CN110646741A - A kind of parameter acquisition method of lithium-ion battery equivalent circuit model - Google Patents

A kind of parameter acquisition method of lithium-ion battery equivalent circuit model Download PDF

Info

Publication number
CN110646741A
CN110646741A CN201910892347.4A CN201910892347A CN110646741A CN 110646741 A CN110646741 A CN 110646741A CN 201910892347 A CN201910892347 A CN 201910892347A CN 110646741 A CN110646741 A CN 110646741A
Authority
CN
China
Prior art keywords
charge
equivalent circuit
discharge
model
voltage
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Pending
Application number
CN201910892347.4A
Other languages
Chinese (zh)
Inventor
卞铁铮
盛赟
戴忠梁
张臻
高纪凡
冯志强
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Trina Energy Storage Solutions Jiangsu Co Ltd
Original Assignee
Trina Solar Co Ltd
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Trina Solar Co Ltd filed Critical Trina Solar Co Ltd
Priority to CN201910892347.4A priority Critical patent/CN110646741A/en
Publication of CN110646741A publication Critical patent/CN110646741A/en
Pending legal-status Critical Current

Links

Classifications

    • 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
    • G01R31/3842Arrangements for monitoring battery or accumulator variables, e.g. SoC combining voltage and current measurements

Landscapes

  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Secondary Cells (AREA)

Abstract

The invention discloses a parameter acquisition method of an equivalent circuit model of a lithium ion battery, which adopts an improved HPPC method to acquire parameters of the equivalent circuit, can acquire all the parameters under one test, can adjust the test time according to objective conditions, adjust the complexity of the model according to the computing power of a simulation platform and select different parameter application methods according to the application scene of a battery cell: such as a data table or a functional expression. The parameter acquisition method of the lithium ion battery equivalent circuit model has the advantages of high test speed, accurate test result, customizability and the like, can be applied to the aspects of simulation, battery management and the like of electric vehicles, micro-grids and energy storage systems, and has wide application prospect.

Description

一种锂离子电池等效电路模型的参数获取方法A kind of parameter acquisition method of lithium-ion battery equivalent circuit model

技术领域technical field

本发明涉及一种锂离子电池参数获取方法,具体涉及一种锂离子电池等效电路模型的参数获取方法,属于锂离子电池技术领域。The invention relates to a method for obtaining parameters of a lithium ion battery, in particular to a method for obtaining parameters of an equivalent circuit model of a lithium ion battery, and belongs to the technical field of lithium ion batteries.

背景技术Background technique

锂离子电池作为当前能量密度最高的电能储存技术手段,在移动电子设备、电动车、储能设备等多个领域都具有广泛的应用。应用市场的蓬勃发展和需求的日益增加,也对锂离子电池的能量密度、容量密度、功率密度等多项技术指标提出了更高的要求。Lithium-ion batteries, as the current energy storage technology with the highest energy density, are widely used in many fields such as mobile electronic devices, electric vehicles, and energy storage devices. The vigorous development of the application market and the increasing demand have also put forward higher requirements for many technical indicators such as energy density, capacity density, and power density of lithium-ion batteries.

锂离子电池的建模工作对锂电的仿真起到至关重要的作用,在电动汽车、微电网、光储系统的研究过程中都有广泛应用。精确的电池模型还是电池荷电状态估计、健康状态估计和剩余寿命预估等方法的基础。The modeling of lithium-ion batteries plays a vital role in the simulation of lithium batteries, and is widely used in the research process of electric vehicles, microgrids, and optical storage systems. Accurate battery models are also the basis for methods such as battery state of charge estimation, state of health estimation, and remaining life estimation.

