WO2022151482A1 - State of power estimation method for unmanned aerial vehicle battery, and electronic device - Google Patents

State of power estimation method for unmanned aerial vehicle battery, and electronic device Download PDF

Info

Publication number
WO2022151482A1
WO2022151482A1 PCT/CN2021/072540 CN2021072540W WO2022151482A1 WO 2022151482 A1 WO2022151482 A1 WO 2022151482A1 CN 2021072540 W CN2021072540 W CN 2021072540W WO 2022151482 A1 WO2022151482 A1 WO 2022151482A1
Authority
WO
WIPO (PCT)
Prior art keywords
current
power state
voltage
corrected
battery
Prior art date
Application number
PCT/CN2021/072540
Other languages
French (fr)
Chinese (zh)
Inventor
吕纯
孙留洋
Original Assignee
深圳市大疆创新科技有限公司
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 深圳市大疆创新科技有限公司 filed Critical 深圳市大疆创新科技有限公司
Priority to PCT/CN2021/072540 priority Critical patent/WO2022151482A1/en
Publication of WO2022151482A1 publication Critical patent/WO2022151482A1/en

Links

Images

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]
    • 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]
    • G01R31/367Software therefor, e.g. for battery testing using modelling or look-up tables
    • 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]
    • G01R31/374Arrangements for testing, measuring or monitoring the electrical condition of accumulators or electric batteries, e.g. capacity or state of charge [SoC] with means for correcting the measurement for temperature or ageing
    • 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

