charge interval.
在该步骤中,预设的放电超限条件,包括:电池达到任一荷电状态区间的起始荷电状态值时的电池温度,与任一荷电状态区间对应的电池温升形成的温度之和大于等于预设温度阈值;或者,任一荷电状态区间的对应 的电池电压值低于预设电压下限阈值时,判断任一荷电状态区间达到预设的放电超限条件。In this step, the preset discharge overrun conditions include: the battery temperature when the battery reaches the initial state of charge value of any state of charge interval, and the temperature formed by the battery temperature rise corresponding to any state of charge interval The sum is greater than or equal to the preset temperature threshold; or, when the corresponding battery voltage value of any state of charge interval is lower than the preset lower voltage threshold, it is determined that any state of charge interval reaches the preset discharge over-limit condition.
步骤S24,将之前的每个荷电状态区间对应的可放电能量之和,作为电池的剩余可用能量值,根据电池的剩余可用能量值、之前的每个荷电状态区间的起始荷电状态值、电池达到之前的每个荷电状态区间的起始荷电状态值时的电池温度、以及从对应的滞回系数中获取的与之前的每个荷电状态区间的起始荷电状态值对应的滞回系数,确定电池的剩余可用能量值与电池的荷电状态值、电池温度以及滞回系数的对应关系。Step S24, the sum of the dischargeable energy corresponding to each previous state of charge interval is used as the remaining available energy value of the battery, based on the remaining available energy value of the battery and the initial state of charge of each previous state of charge interval Value, the battery temperature when the battery reaches the initial state of charge value of each previous state of charge interval, and the initial state of charge value of each previous state of charge interval obtained from the corresponding hysteresis coefficient The corresponding hysteresis coefficient determines the correspondence between the remaining available energy value of the battery and the state of charge value of the battery, the battery temperature and the hysteresis coefficient.
作为一个示例,实时工况下的剩余可用能量计算表达式可以通过下面的步骤获得:As an example, the remaining available energy calculation expression under real-time operating conditions can be obtained through the following steps:
步骤S01,从指定的荷电状态开始,在电池的实际运行工况中,记录电池的充电参数累计值和放电参数累计值,以及记录电池温度。In step S01, starting from the specified state of charge, in the actual operating conditions of the battery, the accumulated value of the charging parameter and the accumulated value of the discharging parameter of the battery are recorded, and the battery temperature is recorded.
步骤S02,根据电池实时的放电进度,获取一个荷电状态区间,确定电池达到该荷电状态区间的起始荷电状态值时的电池温度。Step S02: Obtain a state of charge interval according to the real-time discharge progress of the battery, and determine the battery temperature when the battery reaches the initial state of charge value of the state of charge interval.
作为示例,可以将上一次记录的电池的荷电状态到本次记录的荷电状态,作为一个荷电状态区间。As an example, the state of charge of the battery recorded last time to the state of charge recorded this time can be used as a state of charge interval.
步骤S03,针对该荷电状态区间,根据工况运行数据中预先记录的达到该荷电状态区间的荷电状态起始值之前的充电累计参数和放电累计参数,计算电池的与该荷电状态区间的荷电状态起始值对应的滞回系数。Step S03: For the state of charge interval, calculate the charge accumulation parameter and discharge accumulation parameter before reaching the initial state of charge value of the charge state interval pre-recorded in the operating data of the state of charge. The hysteresis coefficient corresponding to the initial value of the state of charge of the interval.
步骤S04,通过预设的开路电压估算模型组件,处理该荷电状态区间的起始荷电状态和荷电状态的历史值,得到与该起始荷电状态对应的开路电压估算值。Step S04, processing the initial state of charge and the historical value of the state of charge of the state of charge interval through the preset open circuit voltage estimation model component to obtain the estimated value of the open circuit voltage corresponding to the initial state of charge.
步骤S05,使用电池电压估算模型组件,处理该开路电压估算值、电池温度和当前荷电状态区间对应的放电电流值,得到该荷电状态区间的对应的电池电压值、该荷电状态区间对应的电池温升和该荷电状态区间对应的放电时长。Step S05: Use the battery voltage estimation model component to process the open circuit voltage estimate, battery temperature, and the discharge current value corresponding to the current state of charge interval to obtain the corresponding battery voltage value of the state of charge interval and the corresponding state of charge interval The battery temperature rise and the discharge time corresponding to the state of charge interval.
步骤S06,根据电池温度和该电池温升,估算得到新的电池温度;如果新的电池温度未超过预设的温度阈值,或者该荷电状态对应的电池电压值未超过预设的电压阈值,则可以通过该荷电状态区间的电池电压值、该 荷电状态区间对应的放电电流以及该荷电状态区间对应的放电时长,计算得到该荷电状态区间对应的可放电能量。Step S06: Estimate the new battery temperature according to the battery temperature and the battery temperature rise; if the new battery temperature does not exceed the preset temperature threshold, or the battery voltage value corresponding to the state of charge does not exceed the preset voltage threshold, Then, the dischargeable energy corresponding to the state of charge interval can be calculated by the battery voltage value of the state of charge interval, the discharge current corresponding to the state of charge interval, and the discharge duration corresponding to the state of charge interval.
步骤S07,将获取的每个荷电状态区间对应的可放电能量之和,作为电池的剩余可用能量值,根据该剩余可用能量值与任一荷电状态区间对应的起始荷电状态值、电池达到该任一荷电状态区间的起始荷电状态值时的电池温度、以及该任一荷电状态区间的起始荷电状态值对应的滞回系数,确定电池剩余可用能量与电池SOC、电池温度以及滞回系数之间计算关系表达式,将该计算关系表达式作为电池的剩余可用能量计算表达式。In step S07, the obtained sum of dischargeable energy corresponding to each state of charge interval is used as the remaining available energy value of the battery, and according to the remaining available energy value and the initial state of charge value corresponding to any state of charge interval, The battery temperature when the battery reaches the initial state of charge value of any state of charge interval, and the hysteresis coefficient corresponding to the initial state of charge value of any state of charge interval, determine the remaining available energy of the battery and the battery SOC , The calculation relationship expression between battery temperature and hysteresis coefficient, the calculation relationship expression is used as the remaining available energy calculation expression of the battery.
在该实施例中,在电池的实际运行工况中,可以实时监控电池的荷电状态和电池温度,根据当前荷电状态和历史荷电状态实时计算电池的开路电压,以基于实时计算的开路电压实时估算电池的剩余可用能量;根据实际运行工况中统计的充电累计参数和放电累计参数的比值,确定电池的实际运行工况中的滞回系数。在上述过程中,对电池剩余可用能量与电池SOC、电池温度以及滞回系数的对应关系进行拟合,得到实际工况中用于计算剩余可用能量的函数关系表达式。In this embodiment, in the actual operating conditions of the battery, the battery's state of charge and battery temperature can be monitored in real time, and the open circuit voltage of the battery can be calculated in real time according to the current state of charge and historical state of charge, so as to be based on the open circuit calculated in real time. The voltage estimates the remaining available energy of the battery in real time; the hysteresis coefficient in the actual operating conditions of the battery is determined according to the ratio of the charge accumulation parameter and the discharge accumulation parameter counted in the actual operating conditions. In the above process, the corresponding relationship between the remaining available energy of the battery and the battery SOC, battery temperature and hysteresis coefficient is fitted to obtain the functional relationship expression used to calculate the remaining available energy in the actual working conditions.
在一个实施例中,针对非滞回荷电状态区间内的荷电状态值,可以通荷电状态和当前电池温度,确定电池的剩余可用能量。通过对电池系统进行试验和计算来确定不同电池温度值和不同SOC下具体的剩余可用能量值,并构建用于表示电池剩余可用能量与电池SOC和电池温度的对应关系的剩余能量查值表,以根据电池的当前荷电状态值和当前电池温度,查表确定电池的荷电状态值在非滞回荷电状态区间内的情况下,电池的剩余可用能量。In one embodiment, for the state of charge value in the non-hysteresis state of charge interval, the state of charge and the current battery temperature may be connected to determine the remaining available energy of the battery. The battery system is tested and calculated to determine the specific remaining available energy values at different battery temperatures and different SOCs, and a remaining energy look-up table is constructed to indicate the correspondence between the remaining available energy of the battery and the battery SOC and battery temperature. According to the current state of charge value of the battery and the current battery temperature, look up the table to determine the remaining available energy of the battery when the state of charge value of the battery is within the non-hysteresis state of charge interval.
在本申请实施例中,可以将处理电池的工况运行数据以得到滞回系数的过程,理解为是电池的滞回系数的标定过程;而确定电池剩余可用能量与电池SOC、电池温度以及滞回系数的对应关系的过程,理解为是通过标定方式确定电池的剩余可用能量的方法。In the embodiments of the present application, the process of processing the operating data of the battery to obtain the hysteresis coefficient can be understood as the calibration process of the hysteresis coefficient of the battery; and determining the remaining available energy of the battery and the battery SOC, battery temperature and hysteresis The process of the corresponding relationship between the coefficients is understood as a method of determining the remaining available energy of the battery through a calibration method.
在本申请实施例中,通过试验和计算,确定滞回系数以及电池的剩余可用能量与电池荷电状态、电池温度以及滞回系数之间的对应关系之后,估算电池的剩余可用能量的方法的实现过程快速简单。In the embodiment of this application, after the hysteresis coefficient and the correspondence between the remaining available energy of the battery and the battery state of charge, the battery temperature, and the hysteresis coefficient are determined through experiments and calculations, the method of estimating the remaining available energy of the battery The implementation process is quick and simple.
根据上述实施例中电池的剩余可用能量估算方法,对于含滞回效应的电池,考虑工况运行数据中指定时间段内固定累计吞吐量内累计充电容量和累计放电容量,计算电池的动力滞回系数。整个标定过程至少考虑电池温度,电池荷电状态和滞回系数三个参数,即考虑剩余可用能量估算受到电池实际运行工况的影响,提高具有滞回特性的电池的剩余可用能量的估算准确性。According to the method for estimating the remaining available energy of the battery in the above embodiment, for the battery with hysteresis effect, the cumulative charge capacity and the cumulative discharge capacity within the fixed cumulative throughput within the specified time period in the operating data are considered to calculate the power hysteresis of the battery coefficient. The whole calibration process considers at least three parameters of battery temperature, battery state of charge and hysteresis coefficient, that is, considering that the remaining available energy estimation is affected by the actual operating conditions of the battery, improving the estimation accuracy of the remaining available energy of the battery with hysteresis characteristics Sex.
图3示出了根据本申请另一实施例的电池的剩余可用能量估算方法的流程示意图。在一个实施例中,电池的剩余可用能量估算方法可以包括:Fig. 3 shows a schematic flowchart of a method for estimating remaining available energy of a battery according to another embodiment of the present application. In an embodiment, the method for estimating the remaining available energy of the battery may include:
步骤S310,确定电池的当前荷电状态值和当前电池温度。Step S310: Determine the current state of charge value of the battery and the current battery temperature.
步骤S320,获取电池的工况运行数据。Step S320: Obtain the operating data of the battery.
步骤S330,利用预设的开路电压估算模型和预设的电压预估模型,处理当前荷电状态值、当前电池温度和工况运行数据,得到电池的剩余可用能量的估算值。Step S330: Use the preset open circuit voltage estimation model and the preset voltage estimation model to process the current state of charge value, the current battery temperature and the operating data of the working condition to obtain the estimated value of the remaining available energy of the battery.
在一个实施例中,步骤S330具体可以包括:In an embodiment, step S330 may specifically include:
步骤S331,获取工况运行数据中电池达到当前荷电状态值之前指定次数的电流方向发生变化时对应的荷电状态值,为历史荷电状态值。Step S331: Obtain the state-of-charge value corresponding to the change in the current direction of the specified number of times before the battery reaches the current state-of-charge value in the operating data of the operating condition, as the historical state-of-charge value.
在一个实施例中,获取预先记录的距离当前荷电状态的最近K次(K大于等于1)电流方向发生变化时的荷电状态值。将该最近K次电流方向发生变化时的荷电状态值作为历史荷电状态值,得到K个历史荷电状态。例如可以记为[SOC1,SOC2,...,SOCK]。In one embodiment, the pre-recorded state of charge value when the current direction changes K times (K greater than or equal to 1) from the current state of charge is obtained. The state of charge value when the current direction changes for the last K times is used as the historical state of charge value to obtain K historical states of charge. For example, it can be written as [SOC1, SOC2,..., SOCK].
步骤S332,将当前荷电状态值与荷电状态下限值形成的荷电状态区间,划分为N个荷电状态子区间,荷电状态下限值为电池达到放电截止条件时的荷电状态值,其中,N为大于1的整数。Step S332, dividing the state of charge interval formed by the current state of charge value and the lower limit value of the state of charge into N state of charge subintervals, the lower limit of the state of charge is the state of charge when the battery reaches the discharge cut-off condition Value, where N is an integer greater than 1.
在一个实施例中,可以将当前荷电状态值与电池达到放电截止条件时的荷电状态下限值形成的荷电状态区间,划分为N个荷电状态子区间,将每个荷电状态子区间作为计算可放电能量的一个荷电状态子区间,可以得到N个荷电状态子区间,N为大于1的整数。In one embodiment, the state of charge interval formed by the current state of charge value and the lower limit value of the state of charge when the battery reaches the discharge cut-off condition can be divided into N state of charge sub-intervals, and each state of charge The sub-interval is used as a state-of-charge sub-interval for calculating dischargeable energy, and N state-of-charge sub-intervals can be obtained.