常用的锂离子电池模型包括电化学模型和等效电路模型。其中等效电路模型应用电阻、电容等电路元件模拟电池的状态,将电池内部变化通过外部元件的特性表现出来,具有直观可视、参数少、便于仿真等优点。为了获取等效电路模型中的各项参数,需要对电池进行一系列的测试分析和数据处理。为此,人们设计了各种等效电路的参数获取方法。如在申请号为2017113765734,、名称为“一种基于等效电路的锂离子电池SOC估计算法”的中国发明专利申请文件中公开了一种基于等效电路的锂离子电池的动力电池荷电状态(SOC)的估算方法,但是,该方法能只能估算电池的一个参数,从而适用范围受到限制。为此,需要发明一种参数获取方法,在一次测试中获取尽可能多的参数信息。Commonly used lithium-ion battery models include electrochemical models and equivalent circuit models. The equivalent circuit model uses circuit components such as resistors and capacitors to simulate the state of the battery, and expresses the internal changes of the battery through the characteristics of external components. It has the advantages of intuitive visualization, few parameters, and easy simulation. In order to obtain various parameters in the equivalent circuit model, a series of test analysis and data processing are required for the battery. For this reason, various methods for obtaining parameters of equivalent circuits have been designed. For example, in the Chinese invention patent application document with the application number of 2017113765734, titled "An Equivalent Circuit-Based Lithium-ion Battery SOC Estimation Algorithm", a power battery state of charge of a lithium-ion battery based on an equivalent circuit is disclosed (SOC) estimation method, however, this method can only estimate one parameter of the battery, so the scope of application is limited. For this reason, it is necessary to invent a parameter acquisition method to acquire as much parameter information as possible in one test.

发明内容SUMMARY OF THE INVENTION

为了解决上述技术问题,本发明提供一种锂离子电池等效电路模型的参数获取方法,在一次测试过程中,可以获取电池的多项参数。In order to solve the above technical problems, the present invention provides a method for obtaining parameters of an equivalent circuit model of a lithium ion battery, which can obtain a number of parameters of the battery in one test process.

为此,本发明采用如下技术方案:For this reason, the present invention adopts following technical scheme:

一种锂离子电池等效电路模型的参数获取方法,包括如下步骤:A method for obtaining parameters of an equivalent circuit model of a lithium-ion battery, comprising the following steps:

S1:将单体电芯接进电芯测试柜,设定多个测试温度;S1: Connect the single cell into the cell test cabinet, and set multiple test temperatures;

S2:进行电芯标准工况下的恒流充/放电循环N次,获取电芯充/放电曲线,分析各SOC段的电池电压的变化速率,其中,N为≥2的整数;S2: Carry out the constant current charge/discharge cycle N times under the standard working condition of the cell, obtain the charge/discharge curve of the cell, and analyze the rate of change of the battery voltage in each SOC segment, where N is an integer ≥ 2;

S3:进行改良的HPPC测试,具体为:进根据步骤S2中的充/放电曲线进行 SOC分段,并调整各段内脉冲充/放电的频率,其中,电池电压变化快的阶段,每1.5-2.5%SOC进行一次脉冲;电池电压变化慢的阶段,每3-5%SOC进行一次脉冲;每次脉冲充/放电之后进行1-3min的静置;S3: Carry out an improved HPPC test, specifically: SOC segmentation is performed according to the charge/discharge curve in step S2, and the frequency of pulse charge/discharge in each segment is adjusted. 2.5% SOC for one pulse; in the stage of slow battery voltage change, one pulse for every 3-5% SOC; 1-3min rest after each pulse charge/discharge;

S4:进行荷电状态的调整:根据步骤S3中的脉冲充/放电情况,进行恒流充/ 放电调整荷电状态,幅度为1.5-5%SOC,充/放电时间截止后进行短时间的静置,如1-3min,以获取该荷电状态对应的开路电压;S4: Adjust the state of charge: According to the pulse charge/discharge situation in step S3, carry out constant current charge/discharge to adjust the state of charge, the amplitude is 1.5-5% SOC, and after the charge/discharge time expires, a short-term static charge is performed. set, such as 1-3min, to obtain the open circuit voltage corresponding to the state of charge;