Definitions

  • the embodiments of the present application relate to the technical field of batteries, and in particular, to a method and electronic device for estimating the power state of a battery of a drone.
  • the battery SOP (state of power, power state) represents the maximum dischargeable power (that is, the maximum output power) of the battery.
  • the common SOP estimation method is offline look-up table method.
  • the SOP estimated using this method usually has a large deviation from the true value.
  • the present application provides a power state estimation method and electronic device for a drone battery, which can improve the power state estimation accuracy.
  • a first aspect of the present application provides a power state estimation method for a drone battery, including:
  • the power state to be corrected is corrected to obtain a corrected power state.
  • a second aspect of the present application provides an electronic device.
  • the equipment includes:
  • a processor that performs the following actions:
  • the power state to be corrected is corrected to obtain a corrected power state.
  • the power state of the drone battery is corrected in combination with physical quantities such as voltage, current, open-circuit voltage, and discharge cut-off voltage in the current state of the drone battery, so that the corrected power state is closer to reality It also improves the estimation accuracy of the power state, which in turn helps to release the power performance of the UAV battery to ensure the user's experience and feel during flight, and also improves the safety of the UAV battery and the aircraft during use. sex.
  • the power state is corrected, so that the corrected power state is a continuous power state rather than an instantaneous power state, which helps to ensure the flight stability of the UAV and avoid The frequent fluctuations when the drone is flying.
  • FIG. 1 is a schematic flowchart of an embodiment of a method for estimating a power state of a drone battery provided by an embodiment of the present application;
  • FIG. 2 is a first-order RC circuit diagram of a battery provided by an embodiment of the present application.
  • FIG. 3 is a schematic flowchart of another embodiment of a method for estimating a power state of a drone battery provided by an embodiment of the present application;
  • FIG. 4 is a schematic structural diagram of an embodiment of an electronic device according to an embodiment of the present application.
  • the common SOP estimation method is the offline table lookup method: a two-dimensional table between SOP and SOC (State of charge, state of charge) and battery temperature T is established by offline testing. During the battery discharge process, according to the battery The SOC and T are used to look up the table to obtain the SOP value of the drone battery in the current state.
  • the battery power status SOP table cannot be updated. After the battery is aged, the accuracy error of the SOP parameters is large.
  • the SOP estimated by the offline look-up table method usually has a large deviation from the real value. This deviation will cause problems such as limited flight performance of the aircraft, poor user experience or reduced service life of the drone's battery, and reduced flight safety.
  • the present invention designs a method for improving the battery SOP estimation accuracy according to the dynamic change of the voltage during the discharge process, so as to improve the flight safety under the premise of ensuring the user's flight experience.
  • FIG. 1 is a schematic flowchart of a power state estimation method provided by an embodiment of the present application. As shown in Figure 1, the method includes:
  • the above-mentioned power state to be corrected can be estimated according to the existing estimation method.
  • the to-be-corrected power state of the UAV battery can be determined through a table look-up method. Specifically, in the above 101 "obtaining the power state to be corrected of the battery of the drone", the following steps can be used to achieve:
  • the corresponding power state is found in the battery SOP table as the power state to be corrected.
  • the above-mentioned current open-circuit voltage can also be found according to the table look-up method. Specifically, according to the current state of charge of the drone battery, the open-circuit voltage corresponding to the current state of charge is found by the look-up table method, as The current open circuit voltage of the drone.
  • the correspondence table between the open circuit voltage and the state of charge can be established by offline testing. Subsequently, according to the current state of charge of the drone battery, the open-circuit voltage corresponding to the current state of charge is searched in the correspondence table.
  • the power state to be corrected is corrected to obtain the corrected power state.
  • the power state of the drone battery is corrected in combination with physical quantities such as voltage, current, open-circuit voltage, and discharge cut-off voltage in the current state of the drone battery, so that the corrected power state is closer to reality It also improves the estimation accuracy of the power state, which in turn helps to release the power performance of the UAV battery to ensure the user's experience and feel during flight, and also improves the safety of the UAV battery and the aircraft during use. sex.
  • the power state is corrected, so that the corrected power state is a continuous power state rather than an instantaneous power state, which helps to ensure the flight stability of the UAV and avoid The frequent fluctuations when the drone is flying.
  • V oc is the current open circuit voltage of the drone battery
  • V end is the discharge cut-off voltage of the drone battery
  • r is the internal resistance of the drone battery.
  • V o is the current output voltage of the drone battery (that is, the current terminal voltage); I o is the current operating current of the drone battery.
  • the reference power state SOP 1 can be calculated according to the current open circuit voltage V oc , the current terminal voltage V o , the current operating current I o and the discharge cut-off voltage V end . value of .
  • the values of the current open circuit voltage V oc , the current terminal voltage V o , the current operating current I o and the discharge cut-off voltage V end can be directly brought into the above formula (3) , the value of the reference power state SOP 1 is calculated.
  • the reference power state and the to-be-corrected power state may be integrated to determine the corrected power state.
  • the first weight corresponding to the reference power state and the second weight of the to-be-corrected power state can be obtained respectively; the reference power state and the to-be-corrected power state are weighted and summed in combination with the first weight and the second weight, Get the corrected power state.
  • the foregoing first weight and second weight may be set according to actual needs, which are not specifically limited in this embodiment of the present application.
  • the corrected power state SOP 2 is:
  • V o is the current output voltage of the UAV battery
  • I o is the current operating current of the UAV battery
  • V oc is the current open-circuit voltage of the UAV battery
  • r is the internal resistance of the drone battery.
  • the size of V oc can be obtained by looking up the table according to the current state of charge (SOC) of the battery of the drone.
  • SOC state of charge
  • the calculation formula (6) of r can be determined in combination with the first-order RC model of the UAV battery (as shown in Figure 2).
  • the calculation formula (6) of r is specifically:
  • R s is the ohmic internal resistance
  • R p is the polarization internal resistance