在一个实施例中,对于N个荷电状态子区间中一个荷电状态子区间,荷电状态上限值与荷电状态下限值形成的荷电状态差值记为detlaSOC。每 个荷电状态子区间的detlaSOC可以相等也可以不相等。当每个荷电状态子区间的detlaSOC相等时,认为该N个荷电状态子区间为荷电状态均分的荷电状态子区间。为描述方便,在下面实施例的描述中,可以将每个荷电状态子区间的detlaSOC记为a。In one embodiment, for one state-of-charge sub-interval of the N state-of-charge sub-intervals, the difference in the state of charge formed by the upper limit of the state of charge and the lower limit of the state of charge is recorded as detlaSOC. The detlaSOC of each state of charge sub-interval can be equal or unequal. When the detlaSOC of each state-of-charge sub-interval is equal, the N state-of-charge sub-intervals are considered to be the state-of-charge sub-intervals equally divided by the state of charge. For the convenience of description, in the description of the following embodiments, the detlaSOC of each state of charge sub-interval may be marked as a.
步骤S333,利用预设的开路电压估算模型组件和电池电压估算模型组件,基于当前荷电状态值、当前电池温度、历史荷电状态值,计算N个荷电状态子区间中每个荷电状态子区间对应的可放电能量。Step S333, using the preset open circuit voltage estimation model component and battery voltage estimation model component, based on the current state of charge value, current battery temperature, and historical state of charge value, calculate each state of charge in the N state of charge subintervals The dischargeable energy corresponding to the sub-interval.
在一个实施例中,开路电压估算模型组件,可以用于表征电池的当前开路电压估算值与当前荷电状态值和历史荷电状态值之间的对应关系。在该实施例中,可以将记录的当前荷电状态和历史荷电状态值作为输入,通过已经标定好参数的开路电压估算模型,输出电池的当前开路电压值。In one embodiment, the open circuit voltage estimation model component can be used to characterize the correspondence between the current estimated value of the open circuit voltage of the battery and the current state of charge value and the historical state of charge value. In this embodiment, the recorded current state of charge and historical state of charge values can be used as input, and the current open circuit voltage value of the battery can be output through the open circuit voltage estimation model with calibrated parameters.
在一个实施例中,电池电压估算模型组件,用于表征电池电压、电池温升、放电时长,与电池开路电压、电池温度、放电所需电流或放电所需功率、电池内阻和预设热力学参数之间的对应关系的模型。在该实施例中,将电池开路电压、电池温度、放电所需电流或放电所需功率、电池内阻和预设热力学参数输入电池电压估算模型组件,输出电池的电池电压值、电池温升和放电时长。In one embodiment, the battery voltage estimation model component is used to characterize battery voltage, battery temperature rise, discharge time, and battery open circuit voltage, battery temperature, discharge current or discharge required power, battery internal resistance and preset thermodynamics Model of correspondence between parameters. In this embodiment, the battery open circuit voltage, battery temperature, current required for discharge or power required for discharge, battery internal resistance, and preset thermodynamic parameters are input into the battery voltage estimation model component, and the battery voltage value, battery temperature rise, and Discharge time.
在一个实施例中,步骤S333具体可以包括:In an embodiment, step S333 may specifically include:
步骤S333-01,针对N个荷电状态子区间中的首个荷电状态子区间,使用开路电压估算模型组件,处理历史荷电状态值,得到电池的开路电压起始值。Step S333-01, for the first state-of-charge sub-interval of the N state-of-charge sub-intervals, use the open circuit voltage estimation model component to process the historical state-of-charge value to obtain the initial value of the open circuit voltage of the battery.
步骤S333-02,获取首个荷电状态子区间对应的放电所需电流值,使用电池电压估算模型组件处理电池的开路电压值、当前电池温度和首个荷电状态子区间对应的放电所需电流值,得到首个荷电状态子区间的电池电压值、首个荷电状态子区间的电池温升和首个荷电状态子区间的放电时长。Step S333-02: Obtain the required discharge current value corresponding to the first state of charge sub-interval, and use the battery voltage estimation model component to process the open circuit voltage value of the battery, the current battery temperature and the discharge required corresponding to the first state of charge sub-interval The current value, the battery voltage value of the first state of charge sub-interval, the battery temperature rise of the first state of charge sub-interval, and the discharge time of the first state of charge sub-interval are obtained.
在一个实施例中,电池电压估算模型组件,用于表征电池电压、电池温升、放电时长,与电池开路电压、电池温度、放电所需电流或放电所需功率、电池内阻和预设热力学参数之间的对应关系的模型。电池电压估算 模型组件的模型参数可以由电池内阻和预设热力学参数决定。In one embodiment, the battery voltage estimation model component is used to characterize battery voltage, battery temperature rise, discharge time, and battery open circuit voltage, battery temperature, discharge current or discharge required power, battery internal resistance and preset thermodynamics Model of correspondence between parameters. Battery voltage estimation The model parameters of the model component can be determined by the battery internal resistance and preset thermodynamic parameters.
步骤S333-03,根据首个荷电状态子区间的电池电压值、首个荷电状态子区间对应的放电所需电流值和首个荷电状态子区间的放电时长,计算得到首个荷电状态子区间的可放电能量。Step S333-03: According to the battery voltage value of the first state of charge subinterval, the required discharge current value corresponding to the first state of charge subinterval, and the discharge duration of the first state of charge subinterval, calculate the first charge The dischargeable energy of the state sub-interval.
步骤S333-04,使用开路电压估算模型组件,处理当前荷电状态值和历史荷电状态值,得到电池首个荷电状态子区间的开路电压结束值。In step S333-04, the open circuit voltage estimation model component is used to process the current state of charge value and the historical state of charge value to obtain the open circuit voltage end value of the first state of charge sub-interval of the battery.
作为一个示例,将电池的当前荷电状态记为SOCr,则N个荷电状态子区间中的首个荷电状态子区间可以记为:[SOCr,SOCr-a]区域;首个荷电状态子区间以外的第i个荷电状态子区间可以记为:[SOCr-(N-1)×a,SOCr-N×a]。As an example, if the current state of charge of the battery is marked as SOCr, then the first state of charge subinterval in the N state of charge subintervals can be marked as: [SOCr, SOCr-a] area; first state of charge The i-th state-of-charge sub-interval outside the sub-interval can be denoted as: [SOCr-(N-1)×a, SOCr-N×a].
下面介绍首个荷电状态子区间以外的第i个荷电状态子区间的可放电能量计算步骤。在一个实施例中,步骤S333具体可以包括:The following introduces the calculation steps of the dischargeable energy of the i-th state-of-charge sub-interval other than the first state-of-charge sub-interval. In an embodiment, step S333 may specifically include:
步骤S233-05,针对N个荷电状态子区间中首个荷电状态子区间以外的第i个荷电状态子区间,获取放电所需电流值,并将第i-1个荷电状态子区间的开路电压结束值作为第i个荷电状态子区间的开路电压起始值。Step S233-05, for the i-th state-of-charge sub-interval other than the first state-of-charge sub-interval of the N state-of-charge sub-intervals, obtain the current value required for discharge, and combine the i-1th state-of-charge subinterval The end value of the open circuit voltage of the interval is taken as the start value of the open circuit voltage of the i-th state of charge subinterval.
步骤S333-06,根据第i-1个荷电状态子区间的电池温度和第i-1个荷电状态子区间的电池温升,确定第i个荷电状态子区间对应的电池温度,其中,首个荷电状态子区间的电池温度为当前电池温度。Step S333-06: Determine the battery temperature corresponding to the i-th state-of-charge sub-interval according to the battery temperature in the i-1th state-of-charge sub-interval and the battery temperature rise in the i-1-th state-of-charge sub-interval, where , The battery temperature in the first state of charge sub-interval is the current battery temperature.
步骤S333-07,利用电池电压估算模型处理开路电压起始值、电池温度和放电所需电流值,得到第i个荷电状态子区间的电池电压值、第i个荷电状态子区间的电池温升和第i个荷电状态子区间的放电时长。Step S333-07: Use the battery voltage estimation model to process the initial value of the open circuit voltage, the battery temperature, and the current value required for discharge to obtain the battery voltage value of the i-th state-of-charge sub-interval and the battery of the i-th state-of-charge sub-interval The temperature rise and the discharge duration of the i-th state of charge sub-interval.
步骤S333-08,根据第i个荷电状态子区间的电池电压值、第i个荷电状态子区间的放电所需电流值和第i个荷电状态子区间的放电时长,计算得到第i个荷电状态子区间的可放电能量。Step S333-08: According to the battery voltage value of the i-th state-of-charge sub-interval, the required discharge current value of the i-th state-of-charge sub-interval, and the discharge duration of the i-th state-of-charge sub-interval, calculate the i-th The dischargeable energy of each state of charge sub-interval.
步骤S333-09,利用开路电压估算模型组件,处理第i个荷电状态子区间的起始荷电状态值和历史荷电状态值,得到第i个荷电状态子区间的开路电压结束值。In step S333-09, the open circuit voltage estimation model component is used to process the initial state of charge value and the historical state of charge value of the i-th state-of-charge subinterval to obtain the end value of the open-circuit voltage of the i-th state-of-charge subinterval.
步骤S334,确定每个荷电状态子区间对应的可放电能量之和,为电池的剩余可用能量的估算值。In step S334, the sum of the dischargeable energy corresponding to each state of charge sub-interval is determined as the estimated value of the remaining available energy of the battery.
在本申请实施例中,由于每个荷电状态子区间的起始荷电状态值的不同,所以利用开路电压估算模型处理每个荷电状态子区间的起始荷电状态值和历史荷电状态值,得到的开路电压值均不同。本申请实施例估算电池开路电压值时,充分考虑了电池在放电过程中工况数据的变化,并可以随工况数据的变化准确估计电池的开路电压,为后续估算每个荷电状态子区间的剩余可用能量提供良好的数据基础。In the embodiment of this application, due to the difference in the initial state of charge value of each state of charge sub-interval, the open-circuit voltage estimation model is used to process the initial state of charge value and the historical charge of each state of charge sub-interval The state value and the obtained open circuit voltage value are all different. When estimating the open circuit voltage value of the battery in the embodiment of the present application, the changes in the operating condition data of the battery during the discharging process are fully considered, and the open circuit voltage of the battery can be accurately estimated with the changes in the operating condition data, for subsequent estimation of each state of charge sub-interval The remaining available energy provides a good data basis.
本申请实施例的剩余可用能量估算方法,将预设的开路电压估算模型和电压预估模型结合,实时预估每一个放电SOC区间对应的开路电压,电池电压和该放电SOC区间的剩余可用能量,累加每个荷电状态子区间的剩余可用能量,得到电池的总剩余可用能量。The method for estimating the remaining available energy in the embodiment of the present application combines a preset open-circuit voltage estimation model and a voltage estimation model to estimate in real time the open-circuit voltage corresponding to each discharge SOC interval, the battery voltage, and the remaining available energy in the discharge SOC interval , Accumulate the remaining available energy of each state of charge sub-interval to obtain the total remaining available energy of the battery.
在一个实施例中,剩余可用能量估算方法还可以包括:In an embodiment, the remaining available energy estimation method may further include:
步骤S340,当第i个荷电状态子区间满足预设的放电超限条件时,将第i个荷电状态子区间作为待细分区间。Step S340, when the i-th state-of-charge sub-interval meets the preset discharge over-limit condition, the i-th state-of-charge sub-interval is used as the interval to be subdivided.
在一个实施例中,预设的放电超限条件包括:当第i个荷电状态子区间的电池电压值低于预设电压下限阈值,或者,第i个荷电状态子区间的电池温度和第i个荷电状态子区间的电池温升形成的温度之和超过预设温度阈值。In one embodiment, the preset discharge over-limit condition includes: when the battery voltage value in the i-th state-of-charge sub-interval is lower than the preset lower voltage threshold, or, the battery temperature in the i-th state-of-charge sub-interval and The sum of the temperatures formed by the battery temperature rise in the i-th state-of-charge sub-interval exceeds the preset temperature threshold.
步骤S341,划分待细分区间,得到M个新的荷电状态子区间,将M个新的荷电状态子区间中的首个新的荷电状态子区间作为新的第i个荷电状态子区间,并记录待细分区间的被划分次数,其中,M为大于1的整数。Step S341: Divide the interval to be subdivided to obtain M new state-of-charge sub-intervals, and use the first new state-of-charge sub-interval among the M new state-of-charge sub-intervals as the new i-th state of charge Sub-interval, and record the number of times the interval to be subdivided is divided, where M is an integer greater than 1.
步骤S342,将第i-1个荷电状态子区间的开路电压结束值作为新的第i个荷电状态子区间的开路电压起始值,直到第j个荷电状态子区间满足放电超限条件且记录的被划分次数达到预设次数阈值时,Step S342: Use the end value of the open circuit voltage of the i-1th state-of-charge sub-interval as the new start value of the open-circuit voltage of the i-th state-of-charge sub-interval, until the j-th state-of-charge sub-interval meets the discharge limit Condition and the recorded number of divided times reaches the preset number threshold,
设置第j个荷电状态子区间以及第j个荷电状态子区间之后每个荷电状态子区间的可放电能量为零,或者第j个荷电状态子区间之后的每个荷电状态子区间的可放电能量为零,其中,j大于等于i且小于等于N+M-1。Set the dischargeable energy of the j-th state-of-charge sub-interval and each state-of-charge sub-interval after the j-th state-of-charge sub-interval to zero, or each state-of-charge sub-interval after the j-th state-of-charge sub-interval The dischargeable energy of the interval is zero, where j is greater than or equal to i and less than or equal to N+M-1.
在该实施例中,当第i个荷电状态子区间出现电压超限或者温度超限 的情况,可以进一步划分该第i个荷电状态子区间,得到M个新的荷电状态子区间,并继续计算每个新的荷电状态子区间的可放电能量。由于新的荷电状态子区间的detlaSOC,小于原第i个荷电状态子区间的detlaSOC,累加前i-1个荷电状态子区间的可放电能量和新的荷电状态子区间的可放电能量,可以使得到的可放电能量的累加值逐步接近可放电能量的实际值。In this embodiment, when the voltage or temperature exceeds the limit in the i-th state-of-charge sub-interval, the i-th state-of-charge sub-interval can be further divided to obtain M new state-of-charge sub-intervals, And continue to calculate the dischargeable energy of each new state of charge sub-interval. Since the detlaSOC of the new state-of-charge sub-interval is smaller than the detlaSOC of the original i-th state-of-charge sub-interval, the dischargeable energy of the previous i-1 state-of-charge sub-interval and the dischargeable energy of the new state-of-charge subinterval are accumulated Energy, can make the accumulated value of dischargeable energy gradually approach the actual value of dischargeable energy.