S5:处理充/放电数据,获取等效电路参数:根据步骤S4中获取开路电压数据,以及,步骤S3中获取的电阻、电容数据;建立等效电路模型,等效电路由一个理想受控电压源、一个欧姆电阻R0和多个RC单元串联而成,用于模拟电池;其中每个RC单元由并联的极化电阻和极化电容组成;如图1所示;S5: Process charge/discharge data, and obtain equivalent circuit parameters: according to the open-circuit voltage data obtained in step S4, and the resistance and capacitance data obtained in step S3; establish an equivalent circuit model, the equivalent circuit consists of an ideal controlled voltage The source, an ohmic resistor R 0 and multiple RC units are connected in series to simulate a battery; each RC unit consists of a parallel polarized resistor and polarized capacitor; as shown in Figure 1;

S6:对充/放电曲线进行分段拟合,充/放电过程中,电池端电压随时间的变化函数关系式为:S6: Fitting the charge/discharge curve piecewise. During the charge/discharge process, the function relationship between the voltage of the battery terminal and the time is:

Figure RE-GDA0002286489850000031
Figure RE-GDA0002286489850000031

充/放电结束后,电池端电压随时间的变化函数关系式为:After charging/discharging, the function relationship between the voltage of the battery terminal and the time is as follows:

Figure RE-GDA0002286489850000032
Figure RE-GDA0002286489850000032

其中:U为电池端电压,Uoc为开路电压,R0为欧姆电阻,Ri为极化电阻, Ci为极化电容,τi为时间常数(i=1,2,3);Where: U is the battery terminal voltage, U oc is the open-circuit voltage, R 0 is the ohmic resistance, R i is the polarization resistance, C i is the polarization capacitance, and τ i is the time constant (i=1, 2, 3);

S7:根据不同温度、荷电状态选择对应的等效电路参数进行应用了上述等效电路模型的仿真,根据运行平台的不同采用数据组或拟合SOC-X曲线函数式。S7: According to different temperatures and states of charge, corresponding equivalent circuit parameters are selected to perform simulation using the above equivalent circuit model, and data sets or fitting SOC-X curve functions are used according to different operating platforms.

进一步地,在步骤S5中,所述等效电路模型包含一阶Thevenin模型、二阶 RC模型、三阶RC模型。Further, in step S5, the equivalent circuit model includes a first-order Thevenin model, a second-order RC model, and a third-order RC model.

进一步地,在步骤S7中,所述曲线拟合方法利用最小二乘法。Further, in step S7, the curve fitting method uses the least squares method.

进一步地,在步骤S5中,所述等效电路模型中以理想受控电压源代表开路电压,且各项参数均随电池荷电状态、充/放电状态的变化而变化。Further, in step S5, the open-circuit voltage is represented by an ideal controlled voltage source in the equivalent circuit model, and each parameter changes with the change of the battery state of charge and the charge/discharge state.

与现有技术相比,本发明具有如下有益效果:Compared with the prior art, the present invention has the following beneficial effects:

本发明采用改良的HPPC法进行等效电路的参数获取,在一次测试下即可获取所有参数,并可根据客观条件调整测试时间、根据仿真平台计算能力调整模型复杂程度、根据电芯应用场景选定不同的参数应用方法:如数据表或函数式。本发明提供的锂离子电池等效电路模型的参数获取方法,具有测试速度快、测试结果准确、可定制化等优点,可应用于电动汽车、微电网、储能系统的仿真和电池管理等方面,应用前景非常广泛。The invention adopts the improved HPPC method to obtain the parameters of the equivalent circuit, all parameters can be obtained in one test, the test time can be adjusted according to the objective conditions, the model complexity can be adjusted according to the computing capability of the simulation platform, and the selection can be made according to the application scenario of the battery cell. Define different parameter application methods: such as data table or functional. The method for obtaining parameters of an equivalent circuit model of a lithium ion battery provided by the present invention has the advantages of fast test speed, accurate test results, customizability and the like, and can be applied to the simulation and battery management of electric vehicles, microgrids, energy storage systems, etc. , the application prospect is very broad.