也就是说,本申请实施例通过对出现电压超限或者温度超限的荷电状态子区间进行进一步细分,并继续累加计算得到的每个经进一步细分的新的荷电状态子区间的可放电能量,可以使累加得到的可放电能量以平滑的方式接近剩余可放电能量实际值,从而提高电池的剩余可用能量的估算精确程度。That is to say, the embodiment of the present application further subdivides the state of charge sub-intervals in which the voltage exceeds the limit or the temperature exceeds the limit, and continues to accumulate the calculated values of each further subdivided new state of charge sub-interval. The dischargeable energy can make the accumulated dischargeable energy approach the actual value of the remaining dischargeable energy in a smooth manner, thereby improving the accuracy of the estimation of the remaining available energy of the battery.
并且在本申请实施例中,针对出现电压超限或者温度超限的荷电状态子区间,当记录的被划分次数达到指定的次数阈值时,则可以停止对该荷电状态子区间的进一步划分,并且,可以将该荷电状态子区间的可放电能量累加到之前每个荷电状态子区间的可放电能量中,也可以舍弃该荷电状态子区间的可放电能量,并将该荷电状态子区间及之后的每个荷电状态子区间的可放电能量的值设置为零。然后,计算每个荷电状态子区间对应的可放电能量之和,得到电池的剩余可用能量的估算值。And in the embodiment of the present application, for the state of charge sub-interval where the voltage exceeds the limit or the temperature exceeds the limit, when the recorded number of divisions reaches the specified number threshold, the further division of the state of charge sub-interval can be stopped And, the dischargeable energy of the state-of-charge sub-interval can be added to the dischargeable energy of each previous state-of-charge sub-interval, or the dischargeable energy of the state-of-charge sub-interval can be discarded, and the charge The value of the dischargeable energy of the state subinterval and each subsequent state of charge subinterval is set to zero. Then, the sum of the dischargeable energy corresponding to each state of charge sub-interval is calculated to obtain the estimated value of the remaining available energy of the battery.
在一个实施例中,剩余可用能量估算方法还可以包括:In an embodiment, the remaining available energy estimation method may further include:
步骤S351,当第i个荷电状态子区间的电池电压值低于预设的电压阈值时,将第i-1个荷电状态子区间的电池电压值与第i个荷电状态子区间的电池电压值的电压差值绝对值,作为第一电压比较值。Step S351, when the battery voltage value of the i-th state-of-charge sub-interval is lower than the preset voltage threshold, compare the battery voltage value of the i-1-th state-of-charge sub-interval with the value of the i-th state-of-charge sub-interval The absolute value of the voltage difference of the battery voltage value is used as the first voltage comparison value.
步骤S352,将电压阈值与第i个荷电状态子区间的电池电压值的电压差值绝对值,作为第二电压比较值。Step S352: The absolute value of the voltage difference between the voltage threshold and the battery voltage value of the i-th state of charge sub-interval is used as the second voltage comparison value.
步骤S353,确定第二电压比较值与第一电压比较值的电压比值,并将100%与电压比值的差值,作为第一能量累加比值。Step S353: Determine the voltage ratio between the second voltage comparison value and the first voltage comparison value, and use the difference between 100% and the voltage ratio as the first energy accumulation ratio.
步骤S354,将第i个荷电状态子区间的可放电能量和第一能量累加比值的乘积,作为第i个荷电状态子区间的可放电能量。In step S354, the product of the dischargeable energy of the i-th state-of-charge sub-interval and the first energy accumulation ratio is used as the dischargeable energy of the i-th state-of-charge sub-interval.
步骤S355,设置第i个荷电状态子区间之后的每个荷电状态子区间的 可放电能量为零。Step S355, setting the dischargeable energy of each state of charge subinterval after the i-th state of charge subinterval to zero.
作为一个示例,第i-1个荷电状态子区间的电池电压值为3.2V,第i个荷电状态子区间的电池电压值为2.7V,预设的电压阈值为2.8V时,第一电压比较值为|3.2V-2.7V|=0.5V,第二电压比较值为|2.8V-2.7V|=0.1V;因此,第二电压比较值与第一电压比较值的电压比值为20%,As an example, when the battery voltage value of the i-1th state-of-charge sub-interval is 3.2V, the battery voltage value of the i-th state-of-charge subinterval is 2.7V, and the preset voltage threshold is 2.8V, the first The voltage comparison value is |3.2V-2.7V|=0.5V, and the second voltage comparison value is |2.8V-2.7V|=0.1V; therefore, the voltage ratio of the second voltage comparison value to the first voltage comparison value is 20 %,
也就是说,在第i个荷电状态子区间电压超限20%,第一能量累加比值为80%,将计算得到的第i个荷电状态子区间的可放电能量按照80%的比例取值,作为第i个荷电状态子区间的可放电能量。In other words, the voltage in the i-th state-of-charge sub-interval exceeds the limit by 20%, and the first energy accumulation ratio is 80%, and the calculated dischargeable energy of the i-th state-of-charge sub-interval is taken according to the ratio of 80% Value, as the dischargeable energy of the i-th state of charge sub-interval.
在一个实施例中,剩余可用能量估算方法还可以包括:In an embodiment, the remaining available energy estimation method may further include:
步骤S361,第i个荷电状态子区间的电池温度和第i个荷电状态子区间的电池温升形成的温度之和超过预设的温度阈值时,确定温度之和与温度阈值的温度差值绝对值。Step S361, when the sum of the temperature formed by the battery temperature in the i-th state-of-charge sub-interval and the battery temperature rise in the i-th state-of-charge sub-interval exceeds the preset temperature threshold, determine the temperature difference between the temperature sum and the temperature threshold The absolute value of the value.
步骤S362,计算温度差值绝对值与电池温升的温度比值,并将100%与温度比值的差值,作为第二能量累加比值。Step S362: Calculate the temperature ratio between the absolute value of the temperature difference and the temperature rise of the battery, and use the difference between the 100% and the temperature ratio as the second energy accumulation ratio.
步骤S363,将第i个荷电状态子区间的可放电能量和第二能量累加比值的乘积,作为第i个荷电状态子区间的可放电能量。In step S363, the product of the dischargeable energy of the i-th state-of-charge sub-interval and the second energy accumulation ratio is used as the dischargeable energy of the i-th state-of-charge sub-interval.
步骤S364,设置第i个荷电状态子区间之后的每个荷电状态子区间的可放电能量为零。Step S364, setting the dischargeable energy of each state of charge subinterval after the i-th state of charge subinterval to zero.
作为一个示例,第i个荷电状态子区间的电池温度例如为30℃,第i个荷电状态子区间的电池温升为5℃,预设的温度阈值例如为34℃,温度超限值为1℃。即,第i个荷电状态子区间的电池温升形成的温度之和与温度阈值的温度差值绝对值为1℃,该温度差值绝对值与电池温升的温度比值为:1℃/5℃=20%。As an example, the battery temperature in the i-th state-of-charge sub-interval is, for example, 30°C, the battery temperature rise in the i-th state-of-charge sub-interval is 5°C, the preset temperature threshold is, for example, 34°C, and the temperature exceeds the limit. It is 1°C. That is, the absolute value of the temperature difference between the sum of the temperature of the battery temperature rise in the i-th state of charge sub-interval and the temperature threshold is 1°C, and the temperature ratio of the absolute value of the temperature difference to the battery temperature rise is: 1°C/ 5°C=20%.
也就是说,在第i个荷电状态子区间温度超限20%,第一能量累加比值为80%,将计算得到的第i个荷电状态子区间的可放电能量按照80%的比例取值,作为第i个荷电状态子区间的可放电能量。In other words, in the i-th state-of-charge sub-interval, the temperature exceeds the limit by 20%, the first energy accumulation ratio is 80%, and the calculated dischargeable energy in the i-th state-of-charge sub-interval is taken as 80% Value, as the dischargeable energy of the i-th state of charge sub-interval.
在本申请实施例中,在计算每个荷电状态子区间的可放电能量时,如果电池在该荷电状态子区间的电压值低于预设电压阈值时,表示电池在该 荷电状态子区间电压超限,如果电池在该荷电状态子区间温升后的电池温度超过预设温度阈值,表示电池在该荷电状态子区间温度超限。In the embodiment of the present application, when calculating the dischargeable energy of each state of charge sub-interval, if the voltage value of the battery in the state of charge sub-interval is lower than the preset voltage threshold, it means that the battery is in the state of charge sub-interval. The interval voltage exceeds the limit. If the battery temperature after the temperature rise of the battery in the state of charge subinterval exceeds the preset temperature threshold, it means that the temperature of the battery in the state of charge subinterval exceeds the limit.
在本申请的实施例中,如果电池在该荷电状态子区间电压超限,可以根据电压超限的具体值,计算第一能量累加比值,从而按照该第一能量累加比值对第i个荷电状态子区间的可放电能量进行估算。通过上述过程,将第i个荷电状态子区间的电池电压未超限的部分对应的可用能量,累加到电池的剩余可用能量中,从而使电池的剩余可用能量的估算值更加准确。In the embodiment of the present application, if the battery voltage exceeds the limit in the state of charge sub-interval, the first energy accumulation ratio can be calculated according to the specific value of the voltage excess, so as to calculate the i-th charge according to the first energy accumulation ratio. The dischargeable energy of the electric state sub-interval is estimated. Through the above process, the available energy corresponding to the portion where the battery voltage of the i-th state of charge sub-interval does not exceed the limit is added to the remaining available energy of the battery, so that the estimated value of the remaining available energy of the battery is more accurate.
在本申请的实施例中,如果电池在该荷电状态子区间温度超限,可以根据温度超限的具体值,计算第二能量累加比值,从而按照该第二能量累加比值对第i个荷电状态子区间的可放电能量进行估算。通过上述过程,将该第i个荷电状态子区间的电池温度未超限的部分,累加到电池的剩余可用能量中,从而使电池的剩余可用能量的估算值更加准确。In the embodiment of the present application, if the battery temperature exceeds the limit in the state of charge sub-interval, the second energy accumulation ratio can be calculated according to the specific value of the temperature exceeding the limit, so that the i-th charge can be calculated according to the second energy accumulation ratio. The dischargeable energy of the electric state sub-interval is estimated. Through the above process, the portion of the battery temperature in the i-th state-of-charge sub-interval that does not exceed the limit is added to the remaining available energy of the battery, so that the estimated value of the remaining available energy of the battery is more accurate.
下面通过一个具体示例,描述利用预设的开路电压估算模型和电压预估模型,估算电池的剩余可用能量的方法。在该示例中,估算电池的剩余可用能量的步骤具体可以包括:The following uses a specific example to describe the method of estimating the remaining available energy of the battery using the preset open-circuit voltage estimation model and the voltage estimation model. In this example, the step of estimating the remaining available energy of the battery may specifically include:
步骤S401,开路电压估算模型处理历史荷电状态值,输出3.85V的开路电压。电池的当前SOC为70%,达到放电截止条件的下限SOC为5%,当前电池温度为25DegC;将70%到5%之间的荷电状态子区间,划为13个等分,即13个荷电状态子区间,每个荷电状态子区间的放电所需电流为50A。Step S401, the open circuit voltage estimation model processes the historical state of charge value, and outputs an open circuit voltage of 3.85V. The current SOC of the battery is 70%, the lower limit SOC that reaches the discharge cut-off condition is 5%, and the current battery temperature is 25DegC; divide the state of charge sub-range between 70% and 5% into 13 equal divisions, that is, 13 For the state of charge sub-intervals, the discharge current required for each state of charge sub-interval is 50A.
步骤S402,计算第一步(即首个荷电状态子区间的剩余可用能量)。电压预估模型的输入开路电压起始值,电池温度,放电所需电流值,分别为3.85V,25DegC,50A,输出为电池电压3.6V、电池温升0.2DegC,以及放电时长0.1h。Step S402: Calculate the first step (that is, the remaining available energy of the first state of charge sub-interval). The initial value of the input open circuit voltage, battery temperature, and discharge current value of the voltage estimation model are 3.85V, 25DegC, and 50A, respectively. The output is battery voltage 3.6V, battery temperature rise 0.2DegC, and discharge time 0.1h.
在该步骤中,可以计算得到当步剩余可用能量为3.6V*50A*0.1h=18wh。开路电压估算模型根据历史荷电状态和当前荷电状态值,再次计算得到开路电压得到3.8V。In this step, the remaining available energy for the current step can be calculated to be 3.6V*50A*0.1h=18wh. The open circuit voltage estimation model calculates the open circuit voltage again to get 3.8V based on the historical state of charge and the current state of charge value.
步骤S403,计算第二步(即第二个荷电状态子区间的剩余可用能 量)。电压预估模型的输入开路电压起始值,电池温度,放电所需电流值,分别为3.8V,25.2DegC,50A,输出为电池电压3.53V与温升0.3DegC,放电时长0.1h。计算得到当步剩余可用能量为3.53V*50A*0.1h=17.65wh。开路电压估算模型根据第二个荷电状态子区间的起始荷电状态值和历史荷电状态值,再次计算开路电压得到3.7V。Step S403: Calculate the second step (that is, the remaining available energy in the second state of charge sub-interval). The initial value of the input open circuit voltage, battery temperature, and discharge current value of the voltage estimation model are 3.8V, 25.2DegC, and 50A respectively. The output is battery voltage 3.53V and temperature rise 0.3DegC, and the discharge time is 0.1h. The remaining available energy for the current step is calculated to be 3.53V*50A*0.1h=17.65wh. The open circuit voltage estimation model calculates the open circuit voltage again to get 3.7V according to the initial state of charge value and the historical state of charge value of the second state of charge sub-interval.
步骤S404,依次计算每一步(即每个荷电状态子区间的剩余可用能量),直到计算第13步(即最后一个荷电状态子区间的剩余可用能量),且上述计算过程中未出现电池温度超限或电池电压超限的现象。Step S404: Calculate each step (that is, the remaining available energy in each state-of-charge sub-interval) in turn, until step 13 (ie, the remaining available energy in the last state-of-charge sub-interval) is calculated, and there is no battery in the above calculation process The phenomenon that the temperature exceeds the limit or the battery voltage exceeds the limit.
步骤S405,累加每一步的剩余可用能量:18wh+17.65wh+…+第13步对应当步能量,得到电池的总可放出能量。Step S405, accumulate the remaining available energy of each step: 18wh+17.65wh+...+Step 13 corresponds to the energy of the step to obtain the total dischargeable energy of the battery.
根据上述实施例中电池的剩余可用能量估算方法,针对含滞回效应的电池,将预设的开路电压估算模型和电压预估模型结合,预设的开路电压估算模型可以对工况运行数据中的电池的历史荷电状态值进行处理,得到电池的开路电压预估值,并利用电压预估模型处理该开路电压预估值和电池温度,放电所需电流或放电所需功率,输出为电池电压、电池温升和放电时长。根据电池电压、放电所需电流以及放电时长,计算得到每个荷电状态子区间的剩余可用能量,累加每个荷电状态子区间的剩余可用能量,得到电池的总剩余可用能量。整个计算过程均考虑电池的工况运行数据对计算每个荷电状态子区间对应的剩余可用能量的影响,从而得到更符合电池实际运行工况的剩余可用能量值,提高剩余可用能量的估算准确度。According to the method for estimating the remaining available energy of the battery in the above embodiment, for the battery with hysteresis effect, the preset open-circuit voltage estimation model and the voltage estimation model are combined, and the preset open-circuit voltage estimation model can be used in operating data. Process the historical state of charge value of the battery to obtain the estimated value of the open circuit voltage of the battery, and use the voltage estimation model to process the estimated value of the open circuit voltage and the battery temperature, the current required for discharge or the power required for discharge, and the output is the battery Voltage, battery temperature rise and discharge time. According to the battery voltage, the current required for discharge and the discharge duration, the remaining available energy of each state of charge sub-interval is calculated, and the remaining available energy of each state of charge sub-interval is accumulated to obtain the total remaining available energy of the battery. The whole calculation process takes into account the influence of the battery operating data on the remaining available energy corresponding to each state of charge sub-interval, so as to obtain the remaining available energy value that is more in line with the actual operating conditions of the battery and improve the accuracy of the remaining available energy estimation degree.
下面结合附图,详细介绍根据本申请实施例的电池的剩余可用能量估算装置。图4示出了根据本申请一实施例提供的电池的剩余可用能量估算装置的结构示意图。如图4所示,电池的剩余可用能量估算装置包括:The following describes in detail the remaining available energy estimation device of the battery according to the embodiment of the present application with reference to the accompanying drawings. Fig. 4 shows a schematic structural diagram of a device for estimating remaining available energy of a battery according to an embodiment of the present application. As shown in Figure 4, the remaining available energy estimation device of the battery includes:
电池参数确定模块410,用于确定电池的当前荷电状态值和当前电池温度。The battery parameter determination module 410 is used to determine the current state of charge value of the battery and the current battery temperature.
滞回系数确定模块420,用于从电池的工况运行数据中,获取电池达到指定荷电状态值之前的充电参数累计值和放电参数累计值,根据充电参数累计值和放电参数累计值的比值,确定与指定荷电状态值对应的滞回系数。The hysteresis coefficient determination module 420 is used to obtain the cumulative value of the charging parameter and the cumulative value of the discharge parameter from the operating data of the battery before the battery reaches the specified state of charge value, according to the ratio of the cumulative value of the charging parameter to the cumulative value of the discharge parameter , To determine the hysteresis coefficient corresponding to the specified state of charge value.
对应关系对应模块430,用于基于工况运行数据,确定电池的剩余可用能量与荷电状态、电池温度以及滞回系数的对应关系。The corresponding relationship corresponding module 430 is configured to determine the corresponding relationship between the remaining available energy of the battery, the state of charge, the battery temperature, and the hysteresis coefficient based on the operating data of the working condition.
第一能量估算模块440,用于利用对应关系,根据当前荷电状态值、当前电池温度和滞回系数,估算电池的剩余可用能量。The first energy estimation module 440 is configured to use the corresponding relationship to estimate the remaining available energy of the battery according to the current state of charge value, the current battery temperature and the hysteresis coefficient.
在一个实施例中,充电参数累计值和放电参数累计值包括:预设累计吞吐量中的累计充电容量和累计放电容量。In an embodiment, the cumulative value of the charging parameter and the cumulative value of the discharge parameter include: the cumulative charging capacity and the cumulative discharging capacity in the preset cumulative throughput.
在一个实施例中,充电参数累计值和放电参数累计值包括:指定次数的电流方向发生变化的情况下,变化后的电流方向为充电时的荷电状态变化量的累计值和变化后的电流方向为放电时的荷电状态变化量的累计值。In one embodiment, the cumulative value of the charging parameter and the cumulative value of the discharge parameter include: when the current direction changes for a specified number of times, the changed current direction is the cumulative value of the state of charge change during charging and the changed current The direction is the cumulative value of the state of charge change during discharge.
在一个实施例中,对应关系对应模块430,可以包括:In an embodiment, the correspondence relationship corresponding module 430 may include:
荷电状态区间获取单元,用于根据电池在实时放电进度中的荷电状态值,获取一个荷电状态区间,从工况运行数据中,获取电池达到荷电状态区间的起始荷电状态值时的电池温度、指定容量参数的参数值与容量参数的历史值。The state of charge interval acquisition unit is used to obtain a state of charge interval according to the state of charge value of the battery in the real-time discharge progress, and obtain the initial state of charge value of the battery to reach the state of charge interval from the operating data The battery temperature at the time, the parameter value of the specified capacity parameter and the historical value of the capacity parameter.
估算模型组件处理单元,用于基于预设的开路电压估算模型组件和预设的电池电压估算模型组件,处理容量参数的参数值、容量参数的历史值和电池温度,得到荷电状态区间对应的可放电能量、荷电状态区间对应的电池温升以及荷电状态区间对应的电池电压值。The estimated model component processing unit is used to process the parameter value of the capacity parameter, the historical value of the capacity parameter and the battery temperature based on the preset open-circuit voltage estimation model component and the preset battery voltage estimation model component to obtain the corresponding state of charge interval Dischargeable energy, battery temperature rise corresponding to the state of charge interval, and battery voltage value corresponding to the state of charge interval.
在一个实施例中,估算模型组件处理单元,具体可以用于:In one embodiment, the estimation model component processing unit can be specifically used for:
利用预设的开路电压估算模型组件,处理荷电状态区间的容量参数的参数值和容量参数的历史值,得到与荷电状态区间的起始荷电状态值对应的开路电压估算值。The preset open circuit voltage estimation model component is used to process the parameter value of the capacity parameter and the historical value of the capacity parameter in the state of charge interval to obtain the estimated value of the open circuit voltage corresponding to the initial state of charge value of the state of charge interval.
利用预设的电池电压估算模型组件,处理对应的开路电压估算值、电池温度、以及荷电状态区间对应的放电电流值,得到荷电状态区间对应的电池电压值、荷电状态区间对应的电池温升和荷电状态区间对应的放电时长。Use the preset battery voltage estimation model component to process the corresponding open circuit voltage estimate, battery temperature, and discharge current value corresponding to the state of charge interval to obtain the battery voltage value corresponding to the state of charge interval and the battery corresponding to the state of charge interval The discharge time corresponding to the temperature rise and the state of charge interval.
根据荷电状态区间对应的电池电压值、荷电状态区间对应的放电电流值以及荷电状态区间对应的放电时长,计算得到荷电状态区间对应的可放电能量。According to the battery voltage value corresponding to the state of charge interval, the discharge current value corresponding to the state of charge interval, and the discharge duration corresponding to the state of charge interval, the dischargeable energy corresponding to the state of charge interval is calculated.
可放电能量确定单元,用于基于荷电状态区间对应的电池温升以及荷电状态区间对应的电池电压值,确定荷电状态区间未达到预设的放电超限条件的情况下,根据电池在实时放电进度中的荷电状态值,获取一个新的荷电状态区间,直到新的荷电状态区间达到放电超限条件,得到新的荷电状态区间之前的每个荷电状态区间对应的可放电能量、电池达到之前的每个荷电状态区间的起始荷电状态值时的电池温度。The dischargeable energy determining unit is used to determine, based on the battery temperature rise corresponding to the state of charge interval and the battery voltage value corresponding to the state of charge interval, when the state of charge interval does not reach the preset discharge over-limit condition, according to the battery status The state of charge value in the real-time discharge progress is obtained, and a new state of charge interval is obtained until the new state of charge interval reaches the discharge over-limit condition, and the corresponding state of charge interval before the new state of charge interval is obtained. Discharge energy and battery temperature when the battery reaches the initial state of charge value of each previous state of charge interval.
对应关系对应模块430,具体还用于将之前的每个荷电状态区间对应的可放电能量之和,作为电池的剩余可用能量值,根据电池的剩余可用能量值、之前的每个荷电状态区间的起始荷电状态值、电池达到之前的每个荷电状态区间的起始荷电状态值时的电池温度、以及从对应的滞回系数中获取的与之前的每个荷电状态区间的起始荷电状态值对应的滞回系数,确定电池的剩余可用能量值与电池的荷电状态值、电池温度以及滞回系数的对应关系。The correspondence relationship corresponding module 430 is specifically used to use the sum of the dischargeable energy corresponding to each previous state of charge interval as the remaining available energy value of the battery, according to the remaining available energy value of the battery and each previous state of charge The initial state of charge value of the interval, the battery temperature when the battery reaches the initial state of charge value of each previous state of charge interval, and each previous state of charge interval obtained from the corresponding hysteresis coefficient The hysteresis coefficient corresponding to the initial state of charge value of the battery determines the correspondence between the remaining available energy value of the battery and the state of charge value of the battery, the battery temperature and the hysteresis coefficient.
在一个实施例中,电池达到任一荷电状态区间的起始荷电状态值时的电池温度,与任一荷电状态区间对应的电池温升形成的温度之和大于等于预设温度阈值;或者,任一荷电状态区间的对应的电池电压值低于预设电压下限阈值时,判断任一荷电状态区间达到预设的放电超限条件。In one embodiment, the sum of the battery temperature when the battery reaches the initial state of charge value of any state of charge interval and the temperature formed by the battery temperature rise corresponding to any state of charge interval is greater than or equal to the preset temperature threshold; Alternatively, when the corresponding battery voltage value of any state of charge interval is lower than the preset lower voltage threshold, it is determined that any state of charge interval reaches the preset discharge over-limit condition.
在一个实施例中,容量参数为电池荷电状态参数,容量参数的参数值为指定荷电状态区间的起始荷电状态值,容量参数的历史值包括:预先记录的电池在达到指定荷电状态区间的起始荷电状态值之前,指定次数的电流方向发生变化时对应的荷电状态值。In one embodiment, the capacity parameter is a battery state-of-charge parameter, the parameter value of the capacity parameter is the initial state-of-charge value of the specified state-of-charge interval, and the historical value of the capacity parameter includes: the pre-recorded battery reaches the specified state of charge. The state of charge value corresponding to the specified number of current changes before the initial state of charge value of the state interval.
在一个实施例中,容量参数为电池容量参数,容量参数的参数值为电池达到指定荷电状态区间的起始荷电状态值时的电池容量值,容量参数的历史值包括:预先记录的电池在达到指定荷电状态区间的起始荷电状态值之前,指定次数的电流方向发生变化时对应的电池容量值。In one embodiment, the capacity parameter is a battery capacity parameter, and the parameter value of the capacity parameter is the battery capacity value when the battery reaches the initial state of charge value of the specified state of charge interval, and the historical value of the capacity parameter includes: a pre-recorded battery The battery capacity value when the current direction changes for a specified number of times before reaching the initial state of charge value of the specified state of charge interval.
在一个实施例中,对应关系对应模块430,可以包括:In an embodiment, the correspondence relationship corresponding module 430 may include:
数据获取单元,用于从工况运行数据中,获取电池的多个电池温度值和多个荷电状态值,并从对应的滞回系数中,获取与多个荷电状态值中的每个荷电状态值对应的滞回系数。The data acquisition unit is used to obtain multiple battery temperature values and multiple state-of-charge values of the battery from the operating data, and obtain each of the multiple state-of-charge values from the corresponding hysteresis coefficient The hysteresis coefficient corresponding to the state of charge value.
可用能量确定单元,用于通过对电池的试验,确定多个电池温度值中的每个电池温度值和每个荷电状态值在不同的滞回系数下对应的剩余可用能量。The available energy determining unit is used to determine the remaining available energy corresponding to each battery temperature value and each state-of-charge value of the plurality of battery temperature values through a battery test.
对应关系对应模块430,还可以根据每个电池温度值和每个荷电状态值在不同的滞回系数下对应的剩余可用能量,构建剩余可用能量查值表,通过剩余可用能量查值表确定电池的剩余可用能量与电池温度、荷电状态以及滞回系数之间的对应关系。The corresponding relationship corresponding module 430 can also construct the remaining available energy look-up table according to the remaining available energy corresponding to each battery temperature value and each state-of-charge value under different hysteresis coefficients, and determine it through the remaining available energy look-up table The relationship between the remaining available energy of the battery and the battery temperature, state of charge, and hysteresis coefficient.