附图说明Description of drawings

图1为本发明中等效电路的电路结构。FIG. 1 is a circuit structure of an equivalent circuit in the present invention.

具体实施方式Detailed ways

本发明提供的锂离子电池等效电路模型的参数获取方法,包括如下步骤:The method for obtaining parameters of an equivalent circuit model of a lithium ion battery provided by the present invention includes the following steps:

S1:将单体电芯接进电芯测试柜,设定多个测试温度,如在本实施例中,设置-10℃、0℃、10℃、25℃、30℃、40℃、45℃等测试温度,分别在设定的不同温度下进行测试;S1: Connect the single cell into the cell test cabinet, and set multiple test temperatures. For example, in this embodiment, set -10°C, 0°C, 10°C, 25°C, 30°C, 40°C, and 45°C Wait for the test temperature, and test at different set temperatures;

S2:进行电芯标准工况下的恒流充电-放电,循环3次,获取电芯充/放电曲线,分析各SOC段的电池电压的变化速率;S2: Perform constant current charge-discharge under the standard operating conditions of the cell, cycle 3 times, obtain the charge/discharge curve of the cell, and analyze the rate of change of the battery voltage in each SOC segment;

S3:进行改良的HPPC测试,具体为:进根据步骤S2中的充/放电曲线进行 SOC分段,并调整各段内脉冲充/放电的频率,其中,电池电压变化快的阶段,每1.5-2.5%SOC进行一次脉冲;电池电压变化慢的阶段,每3-5%SOC进行一次脉冲;每次脉冲充/放电之后进行短时间的静置,如静置1-3min;S3: Carry out an improved HPPC test, specifically: SOC segmentation is performed according to the charge/discharge curve in step S2, and the frequency of pulse charge/discharge in each segment is adjusted. 2.5% SOC for one pulse; in the stage where the battery voltage changes slowly, one pulse for every 3-5% SOC; after each pulse charge/discharge, a short period of standing, such as standing for 1-3 minutes;

S4:进行荷电状态的调整:根据步骤S3中的脉冲充/放电情况,进行恒流充/ 放电调整荷电状态,幅度为1.5-5%SOC,充/放电时间截止后同样地进行短时间的静置,如静置1-3min,以获取该荷电状态对应的开路电压;S4: Adjust the state of charge: According to the pulse charge/discharge situation in step S3, perform constant current charge/discharge to adjust the state of charge, the amplitude is 1.5-5% SOC, and the charge/discharge time is over for a short period of time. standing for 1-3 minutes, to obtain the open circuit voltage corresponding to the state of charge;

S5:处理充/放电数据,获取等效电路参数:根据步骤S4中静置后获取开路电压数据,以及,步骤S3中脉冲-静置后通过对所得“时间-电压”曲线进行拟合,并根据所得函数式的常数项数值分别获取的每个脉冲过程时的电阻、电容数据;建立等效电路模型,等效电路内包含串联的理想受控电压源、欧姆电阻 R0和多个RC单元,每个RC单元由并联的极化电阻和极化电容组成;如图1 所示;其中,所述等效电路模型主要包含一阶Thevenin模型、二阶RC模型、三阶RC模型等模型;且等效电路模型中以理想受控电压源代表开路电压,且各项参数均随电池荷电状态、充/放电状态的变化而变化。S5: Process the charge/discharge data, and obtain the equivalent circuit parameters: according to the open-circuit voltage data obtained after standing in step S4, and by fitting the obtained "time-voltage" curve after the pulse-resting in step S3, and Obtain the resistance and capacitance data of each pulse process according to the constant term value of the obtained functional formula; establish an equivalent circuit model, which includes an ideal controlled voltage source in series, an ohmic resistance R 0 and multiple RC units , each RC unit is composed of parallel polarization resistance and polarization capacitance; as shown in Figure 1; wherein, the equivalent circuit model mainly includes first-order Thevenin model, second-order RC model, third-order RC model and other models; In the equivalent circuit model, an ideal controlled voltage source is used to represent the open-circuit voltage, and each parameter changes with the battery state of charge and charge/discharge state.

S6:对充/放电测试所得“时间-电压”曲线进行的函数拟合为分段拟合,即分别对每个脉冲-静置阶段进行拟合。充/放电过程中,电池端电压随时间的变化函数关系式为:S6: The function fitting performed on the "time-voltage" curve obtained from the charge/discharge test is piecewise fitting, that is, fitting is performed on each pulse-resting stage separately. During the charging/discharging process, the function relationship of the battery terminal voltage with time is:

Figure RE-GDA0002286489850000051
Figure RE-GDA0002286489850000051

充/放电结束后,电池端电压随时间的变化函数关系式为:After charging/discharging, the function relationship between the voltage of the battery terminal and the time is as follows:

Figure RE-GDA0002286489850000052
Figure RE-GDA0002286489850000052

其中:U为电池端电压,Uoc为开路电压,R0为欧姆电阻,Ri为极化电阻, Ci为极化电容,τi=RiCi为时间常数(i=1,2,3);所述“时间-电压”曲线即为自变量为t,因变量为U的曲线。Where: U is the battery terminal voltage, U oc is the open circuit voltage, R 0 is the ohmic resistance, R i is the polarization resistance, C i is the polarization capacitance, τ i =R i C i is the time constant (i=1,2 , 3); the "time-voltage" curve is the curve in which the independent variable is t and the dependent variable is U.

S7:电池性质,亦即等效电路的参数,是随电池温度和电池荷电状态不断变化的,在等效电路模型的应用过程中,需根据不同温度、荷电状态选择对应的等效电路参数进行模型仿真。同时,根据运行平台的不同,需要针对平台所具备的计算能力、数据存储能力等,选择采用数据组或拟合得到的SOC-X曲线函数式,进行数学化之后的模型的应用;其中,曲线拟合方法利用最小二乘法,拟合所得曲线函数大多为多项式函数。S7: The properties of the battery, that is, the parameters of the equivalent circuit, are constantly changing with the battery temperature and the state of charge of the battery. During the application of the equivalent circuit model, the corresponding equivalent circuit needs to be selected according to different temperatures and states of charge parameters for model simulation. At the same time, according to the different operating platforms, it is necessary to select the data set or the SOC-X curve function formula obtained by fitting according to the computing power and data storage capacity of the platform, and apply the mathematical model; among them, the curve The fitting method uses the least squares method, and most of the curve functions obtained from fitting are polynomial functions.

Claims (4)