在一个实施例中,电池的剩余可用能量与荷电状态、电池温度和滞回系数的对应关系包括:通过预设的剩余可用能量查值表确定的电池的剩余可用能量与电池荷电状态、电池温度以及滞回系数之间的对应关系;或者,通过预设的剩余可用能量计算表达式确定的电池的剩余可用能量与电池荷电状态、电池温度以及滞回系数之间的对应关系。In one embodiment, the correspondence between the remaining available energy of the battery and the state of charge, battery temperature, and hysteresis coefficient includes: the remaining available energy of the battery and the state of charge of the battery determined by a preset remaining available energy look-up table, The correspondence between the battery temperature and the hysteresis coefficient; or, the correspondence between the remaining available energy of the battery and the battery state of charge, the battery temperature, and the hysteresis coefficient determined by a preset remaining available energy calculation expression.
图5示出根据本申请另一实施例的电池的剩余可用能量估算装置的结构示意图。如图5所示,电池的剩余可用能量估算装置的结构示意图可以包括:Fig. 5 shows a schematic structural diagram of a device for estimating remaining available energy of a battery according to another embodiment of the present application. As shown in Figure 5, the schematic diagram of the structure of the device for estimating the remaining available energy of the battery may include:
电池参数确定模块510,用于确定电池的当前荷电状态值和当前电池温度。The battery parameter determination module 510 is used to determine the current state of charge value of the battery and the current battery temperature.
工况数据获取模块520,用于获取电池的工况运行数据。The working condition data obtaining module 520 is used to obtain the working condition operating data of the battery.
第二能量估算模块530,用于利用预设的开路电压估算模型和电压预估模型,处理当前荷电状态值、当前电池温度和工况运行数据,得到电池的剩余可用能量的估算值。The second energy estimation module 530 is used to process the current state of charge value, current battery temperature and operating data by using the preset open circuit voltage estimation model and voltage estimation model to obtain an estimated value of the remaining available energy of the battery.
在一个实施例中,第二能量估算模块530,具体可以包括:In an embodiment, the second energy estimation module 530 may specifically include:
历史荷电状态确定单元,用于确定工况运行数据中电池达到当前荷电状态值之前指定次数的电流方向发生变化时对应的荷电状态值,为历史荷电状态值。The historical state-of-charge determination unit is used to determine the state-of-charge value corresponding to the change in the current direction of a specified number of times before the battery reaches the current state-of-charge value in the operating data of the working condition, and is the historical state-of-charge value.
荷电状态区间划分单元,用于将当前荷电状态值与电池达到放电截止条件时的荷电状态下限值形成的荷电状态区间,划分为N个荷电状态子区间。The state of charge interval dividing unit is used to divide the state of charge interval formed by the current state of charge value and the lower limit value of the state of charge when the battery reaches the discharge cut-off condition into N state of charge subintervals.
子区间能量计算单元,用于利用预设的开路电压估算模型组件和电池 电压估算模型组件,基于当前荷电状态值、当前电池温度、历史荷电状态值,计算N个荷电状态子区间中每个荷电状态子区间对应的可放电能量。The sub-interval energy calculation unit is used to calculate the N state-of-charge sub-intervals based on the current state-of-charge value, current battery temperature, and historical state-of-charge value using preset open-circuit voltage estimation model components and battery voltage estimation model components The dischargeable energy corresponding to each state of charge sub-interval.
可放电能量累计单元,用于确定每个荷电状态子区间对应的可放电能量之和,为电池的剩余可用能量的估算值。The dischargeable energy accumulation unit is used to determine the sum of the dischargeable energy corresponding to each state of charge sub-interval, which is the estimated value of the remaining available energy of the battery.
在一个实施例中,子区间能量计算单元,具体可以包括:In an embodiment, the sub-interval energy calculation unit may specifically include:
第一模型处理子单元,用于针对N个荷电状态子区间中首个荷电状态子区间,使用开路电压估算模型组件,处理历史荷电状态值,得到电池的开路电压起始值。The first model processing subunit is configured to use the open circuit voltage estimation model component for the first state of charge subinterval among the N state of charge subintervals to process historical state of charge values to obtain the initial value of the open circuit voltage of the battery.
第二模型处理子单元,用于获取首个荷电状态子区间对应的放电所需电流值,使用电池电压估算模型组件处理电池的开路电压值、当前电池温度和首个荷电状态子区间对应的放电所需电流值,得到首个荷电状态子区间的电池电压值、首个荷电状态子区间的电池温升和首个荷电状态子区间的放电时长。The second model processing subunit is used to obtain the required discharge current value corresponding to the first state of charge sub-interval, and use the battery voltage estimation model component to process the open circuit voltage value of the battery, the current battery temperature and the corresponding first state of charge sub-interval The required discharge current value of, obtains the battery voltage value of the first state of charge sub-interval, the battery temperature rise of the first state of charge sub-interval, and the discharge duration of the first state of charge sub-interval.
子区间能量计算单元,具体还可以用于根据首个荷电状态子区间的电池电压值、首个荷电状态子区间对应的放电所需电流值和首个荷电状态子区间的放电时长,计算得到首个荷电状态子区间的可放电能量。The sub-interval energy calculation unit can also be specifically used to according to the battery voltage value of the first state-of-charge sub-interval, the required discharge current value corresponding to the first state-of-charge sub-interval, and the discharge duration of the first state-of-charge sub-interval, The dischargeable energy of the first sub-interval of the state of charge is calculated.
第一模型处理子单元,具体还可以用于使用开路电压估算模型组件,处理当前荷电状态值和历史荷电状态值,得到电池的开路电压结束值,将开路电压结束值作为下一个荷电状态子区间的开路电压起始值。The first model processing subunit can also be specifically used to use the open circuit voltage estimation model component to process the current state of charge value and historical state of charge value to obtain the open circuit voltage end value of the battery, and use the open circuit voltage end value as the next charge The starting value of the open circuit voltage of the state subinterval.
在一个实施例中,子区间能量计算单元,具体可以包括:In an embodiment, the sub-interval energy calculation unit may specifically include:
第一模型处理子单元,具体可以用于针对N个荷电状态子区间中首个荷电状态子区间以外的第i个荷电状态子区间,并将第i-1个荷电状态子区间的开路电压结束值作为第i个荷电状态子区间的开路电压起始值,其中i小于等于N,N为大于1的整数。The first model processing sub-unit can be specifically used to target the i-th state-of-charge sub-interval other than the first state-of-charge sub-interval among the N state-of-charge sub-intervals, and combine the i-1th state-of-charge sub-interval The end value of the open circuit voltage is used as the start value of the open circuit voltage of the i-th state of charge sub-interval, where i is less than or equal to N, and N is an integer greater than 1.
电池温度计算单元,用于获取第i-1个荷电状态子区间对应的放电所需电流值,根据第i-1个荷电状态子区间的电池温度和第i-1个荷电状态子区间的电池温升,确定第i个荷电状态子区间对应的电池温度。The battery temperature calculation unit is used to obtain the required discharge current value corresponding to the i-1th state-of-charge subinterval, based on the battery temperature of the i-1th state-of-charge subinterval and the i-1th state-of-charge subinterval The battery temperature rise in the interval determines the battery temperature corresponding to the i-th state-of-charge sub-interval.
第二模型处理子单元,具体可以用于利用电池电压估算模型处理开路电压起始值、电池温度和放电所需电流值,得到第i个荷电状态子区间的 电池电压值、第i个荷电状态子区间的电池温升和第i个荷电状态子区间的放电时长。The second model processing subunit can be specifically used to use the battery voltage estimation model to process the initial value of the open circuit voltage, the battery temperature, and the current value required for discharge to obtain the battery voltage value of the i-th state-of-charge sub-interval and the i-th charge The battery temperature rise in the electrical state sub-interval and the discharge duration of the i-th state-of-charge sub-interval.
子区间能量计算单元,具体还可以用于根据第i个荷电状态子区间的电池电压值、第i个荷电状态子区间的放电所需电流值和第i个荷电状态子区间的放电时长,计算得到第i个荷电状态子区间的可放电能量。The sub-interval energy calculation unit can also be specifically used for discharging according to the battery voltage value of the i-th state-of-charge sub-interval, the discharge current value of the i-th state-of-charge sub-interval and the i-th state-of-charge sub-interval Time length, calculate the dischargeable energy of the i-th charged state sub-interval.
第一模型处理子单元,具体还可以用于利用开路电压估算模型组件,处理第i个荷电状态子区间的起始荷电状态值和历史荷电状态值,得到第i个荷电状态子区间的开路电压结束值。The first model processing subunit can also be specifically used to estimate the model component by using the open circuit voltage to process the initial state of charge value and the historical state of charge value of the i-th state-of-charge sub-interval to obtain the i-th state-of-charge sub-interval The end value of the open circuit voltage of the interval.
在一个实施例中,剩余可用能量估算装置,还可以包括:In an embodiment, the remaining available energy estimation device may further include:
荷电状态值下限值确定单元,用于当第i个荷电状态子区间满足预设的区间细分条件时,将第i个荷电状态子区间作为待细分区间。The lower limit value determination unit of the state of charge value is configured to use the i-th state-of-charge sub-interval as the interval to be subdivided when the i-th state-of-charge sub-interval meets the preset interval subdivision condition.
荷电状态区间划分单元,还用于划分待细分区间,得到M个新的荷电状态子区间,将M个新的荷电状态子区间中的首个新的荷电状态子区间作为新的第i个荷电状态子区间,并记录待细分区间的被划分次数。The state-of-charge interval dividing unit is also used to divide the interval to be subdivided, to obtain M new state-of-charge sub-intervals, and use the first new state-of-charge sub-interval among the M new state-of-charge sub-intervals as the new The i-th state-of-charge sub-interval of, and record the number of times the interval to be subdivided is divided.
子区间能量计算单元,还可以用于将第i-1个荷电状态子区间的开路电压结束值作为新的第i个荷电状态子区间的开路电压起始值,直到第j个荷电状态子区间满足区间细分条件且记录的被划分次数达到预设次数阈值时,The sub-interval energy calculation unit can also be used to set the end value of the open circuit voltage of the i-1th state-of-charge sub-interval as the new start value of the open-circuit voltage of the i-th state-of-charge subinterval, until the j-th state of charge When the status sub-interval meets the interval subdivision condition and the recorded number of divided times reaches the preset number threshold,
设置第j个荷电状态子区间以及第j个荷电状态子区间之后每个荷电状态子区间的可放电能量为零,或者第j个荷电状态子区间之后的每个荷电状态子区间的可放电能量为零,其中,j大于等于i且小于等于N+M-1。Set the dischargeable energy of the j-th state-of-charge sub-interval and each state-of-charge sub-interval after the j-th state-of-charge sub-interval to zero, or each state-of-charge sub-interval after the j-th state-of-charge sub-interval The dischargeable energy of the interval is zero, where j is greater than or equal to i and less than or equal to N+M-1.
在一个实施例中,剩余可用能量估算装置,还可以包括:In an embodiment, the remaining available energy estimation device may further include:
第一电压比较值计算单元,用于当第i个荷电状态子区间的电池电压值低于预设的电压阈值时,将第i-1个荷电状态子区间的电池电压值与第i个荷电状态子区间的电池电压值的电压差值绝对值,作为第一电压比较值。The first voltage comparison value calculation unit is configured to compare the battery voltage value of the i-1th state-of-charge sub-interval with the i-th state-of-charge sub-interval when the battery voltage value in the i-th state-of-charge sub-interval is lower than The absolute value of the voltage difference between the battery voltage values of the two state-of-charge sub-intervals is used as the first voltage comparison value.
第二电压比较值计算单元,用于将电压阈值与第i个荷电状态子区间的电池电压值的电压差值绝对值,作为第二电压比较值。The second voltage comparison value calculation unit is configured to use the absolute value of the voltage difference between the voltage threshold and the battery voltage value of the i-th state of charge sub-interval as the second voltage comparison value.
第一累加比例计算单元,用于确定第二电压比较值与第一电压比较值的电压比值,并将100%与电压比值的差值,作为第一能量累加比值。The first accumulation ratio calculation unit is used to determine the voltage ratio between the second voltage comparison value and the first voltage comparison value, and use the difference between 100% and the voltage ratio as the first energy accumulation ratio.
子区间能量计算单元,还可以用于将第i个荷电状态子区间的可放电能量和第一能量累加比值的乘积,作为第i个荷电状态子区间的可放电能量。The sub-interval energy calculation unit may also be used to take the product of the dischargeable energy of the i-th charged state sub-interval and the first energy accumulation ratio as the dischargeable energy of the i-th charged state sub-interval.
子区间能量计算单元,还可以用于设置第i个荷电状态子区间之后的每个荷电状态子区间的可放电能量为零。The sub-interval energy calculation unit may also be used to set the dischargeable energy of each state-of-charge sub-interval after the i-th state-of-charge sub-interval to zero.
在一个实施例中,剩余可用能量估算装置,还可以包括:In an embodiment, the remaining available energy estimation device may further include:
温度差值计算单元,用于第i个荷电状态子区间的电池温度和第i个荷电状态子区间的电池温升形成的温度之和超过预设的温度阈值时,确定温度之和与温度阈值的温度差值绝对值。The temperature difference calculation unit is used to determine the sum of the temperature when the sum of the battery temperature in the i-th state-of-charge sub-interval and the battery temperature rise in the i-th state-of-charge sub-interval exceeds a preset temperature threshold The absolute value of the temperature difference of the temperature threshold.
第二累加比例计算单元,用于计算温度差值绝对值与电池温升的温度比值,并将100%与温度比值的差值,作为第二能量累加比值。The second accumulation ratio calculation unit is used to calculate the temperature ratio between the absolute value of the temperature difference and the temperature rise of the battery, and use the difference between the 100% and the temperature ratio as the second energy accumulation ratio.