1.一种锂离子电池等效电路模型的参数获取方法,其特征在于:包括如下步骤:1. a parameter acquisition method of an equivalent circuit model of a lithium ion battery, is characterized in that: comprise the steps: S1:将单体电芯接进电芯测试柜,设定多个测试温度;S1: Connect the single cell into the cell test cabinet, and set multiple test temperatures; S2:进行电芯标准工况下的恒流充/放电循环N次,获取电芯充/放电曲线,分析各SOC段的电池电压的变化速率,其中,N为≥2的整数;S2: Carry out the constant current charge/discharge cycle N times under the standard working condition of the cell, obtain the charge/discharge curve of the cell, and analyze the rate of change of the battery voltage in each SOC segment, where N is an integer ≥ 2; S3:进行改良的HPPC测试,具体为:进根据步骤S2中的充/放电曲线进行SOC分段,并调整各段内脉冲充/放电的频率,其中,电池电压变化快的阶段,每1.5-2.5%SOC进行一次脉冲;电池电压变化慢的阶段,每3-5%SOC进行一次脉冲;每次脉冲充/放电之后进行1-3min的静置;S3: Carry out an improved HPPC test, specifically: SOC segmentation is performed according to the charge/discharge curve in step S2, and the frequency of pulse charge/discharge in each segment is adjusted. 2.5% SOC for one pulse; in the stage of slow battery voltage change, one pulse for every 3-5% SOC; 1-3min rest after each pulse charge/discharge; S4:进行荷电状态的调整:根据步骤S3中的脉冲充/放电情况,进行恒流充/放电调整荷电状态,幅度为1.5-5%SOC,充/放电时间截止后进行静置以获取该荷电状态对应的开路电压;S4: Adjust the state of charge: According to the pulse charge/discharge situation in step S3, perform constant current charge/discharge to adjust the state of charge, the amplitude is 1.5-5% SOC, and the charge/discharge time expires to stand for obtaining the open circuit voltage corresponding to the state of charge; S5:处理充/放电数据,获取等效电路参数:根据步骤S4中获取开路电压数据,以及,步骤S3中获取的电阻、电容数据;建立等效电路模型,等效电路内包含串联的欧姆电阻R0和两个RC单元,每个RC单元由并联的极化电阻和极化电容组成;如图1所示;S5: Process the charge/discharge data, and obtain equivalent circuit parameters: according to the open-circuit voltage data obtained in step S4, and the resistance and capacitance data obtained in step S3; establish an equivalent circuit model, and the equivalent circuit includes ohmic resistors connected in series R 0 and two RC units, each RC unit is composed of parallel polarization resistance and polarization capacitance; as shown in Figure 1; S6:对充/放电曲线进行分段拟合,充/放电过程中,电池端电压随时间的变化函数关系式为:S6: Fitting the charge/discharge curve piecewise. During the charge/discharge process, the function relationship between the voltage of the battery terminal and the time is: 充/放电结束后,电池端电压随时间的变化函数关系式为:After charging/discharging, the function relationship between the voltage of the battery terminal and the time is as follows:
Figure RE-FDA0002286489840000012
Figure RE-FDA0002286489840000012
其中:U为电池端电压,Uoc为开路电压,R0为欧姆电阻,Ri为极化电阻,Ci为极化电容,τi为时间常数(i=1,2,3);Where: U is the battery terminal voltage, U oc is the open-circuit voltage, R 0 is the ohmic resistance, R i is the polarization resistance, C i is the polarization capacitance, and τ i is the time constant (i=1, 2, 3); S7:根据不同温度、荷电状态选择对应的等效电路参数进行应用了上述等效电路模型的仿真,根据运行平台的不同采用数据组或拟合SOC-X曲线函数式。S7: According to different temperatures and states of charge, corresponding equivalent circuit parameters are selected to perform simulation using the above equivalent circuit model, and data sets or fitting SOC-X curve functions are used according to different operating platforms.
2.如权利要求1所述的锂离子电池等效电路模型的参数获取方法,其特征在于:在步骤S5中,所述等效电路模型包含一阶Thevenin模型、二阶RC模型、三阶RC模型。2. The method for obtaining parameters of an equivalent circuit model of a lithium-ion battery according to claim 1, wherein in step S5, the equivalent circuit model comprises a first-order Thevenin model, a second-order RC model, and a third-order RC model. Model. 3.如权利要求1所述的锂离子电池等效电路模型的参数获取方法,其特征在于:在步骤S7中,所述曲线拟合方法利用最小二乘法。3 . The method for obtaining parameters of an equivalent circuit model of a lithium ion battery according to claim 1 , wherein in step S7 , the curve fitting method uses the least squares method. 4 . 4.如权利要求1所述的锂离子电池等效电路模型的参数获取方法,其特征在于:在步骤S5中,所述等效电路模型中以理想受控电压源代表开路电压,且各项参数均随电池荷电状态、充/放电状态的变化而变化。4. The method for obtaining parameters of an equivalent circuit model of a lithium-ion battery according to claim 1, wherein in step S5, an ideal controlled voltage source is used to represent the open-circuit voltage in the equivalent circuit model, and each of the All parameters vary with the battery state of charge and charge/discharge state.
CN201910892347.4A 2019-09-20 2019-09-20 A kind of parameter acquisition method of lithium-ion battery equivalent circuit model Pending CN110646741A (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN201910892347.4A CN110646741A (en) 2019-09-20 2019-09-20 A kind of parameter acquisition method of lithium-ion battery equivalent circuit model