子区间能量计算单元,还可以用于将第i个荷电状态子区间的可放电能量和第二能量累加比值的乘积,作为第i个荷电状态子区间的可放电能量。The sub-interval energy calculation unit may also be used to take the product of the dischargeable energy of the i-th charged state sub-interval and the second energy accumulation ratio as the dischargeable energy of the i-th charged state sub-interval.
子区间能量计算单元,还可以用于设置第i个荷电状态子区间之后的每个荷电状态子区间的可放电能量为零。The sub-interval energy calculation unit may also be used to set the dischargeable energy of each state-of-charge sub-interval after the i-th state-of-charge sub-interval to zero.
在一个实施例中,预设的放电超限条件包括:当第i个荷电状态子区间的电池电压值低于预设电压下限阈值,或者,第i个荷电状态子区间的电池温度和第i个荷电状态子区间的电池温升形成的温度之和超过预设温度阈值。In one embodiment, the preset discharge over-limit condition includes: when the battery voltage value in the i-th state-of-charge sub-interval is lower than the preset lower voltage threshold, or, the battery temperature in the i-th state-of-charge sub-interval and The sum of the temperatures formed by the battery temperature rise in the i-th state-of-charge sub-interval exceeds the preset temperature threshold.
在一个实施例中,开路电压估算模型组件,用于表征电池的当前开路电压估算值与当前荷电状态值和历史荷电状态值之间的对应关系;电池电压估算模型组件,用于表征电池电压、电池温升、放电时长,与电池开路电压、电池温度、放电所需电流或放电所需功率、电池内阻和预设热力学参数之间的对应关系的模型。In one embodiment, the open circuit voltage estimation model component is used to characterize the correspondence between the current estimated value of the open circuit voltage of the battery and the current state of charge value and the historical state of charge value; the battery voltage estimation model component is used to characterize the battery A model of the correspondence between voltage, battery temperature rise, discharge time, and battery open circuit voltage, battery temperature, discharge current or discharge power, battery internal resistance, and preset thermodynamic parameters.
需要明确的是,本申请并不局限于上文实施例中所描述并在图中示出的特定配置和处理。为了描述的方便和简洁,这里省略了对已知方法的详 细描述,并且上述描述的系统、模块和单元的具体工作过程,可以参考前述方法实施例中的对应过程,在此不再赘述。It should be clear that this application is not limited to the specific configuration and processing described in the above embodiments and shown in the figure. For the convenience and brevity of the description, detailed descriptions of known methods are omitted here, and the specific working processes of the systems, modules, and units described above can refer to the corresponding processes in the foregoing method embodiments, which will not be repeated here.
图6是示出能够实现根据本申请实施例的电池的剩余可用能量估算方法和装置的计算设备的示例性硬件架构的结构图。Fig. 6 is a structural diagram showing an exemplary hardware architecture of a computing device capable of implementing the method and apparatus for estimating the remaining available energy of a battery according to an embodiment of the present application.
如图6所示,计算设备600包括输入设备601、输入接口602、中央处理器603、存储器604、输出接口605、以及输出设备606。其中,输入接口602、中央处理器603、存储器604、以及输出接口605通过总线610相互连接,输入设备601和输出设备606分别通过输入接口602和输出接口605与总线610连接,进而与计算设备600的其他组件连接。具体地,输入设备601接收来自外部的输入信息,并通过输入接口602将输入信息传送到中央处理器603;中央处理器603基于存储器604中存储的计算机可执行指令对输入信息进行处理以生成输出信息,将输出信息临时或者永久地存储在存储器604中,然后通过输出接口605将输出信息传送到输出设备606;输出设备606将输出信息输出到计算设备600的外部供用户使用。As shown in FIG. 6, the computing device 600 includes an input device 601, an input interface 602, a central processing unit 603, a memory 604, an output interface 605, and an output device 606. Among them, the input interface 602, the central processing unit 603, the memory 604, and the output interface 605 are connected to each other through the bus 610, and the input device 601 and the output device 606 are connected to the bus 610 through the input interface 602 and the output interface 605, respectively, and then to the computing device 600 The other components are connected. Specifically, the input device 601 receives input information from the outside, and transmits the input information to the central processing unit 603 through the input interface 602; the central processing unit 603 processes the input information based on the computer executable instructions stored in the memory 604 to generate output Information, the output information is temporarily or permanently stored in the memory 604, and then the output information is transmitted to the output device 606 through the output interface 605; the output device 606 outputs the output information to the outside of the computing device 600 for use by the user.
在一个实施例中,图6所示的计算设备600可以被实现为一种电池的剩余可用能量估算系统,该剩余可用能量估算系统可以包括:存储器,被配置为存储程序;处理器,被配置为运行存储器中存储的程序,以执行上述实施例描述的剩余可用能量估算方法。In one embodiment, the computing device 600 shown in FIG. 6 may be implemented as a remaining available energy estimation system for a battery, and the remaining available energy estimation system may include: a memory configured to store a program; a processor configured to To run the program stored in the memory to execute the remaining available energy estimation method described in the above embodiment.
根据本申请的实施例,上文参考流程图描述的过程可以被实现为计算机软件程序。例如,本申请的实施例包括一种计算机程序产品,其包括有形地包含在机器可读介质上的计算机程序,计算机程序包含用于执行流程图所示的方法的程序代码。在这样的实施例中,该计算机程序可以从网络上被下载和安装,和/或从可拆卸存储介质被安装。According to an embodiment of the present application, the process described above with reference to the flowchart can be implemented as a computer software program. For example, the embodiments of the present application include a computer program product, which includes a computer program tangibly contained on a machine-readable medium, and the computer program includes program code for executing the method shown in the flowchart. In such an embodiment, the computer program may be downloaded and installed from the network, and/or installed from a removable storage medium.
在上述实施例中,可以全部或部分地通过软件、硬件、固件或者其任意组合来实现。当使用软件实现时,可以全部或部分地以计算机程序产品的形式实现。计算机程序产品包括一个或多个计算机指令,当其在计算机上运行时,使得计算机执行上述各个实施例中描述的方法。在计算机上加载和执行计算机程序指令时,全部或部分地产生按照本申请实施例的流程 或功能。计算机可以是通用计算机、专用计算机、计算机网络、或者其他可编程装置。计算机指令可以存储在计算机可读存储介质中,或者从一个计算机可读存储介质向另一个计算机可读存储介质传输,例如,计算机指令可以从一个网站站点、计算机、服务器或数据中心通过有线(例如同轴电缆、光纤、数字用户线(DSL))或无线(例如红外、无线、微波等)方式向另一个网站站点、计算机、服务器或数据中心进行传输。计算机可读存储介质可以是计算机能够存取的任何可用介质或者是包含一个或多个可用介质集成的服务器、数据中心等数据存储设备。可用介质可以是磁性介质,(例如,软盘、硬盘、磁带)、光介质(例如,DVD)、或者半导体介质(例如固态硬盘)等。In the above embodiments, it may be implemented in whole or in part by software, hardware, firmware or any combination thereof. When implemented by software, it can be implemented in the form of a computer program product in whole or in part. The computer program product includes one or more computer instructions, which when run on a computer, cause the computer to execute the methods described in the foregoing various embodiments. When the computer program instructions are loaded and executed on the computer, the processes or functions according to the embodiments of the present application are generated in whole or in part. The computer can be a general-purpose computer, a dedicated computer, a computer network, or other programmable devices. Computer instructions can be stored in a computer-readable storage medium, or transmitted from one computer-readable storage medium to another computer-readable storage medium. For example, computer instructions can be transmitted from a website, computer, server, or data center through a cable (such as Coaxial cable, optical fiber, digital subscriber line (DSL)) or wireless (such as infrared, wireless, microwave, etc.) means to transmit to another website, computer, server or data center. A computer-readable storage medium may be any available medium that can be accessed by a computer or a data storage device such as a server or data center integrated with one or more available media. The usable medium may be a magnetic medium (for example, a floppy disk, a hard disk, and a magnetic tape), an optical medium (for example, a DVD), or a semiconductor medium (for example, a solid state hard disk).
以上所描述的装置实施例仅仅是示意性的,其中作为分离部件说明的单元可以是或者也可以不是物理上分开的,作为单元显示的部件可以是或者也可以不是物理单元,即可以位于一个地方,或者也可以分布到多个网络单元上。可以根据实际的需要选择其中的部分或者全部模块来实现本实施例方案的目的。本领域普通技术人员在不付出创造性的劳动的情况下,即可以理解并实施。The device embodiments described above are merely illustrative. The units described as separate components may or may not be physically separated, and the components displayed as units may or may not be physical units, that is, they may be located in one place. , Or it can be distributed to multiple network units. Some or all of the modules may be selected according to actual needs to achieve the objectives of the solutions of the embodiments. Those of ordinary skill in the art can understand and implement it without creative work.
最后应说明的是:以上各实施例仅用以说明本申请的技术方案,而非对其限制;尽管参照前述各实施例对本申请进行了详细的说明,本领域的普通技术人员应当理解:其依然可以对前述各实施例所记载的技术方案进行修改,或者对其中部分或者全部技术特征进行等同替换;而这些修改或者替换,并不使对应技术方案的本质脱离本申请各实施例技术方案的范围。Finally, it should be noted that the above embodiments are only used to illustrate the technical solutions of the application, not to limit them; although the application has been described in detail with reference to the foregoing embodiments, those of ordinary skill in the art should understand: It is still possible to modify the technical solutions described in the foregoing embodiments, or equivalently replace some or all of the technical features; these modifications or replacements do not make the essence of the corresponding technical solutions deviate from the technical solutions of the embodiments of the application range.

Claims (21)

  1. 一种电池的剩余可用能量估算方法,所述剩余可用能量估算方法包括:A method for estimating remaining available energy of a battery, the remaining available energy estimation method includes:
    确定电池的当前荷电状态值和当前电池温度;Determine the current state of charge value of the battery and the current battery temperature;
    从所述电池的工况运行数据中,获取所述电池达到指定荷电状态值之前的充电参数累计值和放电参数累计值,根据所述充电参数累计值和所述放电参数累计值的比值,确定与所述指定荷电状态值对应的滞回系数;From the operating data of the battery under operating conditions, obtain the cumulative value of the charging parameter and the cumulative value of the discharge parameter before the battery reaches the specified state of charge value, and according to the ratio of the cumulative value of the charging parameter to the cumulative value of the discharge parameter, Determining the hysteresis coefficient corresponding to the specified state of charge value;
    基于所述工况运行数据,确定所述电池的剩余可用能量与荷电状态、电池温度以及滞回系数的对应关系;Based on the operating data under the operating conditions, determine the correspondence between the remaining available energy of the battery and the state of charge, battery temperature, and hysteresis coefficient;
    利用所述对应关系,根据所述当前荷电状态值、所述当前电池温度和所述滞回系数,估算所述电池的剩余可用能量。Using the corresponding relationship, the remaining available energy of the battery is estimated according to the current state of charge value, the current battery temperature and the hysteresis coefficient.
  2. 根据权利要求1所述的剩余可用能量估算方法,所述充电参数累计值和放电参数累计值包括:The method for estimating remaining available energy according to claim 1, wherein the cumulative value of the charging parameter and the cumulative value of the discharging parameter comprise:
    预设累计吞吐量中的累计充电容量和累计放电容量;或者,Accumulated charge capacity and accumulated discharge capacity in the preset accumulated throughput; or,
    指定次数的电流方向发生变化的情况下,变化后的电流方向为充电时的荷电状态变化量的累计值和变化后的电流方向为放电时的荷电状态变化量的累计值。When the current direction changes for a specified number of times, the changed current direction is the integrated value of the state of charge change during charging and the changed current direction is the integrated value of the state of charge change during discharging.
  3. 根据权利要求1所述的剩余可用能量估算方法,所述基于所述工况运行数据,确定所述电池的剩余可用能量与荷电状态、电池温度以及滞回系数的对应关系,包括:The method for estimating the remaining available energy according to claim 1, wherein the determining the corresponding relationship between the remaining available energy of the battery and the state of charge, battery temperature, and hysteresis coefficient based on the operating data of the operating conditions includes:
    根据所述电池在实时放电进度中的荷电状态值,获取一个荷电状态区间,从所述工况运行数据中,获取所述电池达到所述荷电状态区间的起始荷电状态值时的电池温度、指定容量参数的参数值与所述容量参数的历史值;According to the state of charge value of the battery in the real-time discharge progress, obtain a state of charge interval, and obtain the initial state of charge value of the battery from the operating condition data The battery temperature, the parameter value of the designated capacity parameter and the historical value of the capacity parameter;
    基于预设的开路电压估算模型组件和预设的电池电压估算模型组件,处理所述容量参数的参数值、所述容量参数的历史值和所述电池温度,得到所述荷电状态区间对应的可放电能量、所述荷电状态区间对应的电池温升以及所述荷电状态区间对应的电池电压值;Based on the preset open-circuit voltage estimation model component and the preset battery voltage estimation model component, the parameter value of the capacity parameter, the historical value of the capacity parameter and the battery temperature are processed to obtain the corresponding state of charge interval Dischargeable energy, battery temperature rise corresponding to the state of charge interval, and battery voltage value corresponding to the state of charge interval;
    基于所述荷电状态区间对应的电池温升以及所述荷电状态区间对应的电池电压值,确定所述荷电状态区间未达到预设的放电超限条件的情况下,根据所述电池在实时放电进度中的荷电状态值,获取一个新的荷电状态区间,Based on the battery temperature rise corresponding to the state-of-charge interval and the battery voltage value corresponding to the state-of-charge interval, if it is determined that the state-of-charge interval does not reach the preset discharge over-limit condition, according to the battery status Get the state of charge value in the real-time discharge progress to obtain a new state of charge interval,
    直到所述新的荷电状态区间达到所述放电超限条件,得到所述新的荷电状态区间之前的每个荷电状态区间对应的可放电能量、所述电池达到所述之前的每个荷电状态区间的起始荷电状态值时的电池温度;Until the new state of charge interval reaches the discharge over-limit condition, the dischargeable energy corresponding to each state of charge interval before the new state of charge interval is obtained, and the battery reaches each of the previous The battery temperature at the initial state of charge value of the state of charge interval;
    将所述之前的每个荷电状态区间对应的可放电能量之和,作为所述电池的剩余可用能量值,根据所述电池的剩余可用能量值、所述之前的每个荷电状态区间的起始荷电状态值、所述电池达到所述之前的每个荷电状态区间的起始荷电状态值时的电池温度、以及从所述对应的滞回系数中获取的与所述之前的每个荷电状态区间的起始荷电状态值对应的滞回系数,确定所述电池的剩余可用能量值与所述电池的荷电状态值、电池温度以及滞回系数的对应关系。The sum of the dischargeable energy corresponding to each previous state-of-charge interval is used as the remaining available energy value of the battery, according to the remaining available energy value of the battery and the previous state-of-charge interval The initial state of charge value, the battery temperature when the battery reaches the initial state of charge value of each previous state of charge interval, and the value obtained from the corresponding hysteresis coefficient and the previous The hysteresis coefficient corresponding to the initial state of charge value of each state of charge interval determines the correspondence between the remaining available energy value of the battery and the state of charge value of the battery, the battery temperature, and the hysteresis coefficient.
  4. 根据权利要求3所述的剩余可用能量估算方法,所述基于预设的开路电压估算模型组件和预设的电池电压估算模型组件,处理所述容量参数的参数值、所述容量参数的历史值和所述电池温度,得到所述荷电状态区间对应的可放电能量、所述荷电状态区间对应的电池温升以及所述荷电状态区间对应的电池电压值,包括:The method for estimating the remaining available energy according to claim 3, wherein the parameter value of the capacity parameter and the historical value of the capacity parameter are processed based on the preset open circuit voltage estimation model component and the preset battery voltage estimation model component And the battery temperature to obtain the dischargeable energy corresponding to the state of charge interval, the battery temperature rise corresponding to the state of charge interval, and the battery voltage value corresponding to the state of charge interval, including:
    利用预设的开路电压估算模型组件,处理所述荷电状态区间的容量参数的参数值和所述容量参数的历史值,得到与所述荷电状态区间的起始荷电状态值对应的开路电压估算值;Utilize the preset open circuit voltage estimation model component to process the parameter value of the capacity parameter of the state of charge interval and the historical value of the capacity parameter to obtain the open circuit corresponding to the initial state of charge value of the state of charge interval Voltage estimate;
    利用预设的电池电压估算模型组件,处理所述对应的开路电压估算值、所述电池温度、以及所述荷电状态区间对应的放电电流值,得到所述荷电状态区间对应的电池电压值、所述荷电状态区间对应的电池温升和所述荷电状态区间对应的放电时长;Utilize the preset battery voltage estimation model component to process the corresponding open circuit voltage estimation value, the battery temperature, and the discharge current value corresponding to the state of charge interval to obtain the battery voltage value corresponding to the state of charge interval , The battery temperature rise corresponding to the state of charge interval and the discharge duration corresponding to the state of charge interval;
    根据所述荷电状态区间对应的电池电压值、所述荷电状态区间对应的放电电流值以及所述荷电状态区间对应的放电时长,计算得到所述荷电状态区间对应的可放电能量。According to the battery voltage value corresponding to the state of charge interval, the discharge current value corresponding to the state of charge interval, and the discharge duration corresponding to the state of charge interval, the dischargeable energy corresponding to the state of charge interval is calculated.
  5. 根据权利要求3所述的剩余可用能量估算方法,所述预设的放电超限条件,包括:The method for estimating remaining available energy according to claim 3, wherein the preset discharge over-limit condition includes:
    所述电池达到任一荷电状态区间的起始荷电状态值时的电池温度,与所述任一荷电状态区间对应的电池温升形成的温度之和大于等于预设温度阈值;或者,The battery temperature when the battery reaches the initial state of charge value of any state of charge interval, and the sum of the temperature formed by the battery temperature rise corresponding to any state of charge interval is greater than or equal to a preset temperature threshold; or,
    所述任一荷电状态区间的对应的电池电压值低于预设电压下限阈值时,判断所述任一荷电状态区间达到预设的放电超限条件。When the corresponding battery voltage value of any state of charge interval is lower than the preset lower voltage threshold, it is determined that the any state of charge interval reaches the preset discharge over-limit condition.
  6. 根据权利要求3所述的剩余可用能量估算方法,According to the remaining available energy estimation method according to claim 3,
    所述容量参数为电池荷电状态参数,所述容量参数的参数值为指定荷电状态区间的起始荷电状态值,所述容量参数的历史值包括:预先记录的所述电池在达到所述指定荷电状态区间的起始荷电状态值之前,指定次数的电流方向发生变化时对应的荷电状态值;The capacity parameter is a battery state-of-charge parameter, the parameter value of the capacity parameter is the initial state-of-charge value in a specified state-of-charge interval, and the historical value of the capacity parameter includes: The state of charge value corresponding to the specified number of current changes before the initial state of charge value of the specified state of charge interval;
    所述容量参数为电池容量参数,所述容量参数的参数值为所述电池达到所述指定荷电状态区间的起始荷电状态值时的电池容量值,所述容量参数的历史值包括:预先记录的所述电池在达到所述指定荷电状态区间的起始荷电状态值之前,指定次数的电流方向发生变化时对应的电池容量值。The capacity parameter is a battery capacity parameter, and the parameter value of the capacity parameter is the battery capacity value when the battery reaches the initial state of charge value of the specified state of charge interval, and the historical value of the capacity parameter includes: The pre-recorded battery capacity value corresponding to a specified number of current direction changes before the battery reaches the initial state of charge value of the specified state of charge interval.
  7. 根据权利要求1所述的剩余可用能量估算方法,所述基于所述工况运行数据,确定所述电池的剩余可用能量与荷电状态、电池温度以及滞回系数的对应关系,包括:The method for estimating the remaining available energy according to claim 1, wherein the determining the corresponding relationship between the remaining available energy of the battery and the state of charge, battery temperature, and hysteresis coefficient based on the operating data of the operating conditions includes:
    从所述工况运行数据中,获取所述电池的多个电池温度值和多个荷电状态值,并从所述对应的滞回系数中,获取与所述多个荷电状态值中的每个荷电状态值对应的滞回系数;Obtain multiple battery temperature values and multiple state-of-charge values of the battery from the operating data of the operating conditions, and obtain from the corresponding hysteresis coefficient, which is related to the multiple state-of-charge values The hysteresis coefficient corresponding to each state of charge value;
    通过对所述电池的试验,确定所述多个电池温度值中的每个电池温度值和所述每个荷电状态值在不同的滞回系数下对应的剩余可用能量;Determine the remaining available energy corresponding to each battery temperature value of the plurality of battery temperature values and the state of charge value under different hysteresis coefficients by testing the battery;
    根据所述每个电池温度值和所述每个荷电状态值在不同的滞回系数下对应的剩余可用能量,构建剩余可用能量查值表,通过所述剩余可用能量查值表确定所述电池的剩余可用能量与电池温度、荷电状态以及滞回系数之间的对应关系。According to the temperature value of each battery and the remaining available energy corresponding to each state of charge value under different hysteresis coefficients, a remaining available energy look-up table is constructed, and the remaining available energy look-up table determines the The relationship between the remaining available energy of the battery and the battery temperature, state of charge, and hysteresis coefficient.
  8. 根据权利要求2所述的剩余可用能量估算方法,According to the remaining available energy estimation method according to claim 2,
    所述电池的剩余可用能量下限值对应的滞回系数为-1,所述电池的剩余可用能量上限值对应的滞回系数为1,其中,The hysteresis coefficient corresponding to the lower limit value of the remaining available energy of the battery is -1, and the hysteresis coefficient corresponding to the upper limit value of the remaining available energy of the battery is 1, wherein,
    所述剩余可用能量下限值为所述电池通过第一放电过程达到预设放电截止条件时的剩余可用能量值,所述第一放电过程包括:通过放电将所述电池的荷电状态调整到预设荷电状态值,并继续放电直到所述电池满足所述预设放电截止条件;The lower limit value of the remaining available energy is the remaining available energy value when the battery reaches a preset discharge cut-off condition through a first discharge process, and the first discharge process includes: adjusting the state of charge of the battery to Preset the state of charge value, and continue to discharge until the battery meets the preset discharge cut-off condition;
    所述剩余可用能量上限值为所述电池通过第二放电过程达到预设放电截止条件时的剩余可用能量值,所述第二放电过程包括:通过充电将所述电池的荷电状态调整到所述预设荷电状态值时,通过放电直到所述电池满足所述预设放电截止条件。The upper limit value of the remaining available energy is the remaining available energy value when the battery reaches a preset discharge cut-off condition through a second discharge process, and the second discharge process includes: adjusting the state of charge of the battery to When the preset state of charge value is used, discharge is performed until the battery meets the preset discharge cut-off condition.
  9. 一种剩余可用能量估算方法,所述剩余可用能量估算方法包括:A method for estimating remaining available energy, the method for estimating remaining available energy includes:
    确定电池的当前荷电状态值和当前电池温度;Determine the current state of charge value of the battery and the current battery temperature;
    获取所述电池的工况运行数据;Acquiring operating data of the battery under working conditions;
    利用预设的开路电压估算模型和预设的电压预估模型,处理所述当前荷电状态值、所述当前电池温度和所述工况运行数据,得到所述电池的剩余可用能量的估算值。Utilize the preset open-circuit voltage estimation model and the preset voltage estimation model to process the current state of charge value, the current battery temperature and the operating data under the operating conditions to obtain the estimated value of the remaining available energy of the battery .
  10. 根据权利要求9所述的剩余可用能量估算方法,所述利用预设的开路电压估算模型和预设的电压预估模型,处理所述当前荷电状态值、所述当前电池温度和所述工况运行数据,得到所述电池的剩余可用能量的估算值,包括:The method for estimating the remaining available energy according to claim 9, wherein the preset open circuit voltage estimation model and the preset voltage estimation model are used to process the current state of charge value, the current battery temperature and the work Operating data to obtain an estimate of the remaining available energy of the battery, including:
    获取所述工况运行数据中的历史荷电状态值,所述历史荷电状态值包括预先记录的在所述电池达到所述当前荷电状态值之前,指定次数的电流方向发生变化时对应的荷电状态值;Obtain the historical state-of-charge value in the operating data of the operating condition, the historical state-of-charge value includes the pre-recorded corresponding information when the current direction changes for a specified number of times before the battery reaches the current state-of-charge value State of charge value;
    将所述当前荷电状态值与荷电状态下限值形成的荷电状态区间,划分为N个荷电状态子区间,所述荷电状态下限值为所述电池达到放电截止条件时的荷电状态值,其中,N为大于1的整数;The state of charge interval formed by the current state of charge value and the lower limit value of the state of charge is divided into N state of charge subintervals, and the lower limit of the state of charge is when the battery reaches the discharge cut-off condition State of charge value, where N is an integer greater than 1;
    利用预设的开路电压估算模型组件和电池电压估算模型组件,基于所述当前荷电状态值、当前电池温度、所述历史荷电状态值,计算所述N个荷电状态子区间中每个荷电状态子区间对应的可放电能量;Using the preset open-circuit voltage estimation model component and battery voltage estimation model component, based on the current state of charge value, current battery temperature, and the historical state of charge value, each of the N state of charge subintervals is calculated Dischargeable energy corresponding to the state of charge sub-interval;
    计算所述每个荷电状态子区间对应的可放电能量之和,为所述电池的剩余可用能量的估算值。Calculating the sum of the dischargeable energy corresponding to each state of charge sub-interval is an estimated value of the remaining available energy of the battery.
  11. 根据权利要求10所述的剩余可用能量估算方法,所述利用预设的开路电压估算模型组件和电池电压估算模型组件,基于所述当前荷电状态值、当前电池温度、所述历史荷电状态值,计算所述N个荷电状态子区间中每个荷电状态子区间对应的可放电能量,包括:The method for estimating the remaining available energy according to claim 10, wherein the use of a preset open circuit voltage estimation model component and a battery voltage estimation model component is based on the current state of charge value, current battery temperature, and the historical state of charge Value, calculating the dischargeable energy corresponding to each state-of-charge sub-interval in the N state-of-charge sub-intervals, including:
    针对所述N个荷电状态子区间中的首个荷电状态子区间,使用所述开路电压估算模型组件,处理所述历史荷电状态值,得到所述电池的开路电压起始值;For the first state-of-charge sub-interval of the N state-of-charge sub-intervals, use the open-circuit voltage estimation model component to process the historical state-of-charge value to obtain the initial value of the open circuit voltage of the battery;
    获取所述首个荷电状态子区间对应的放电所需电流值,使用所述电池电压估算模型组件处理所述电池的开路电压值、所述当前电池温度和所述首个荷电状态子区间对应的放电所需电流值,得到所述首个荷电状态子区间的电池电压值、所述首个荷电状态子区间的电池温升和所述首个荷电状态子区间的放电时长;Obtain the required discharge current value corresponding to the first state of charge sub-interval, and use the battery voltage estimation model component to process the open circuit voltage value of the battery, the current battery temperature, and the first state of charge sub-interval Corresponding to the current value required for discharge, obtaining the battery voltage value of the first state of charge sub-interval, the battery temperature rise of the first state of charge sub-interval, and the discharge duration of the first state of charge sub-interval;
    根据所述首个荷电状态子区间的电池电压值、所述首个荷电状态子区间对应的放电所需电流值和所述首个荷电状态子区间的放电时长,计算得到所述首个荷电状态子区间的可放电能量;According to the battery voltage value of the first state-of-charge sub-interval, the required discharge current value corresponding to the first state-of-charge sub-interval, and the discharge duration of the first state-of-charge sub-interval, the first state of charge sub-interval is calculated. The dischargeable energy of each state of charge sub-interval;
    使用所述开路电压估算模型组件,处理所述当前荷电状态值和所述,得到所述首个荷电状态子区间的开路电压结束值。The open circuit voltage estimation model component is used to process the current state of charge value and the open circuit voltage end value of the first state of charge sub-interval.