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN201910892347.4A CN110646741A (en) 2019-09-20 2019-09-20 A kind of parameter acquisition method of lithium-ion battery equivalent circuit model

Publications (1)

Publication Number Publication Date
CN110646741A true CN110646741A (en) 2020-01-03

Family

ID=68992213

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201910892347.4A Pending CN110646741A (en) 2019-09-20 2019-09-20 A kind of parameter acquisition method of lithium-ion battery equivalent circuit model

Country Status (1)

Country Link
CN (1) CN110646741A (en)

Cited By (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN111722118A (en) * 2020-06-22 2020-09-29 上海理工大学 A SOC estimation method for lithium-ion batteries based on SOC-OCV optimization curve
CN112305433A (en) * 2020-03-30 2021-02-02 宁德时代新能源科技股份有限公司 Method, apparatus, device and medium for estimating battery performance parameters
CN114127569A (en) * 2020-03-23 2022-03-01 株式会社Lg新能源 Battery parameter setting device and method
CN114156604A (en) * 2021-11-29 2022-03-08 蜂巢能源科技有限公司 Switching piece for battery test and battery test system
CN116011393A (en) * 2022-12-30 2023-04-25 蜂巢能源科技(马鞍山)有限公司 Method for judging the advantages and disadvantages of different hot pressing schemes

Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN103744026A (en) * 2013-12-19 2014-04-23 广西科技大学 Storage battery state of charge estimation method based on self-adaptive unscented Kalman filtering
KR101549906B1 (en) * 2013-04-30 2015-09-03 한국화학연구원 Method for estimating calendar life of lithium ion battery
CN106908732A (en) * 2017-02-09 2017-06-30 北京长城华冠汽车科技股份有限公司 A kind of lithium ion battery equivalent circuit model parameter discrimination method and device
CN107248597A (en) * 2017-06-23 2017-10-13 华中科技大学 A kind of modeling method of liquid metal cell
CN110208707A (en) * 2019-06-14 2019-09-06 湖北锂诺新能源科技有限公司 A kind of lithium ion battery parameter evaluation method based on equivalent-circuit model

Patent Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
KR101549906B1 (en) * 2013-04-30 2015-09-03 한국화학연구원 Method for estimating calendar life of lithium ion battery
CN103744026A (en) * 2013-12-19 2014-04-23 广西科技大学 Storage battery state of charge estimation method based on self-adaptive unscented Kalman filtering
CN106908732A (en) * 2017-02-09 2017-06-30 北京长城华冠汽车科技股份有限公司 A kind of lithium ion battery equivalent circuit model parameter discrimination method and device
CN107248597A (en) * 2017-06-23 2017-10-13 华中科技大学 A kind of modeling method of liquid metal cell
CN110208707A (en) * 2019-06-14 2019-09-06 湖北锂诺新能源科技有限公司 A kind of lithium ion battery parameter evaluation method based on equivalent-circuit model

Non-Patent Citations (1)

* Cited by examiner, † Cited by third party
Title
朱方方: ""液态金属电池建模及均衡控制研究"", 《中国优秀硕士学位论文全文数据库 工程科技II辑》 *