  12. 根据权利要求10所述的剩余可用能量估算方法,所述利用预设的开路电压估算模型组件和电池电压估算模型组件,基于所述当前荷电状态值、当前电池温度、所述历史荷电状态值,计算所述N个荷电状态子区间中每个荷电状态子区间对应的可放电能量,包括:The method for estimating the remaining available energy according to claim 10, wherein the use of a preset open circuit voltage estimation model component and a battery voltage estimation model component is based on the current state of charge value, current battery temperature, and the historical state of charge Value, calculating the dischargeable energy corresponding to each state-of-charge sub-interval in the N state-of-charge sub-intervals, including:
    将第i-1个荷电状态子区间的开路电压结束值作为第i个荷电状态子区间的开路电压起始值,其中i大于1且小于等于N;Use the end value of the open circuit voltage of the i-1th state of charge sub-interval as the start value of the open circuit voltage of the i-th state of charge subinterval, where i is greater than 1 and less than or equal to N;
    获取第i-1个荷电状态子区间对应的放电所需电流值,根据第i-1个荷电状态子区间的电池温度和第i-1个荷电状态子区间的电池温升,确定所述第i个荷电状态子区间对应的电池温度;Obtain the required discharge current value corresponding to the i-1 state-of-charge sub-interval, and determine according to the battery temperature in the i-1 state-of-charge sub-interval and the battery temperature rise in the i-1 state-of-charge sub-interval The battery temperature corresponding to the i-th state-of-charge sub-interval;
    利用所述电池电压估算模型处理所述开路电压起始值、所述电池温度 和所述放电所需电流值,得到第i个荷电状态子区间的电池电压值、第i个荷电状态子区间的电池温升和第i个荷电状态子区间的放电时长;The battery voltage estimation model is used to process the initial value of the open circuit voltage, the battery temperature, and the current value required for discharge to obtain the battery voltage value of the i-th state-of-charge sub-interval and the i-th state-of-charge subinterval The battery temperature rise in the interval and the discharge time of the i-th state-of-charge sub-interval;
    根据所述第i个荷电状态子区间的电池电压值、所述第i个荷电状态子区间的放电所需电流值和所述第i个荷电状态子区间的放电时长,计算得到第i个荷电状态子区间的可放电能量;According to the battery voltage value of the i-th state-of-charge sub-interval, the discharge current value of the i-th state-of-charge sub-interval, and the discharge duration of the i-th state-of-charge sub-interval, the first Dischargeable energy of i state-of-charge sub-intervals;
    利用所述开路电压估算模型组件,处理所述第i个荷电状态子区间的起始荷电状态值和所述历史荷电状态值,得到所述第i个荷电状态子区间的开路电压结束值。Using the open-circuit voltage estimation model component, process the initial state-of-charge value of the i-th state-of-charge subinterval and the historical state-of-charge value to obtain the open-circuit voltage of the i-th state-of-charge subinterval End value.
  13. 根据权利要求12所述的剩余可用能量估算方法,所述剩余可用能量估算方法还包括:The method for estimating remaining available energy according to claim 12, the method for estimating remaining available energy further comprises:
    当所述第i个荷电状态子区间满足预设的放电超限条件时,将所述第i个荷电状态子区间作为待细分区间;When the i-th state-of-charge sub-interval meets a preset discharge overrun condition, use the i-th state-of-charge sub-interval as the interval to be subdivided;
    划分所述待细分区间,得到M个新的荷电状态子区间,将所述M个新的荷电状态子区间中的首个新的荷电状态子区间作为新的第i个荷电状态子区间,并记录待细分区间的被划分次数,其中,M为大于1的整数;Divide the interval to be subdivided to obtain M new state-of-charge sub-intervals, and use the first new state-of-charge sub-interval among the M new state-of-charge sub-intervals as the new i-th charged state State sub-interval, and record the number of times the interval to be subdivided is divided, where M is an integer greater than 1;
    将第i-1个荷电状态子区间的开路电压结束值作为新的第i个荷电状态子区间的开路电压起始值,直到第j个荷电状态子区间满足所述放电超限条件且记录的被划分次数达到预设次数阈值时,Use the end value of the open circuit voltage of the i-1th state-of-charge subinterval as the new start value of the open-circuit voltage of the i-th state-of-charge subinterval, until the jth state-of-charge subinterval meets the discharge over-limit condition And when the recorded number of divided times reaches the preset threshold,
    设置第j个荷电状态子区间以及第j个荷电状态子区间之后每个荷电状态子区间的可放电能量为零,或者第j个荷电状态子区间之后的每个荷电状态子区间的可放电能量为零,其中,j大于等于i且小于等于N+M-1。Set the dischargeable energy of the j-th state-of-charge sub-interval and each state-of-charge sub-interval after the j-th state-of-charge sub-interval to zero, or each state-of-charge sub-interval after the j-th state-of-charge sub-interval The dischargeable energy of the interval is zero, where j is greater than or equal to i and less than or equal to N+M-1.
  14. 根据权利要求12所述的剩余可用能量估算方法,所述剩余可用能量估算方法还包括:The method for estimating remaining available energy according to claim 12, the method for estimating remaining available energy further comprises:
    当所述第i个荷电状态子区间的电池电压值低于预设的电压阈值时,将所述第i-1个荷电状态子区间的电池电压值与所述第i个荷电状态子区间的电池电压值的电压差值绝对值,作为第一电压比较值;When the battery voltage value of the i-th state-of-charge sub-interval is lower than the preset voltage threshold, the battery voltage value of the i-1-th state-of-charge sub-interval is compared with the i-th state of charge The absolute value of the voltage difference between the battery voltage values of the sub-intervals is used as the first voltage comparison value;
    将所述电压阈值与所述第i个荷电状态子区间的电池电压值的电压差值绝对值,作为第二电压比较值;Taking the absolute value of the voltage difference between the voltage threshold and the battery voltage value of the i-th state-of-charge sub-interval as the second voltage comparison value;
    确定所述第二电压比较值与所述第一电压比较值的电压比值,并将100%与所述电压比值的差值,作为第一能量累加比值;Determining a voltage ratio between the second voltage comparison value and the first voltage comparison value, and using a difference between 100% and the voltage ratio as the first energy accumulation ratio;
    将所述第i个荷电状态子区间的可放电能量和所述第一能量累加比值的乘积,作为所述第i个荷电状态子区间的可放电能量;Taking the product of the dischargeable energy of the i-th state-of-charge sub-interval and the first energy accumulation ratio as the dischargeable energy of the i-th state-of-charge sub-interval;
    设置所述第i个荷电状态子区间之后的每个荷电状态子区间的可放电能量为零。Set the dischargeable energy of each state-of-charge sub-interval after the i-th state-of-charge sub-interval to zero.
  15. 根据权利要求12所述的剩余可用能量估算方法,所述剩余可用能量估算方法还包括:The method for estimating remaining available energy according to claim 12, the method for estimating remaining available energy further comprises:
    所述第i个荷电状态子区间的电池温度和所述第i个荷电状态子区间的电池温升形成的温度之和超过预设的温度阈值时,确定所述温度之和与所述温度阈值的温度差值绝对值;When the sum of the battery temperature in the i-th state-of-charge sub-interval and the temperature formed by the battery temperature rise in the i-th state-of-charge sub-interval exceeds a preset temperature threshold, it is determined that the sum of the temperature and the The absolute value of the temperature difference of the temperature threshold;
    计算所述温度差值绝对值与所述电池温升的温度比值,并将100%与所述温度比值的差值,作为第二能量累加比值;Calculate the temperature ratio between the absolute value of the temperature difference and the temperature rise of the battery, and use the difference between 100% and the temperature ratio as the second energy accumulation ratio;
    将所述第i个荷电状态子区间的可放电能量和所述第二能量累加比值的乘积,作为所述第i个荷电状态子区间的可放电能量;Taking the product of the dischargeable energy of the i-th state-of-charge sub-interval and the second energy accumulation ratio as the dischargeable energy of the i-th state-of-charge sub-interval;
    设置所述第i个荷电状态子区间之后的每个荷电状态子区间的可放电能量为零。Set the dischargeable energy of each state-of-charge sub-interval after the i-th state-of-charge sub-interval to zero.
  16. 根据权利要求13所述的剩余可用能量估算方法,According to the remaining available energy estimation method according to claim 13,
    所述预设的放电超限条件包括:当所述第i个荷电状态子区间的电池电压值低于预设电压下限阈值,或者,所述第i个荷电状态子区间的电池温度和所述第i个荷电状态子区间的电池温升形成的温度之和超过预设温度阈值。The preset discharge over-limit condition includes: when the battery voltage value of the i-th state-of-charge sub-interval is lower than the preset lower voltage threshold, or, the battery temperature of the i-th state-of-charge sub-interval and The sum of the temperatures formed by the battery temperature rise in the i-th state-of-charge sub-interval exceeds a preset temperature threshold.
  17. 根据权利要求10所述的剩余可用能量估算方法,According to the remaining available energy estimation method according to claim 10,
    所述开路电压估算模型组件,包括用于表征所述电池的开路电压估算值与当前荷电状态值、累计充电容量和累计放电容量之间的对应关系的模型;The open circuit voltage estimation model component includes a model used to characterize the correspondence between the estimated value of the open circuit voltage of the battery and the current state of charge value, accumulated charge capacity, and accumulated discharge capacity;
    所述电池电压估算模型组件,包括用于表征电池电压、电池温升、放电时长,与电池开路电压、电池温度、放电所需电流或放电所需功率、电池内阻和预设热力学参数之间的对应关系的模型。The battery voltage estimation model component includes components used to characterize battery voltage, battery temperature rise, discharge duration, and the relationship between battery open circuit voltage, battery temperature, discharge current or discharge required power, battery internal resistance, and preset thermodynamic parameters The corresponding relationship model.
  18. 一种电池的剩余可用能量估算装置,所述电池的剩余可用能量估算装置,包括:A device for estimating remaining available energy of a battery, the device for estimating remaining available energy of a battery includes:
    电池参数确定模块,用于确定电池的当前荷电状态值和当前电池温度;The battery parameter determination module is used to determine the current state of charge value of the battery and the current battery temperature;
    滞回系数确定模块,用于从所述电池的工况运行数据中,获取所述电池达到指定荷电状态值之前的充电参数累计值和放电参数累计值,根据所述充电参数累计值和所述放电参数累计值的比值,确定与所述指定荷电状态值对应的滞回系数;The hysteresis coefficient determination module is used to obtain the cumulative value of the charging parameter and the cumulative value of the discharge parameter before the battery reaches the specified state of charge value from the operating data of the battery, and according to the cumulative value of the charging parameter and the The ratio of the cumulative value of the discharge parameter to determine the hysteresis coefficient corresponding to the specified state of charge value;
    对应关系对应模块,用于基于所述工况运行数据,确定所述电池的剩余可用能量与荷电状态、电池温度以及滞回系数的对应关系;A correspondence relationship module, configured to determine the correspondence relationship between the remaining available energy of the battery and the state of charge, battery temperature, and hysteresis coefficient based on the operating data of the operating conditions;
    第一能量估算模块,用于利用所述对应关系,根据所述当前荷电状态值、所述当前电池温度和所述滞回系数,估算所述电池的剩余可用能量。The first energy estimation module is configured to use the corresponding relationship to estimate the remaining available energy of the battery according to the current state of charge value, the current battery temperature, and the hysteresis coefficient.
  19. 一种电池的剩余可用能量估算装置,所述电池的剩余可用能量估算装置,包括:A device for estimating remaining available energy of a battery, the device for estimating remaining available energy of a battery includes:
    电池参数确定模块,用于确定电池的当前荷电状态值和当前电池温度;The battery parameter determination module is used to determine the current state of charge value of the battery and the current battery temperature;
    工况数据获取模块,用于获取所述电池的工况运行数据;Working condition data acquisition module, used to acquire operating condition data of the battery;
    第二能量估算模块,用于利用预设的开路电压估算模型和电压预估模型,处理所述当前荷电状态值、所述当前电池温度和所述工况运行数据,得到所述电池的剩余可用能量的估算值。The second energy estimation module is used to process the current state of charge value, the current battery temperature, and the operating data of the operating condition by using the preset open circuit voltage estimation model and the voltage estimation model to obtain the remaining battery Estimated value of available energy.
  20. 一种电池的剩余可用能量估算系统,包括存储器和处理器;A system for estimating the remaining available energy of the battery, including a memory and a processor;
    所述存储器用于储存有可执行程序代码;The memory is used to store executable program code;
    所述处理器用于读取所述存储器中存储的可执行程序代码以执行权利要求1至8中任一项所述的电池的剩余可用能量估算方法、或者权利要求9至17中任一项所述的电池的剩余可用能量估算方法。The processor is configured to read the executable program code stored in the memory to execute the method for estimating the remaining available energy of the battery according to any one of claims 1 to 8, or the method according to any one of claims 9 to 17. The remaining available energy estimation method of the battery described.
  21. 一种计算机可读存储介质,所述计算机可读存储介质包括指令,当所述指令在计算机上运行时,使得计算机执行如权利要求1至8中任一项所述的电池的剩余可用能量估算方法、或者权利要求9至17中任一项所述的电池的剩余可用能量估算方法。A computer-readable storage medium, the computer-readable storage medium comprising instructions, when the instructions run on a computer, cause the computer to perform the remaining usable energy estimation of the battery according to any one of claims 1 to 8 The method or the method for estimating the remaining available energy of the battery according to any one of claims 9 to 17.
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