Cited By (10)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN114127569A (en) * 2020-03-23 2022-03-01 株式会社Lg新能源 Battery parameter setting device and method
CN114127569B (en) * 2020-03-23 2023-08-29 株式会社Lg新能源 Battery parameter setting device and method
CN112305433A (en) * 2020-03-30 2021-02-02 宁德时代新能源科技股份有限公司 Method, apparatus, device and medium for estimating battery performance parameters
CN112305433B (en) * 2020-03-30 2023-01-13 宁德时代新能源科技股份有限公司 Method, apparatus, device and medium for estimating battery performance parameters
US11573273B2 (en) 2020-03-30 2023-02-07 Contemporary Amperex Technology Co., Limited Method, apparatus, device and medium for estimating performance parameters of a battery
CN111722118A (en) * 2020-06-22 2020-09-29 上海理工大学 A SOC estimation method for lithium-ion batteries based on SOC-OCV optimization curve
CN111722118B (en) * 2020-06-22 2023-02-10 上海理工大学 Lithium ion battery SOC estimation method based on SOC-OCV optimization curve
CN114156604A (en) * 2021-11-29 2022-03-08 蜂巢能源科技有限公司 Switching piece for battery test and battery test system
CN114156604B (en) * 2021-11-29 2023-09-22 蜂巢能源科技有限公司 Battery testing system
CN116011393A (en) * 2022-12-30 2023-04-25 蜂巢能源科技(马鞍山)有限公司 Method for judging the advantages and disadvantages of different hot pressing schemes

Similar Documents

Publication Publication Date Title
CN104392080B (en) A kind of lithium battery fractional order becomes rank equivalent-circuit model and its discrimination method
CN110646741A (en) A kind of parameter acquisition method of lithium-ion battery equivalent circuit model
CN109557477B (en) Battery system health state estimation method
CN104849672B (en) Lithium battery motional impedance parameter identification method based on equivalent-circuit model
CN106250576A (en) A kind of modeling method of lithium battery model based on motional impedance
CN108363009A (en) A method of realizing lithium ion battery maximum allowable power online Prediction
CN111679215B (en) Lithium battery real-time sorting method, device, equipment and storage medium
CN112147511A (en) A lithium-ion battery second-order equivalent circuit model and its establishment method
Xiao et al. A universal state-of-charge algorithm for batteries
CN106405282A (en) Super capacitor non-linear three-branch equivalent circuit model and parameter identification method
Jin et al. Modeling and simulation of lithium-ion battery considering the effect of charge-discharge state
CN113884904B (en) Equivalent circuit model of supercapacitor battery and its parameter identification method
CN118501717B (en) Battery parameter identification method, system and product
CN111722119B (en) An identification method for multi-characteristic fusion model of fractional-order equivalent circuit of power battery
CN109444598A (en) A kind of performance test methods of supercapacitor
Tao et al. High precision soc estimation of lifepo4 blade batteries using improved ocv-based pngv model
Chen et al. A novel sliding mode observer for state of charge estimation of EV lithium batteries
Arumugam et al. Comparative analysis and validation of basic battery models for electric vehicles applications
Huang et al. State of charge estimation of lithium-ion battery based on second-order extended Kalman filter
CN110007238A (en) A method for establishing an equivalent circuit model of an aluminum-air battery
CN112147514A (en) Adaptive equivalent circuit model of lithium battery under full operating conditions based on RLS
Savanth et al. Reduction of parameters in a Lithium ion cell model by experimental validation of relationship between OCV and SOC
Lyu et al. Research on the performance evaluation of lithiumion battery cascade utilization based on impedance spectrum
CN204314878U (en) A kind of lithium battery fractional order becomes rank equivalent-circuit model
CN118137608B (en) SOH (solid state energy) equalization method for lithium battery energy storage unit based on switch shunt resistor

Legal Events

Date Code Title Description
PB01 Publication
PB01 Publication
SE01 Entry into force of request for substantive examination
SE01 Entry into force of request for substantive examination
TA01 Transfer of patent application right
TA01 Transfer of patent application right

Effective date of registration: 20210928

Address after: 213031 Tianhe PV Industrial Park No. 2, Xinbei District, Changzhou, Jiangsu

Applicant after: TRINA ENERGY STORAGE SOLUTIONS (JIANGSU) CO.,LTD.

Address before: 213031 Tianhe PV Industrial Park No. 2, Xinbei District, Changzhou, Jiangsu

Applicant before: TRINASOLAR Co.,Ltd.

RJ01 Rejection of invention patent application after publication
RJ01 Rejection of invention patent application after publication

Application publication date: 20200103