  • C p is the polarization capacitance
  • t is the battery life time.
  • the above ratio ⁇ is used as a correction coefficient.
  • the reference power state SOP 1 can be calculated by using the following formula (8):
  • S21a Determine the internal resistance of the drone battery according to the current open circuit voltage, current terminal voltage, and current operating current of the drone battery.
  • S22a Determine the reference power state of the drone battery according to the internal resistance, the discharge cut-off voltage, and the current open-circuit voltage.
  • the values of the current open circuit voltage, the current terminal voltage and the current working current of the drone battery can be input into the above formula (2) to obtain the internal resistance of the drone battery.
  • the calculated internal resistance of the UAV battery is an average value, not an instantaneous value, that is, the calculated reference power state is a continuous power state, so that the final corrected power state is also a continuous power state rather than an instantaneous power state.
  • the motion state of the UAV changes, its flight will fluctuate, that is, the flight is not stable enough. Since the power state determined by the technical solution provided in the embodiment of the present application is a continuous power state, the UAV adjusts the aircraft motion state (for example, speed, attitude) to the target motion according to the power state determined by the technical solution provided by the embodiment of the present application.
  • the state After the state, it can continue to fly smoothly for a period of time. During this period, the battery power state determined according to the technical solution provided by the embodiment of the present application remains unchanged. Therefore, there is no need to frequently change the motion state of the UAV, which prevents the aircraft from flying. fluctuates frequently.
  • the UAV must adjust the aircraft motion state in combination with the new instantaneous power state. That is to say, the UAV will frequently adjust the motion state of the aircraft, resulting in frequent fluctuations of the aircraft during flight.
  • the values of the internal resistance, the discharge cut-off voltage and the current open circuit voltage can be input into the above formula (1) to obtain the reference power state of the drone battery.
  • S21b Determine the internal resistance of the drone battery according to the current open circuit voltage, current terminal voltage, and current operating current of the drone battery.
  • S22b Determine the reference power state of the drone battery according to the internal resistance, the discharge cut-off voltage, the current terminal voltage, and the current operating current.
  • the values of the current open circuit voltage, current terminal voltage and current working current of the drone battery can be input into the above formula (2) to obtain the internal resistance of the drone battery.
  • the values of the internal resistance, the discharge cut-off voltage, the current terminal voltage and the current working current can be input into the above formula (9), and the reference power of the drone battery can be calculated. Status value.
  • the application can use the table lookup method to estimate the SOP, and realize the advantages of simple solution and less code calculation; on this basis, physical quantities such as real-time voltage are added to correct the SOP obtained by the lookup table method, which is very good. It makes up for the shortcomings of the lack of SOP accuracy of the offline SOP scheme: on the one hand, the power performance of the battery is released to a large extent to ensure the user's experience and feel during flight, and on the other hand, it also improves the battery and the aircraft during use. safety.
  • the estimated power state value Since the working conditions of the UAV change drastically, it is not expected that the estimated power state value has a sudden jump during the flight of the UAV. Once there is a sudden jump in the estimated power state value, the flight of the UAV will fluctuate greatly, and the flight stability will be poor.
  • the applicant found through research that the reason for the sudden jump in the estimated power state value is the sudden jump in the estimation of the internal resistance of the battery of the drone. Therefore, in order to avoid a sudden jump in the estimated power state, a Kalman filter can be used to filter the above-mentioned internal resistance to obtain the filtered internal resistance. In this way, the post-filtered internal resistance is used instead of the above-mentioned internal resistance to estimate the reference power state of the UAV battery.
  • the internal resistance can be smoothly transitioned through the Kalman filter processing of the internal resistance, and there will be no sudden jump of the internal resistance, and thus no sudden jump of the corrected power state.
  • the technical solutions provided by the embodiments of the present application can make the flight of the drone more stable; the applicability of the solution is better, and the controllability of the drone can be improved. higher.
  • Step 301 Obtain the current temperature T of the battery of the drone.
  • Step 302 Obtain the current state of charge SOC of the battery of the drone.
  • Step 303 Obtain the current working current I o of the battery of the drone.
  • Step 304 Obtain the current terminal voltage V o of the drone battery.
  • Step 305 According to the current temperature T and the current state of charge SOC, the power state to be corrected SOP 0 is obtained through a table look-up method.
  • Step 306 Calculate the internal resistance r of the drone battery.
  • the current open circuit voltage V oc is obtained through a table look-up method. Input V oc , I o and V o into the above formula (2) to obtain the internal resistance r.
  • Step 307 Filter the internal resistance r by using the Kalman filter to obtain the filtered internal resistance r kf .
  • the above-mentioned internal resistance r can be regarded as an observed internal resistance value; a predicted internal resistance value can be predicted by using Kalman filter; according to the predicted internal resistance value, the observed internal resistance value (that is, the above-mentioned internal resistance r) Correction is made to obtain the filtered internal resistance r kf .
  • the Kalman filter reference may be made to the prior art, which will not be described in detail here.
  • Step 308 Calculate and obtain the reference power state SOP 1 .
  • Step 309 Calculate the corrected power state SOP 2 .
  • the SOP 1 and SOP 0 values can be substituted into the above formula (4) to obtain the SOP 2 value.
  • the SOP based on the look-up table method has the advantages of simple algorithm, easy implementation and cost, and at the same time, the algorithm has good stability; according to the characteristic parameters such as voltage, the output of the SOP can be corrected in real time, which can take into account the difference of the battery and various aging. Increase the reliability, accuracy and wide applicability of SOP, and improve the estimation accuracy of SOP.
  • FIG. 4 shows a schematic structural diagram of an electronic device provided by an embodiment of the present application. As shown in FIG. 4 , the electronic device includes a memory 1101 and a processor 1102 .
  • the processor 1102 is configured to perform the following operations:
  • the power state to be corrected is corrected to obtain a corrected power state.
  • the processor 1102 corrects the to-be-corrected power state according to the current open-circuit voltage, the current terminal voltage, the current operating current, and the discharge cut-off voltage to obtain a corrected power state. , specifically for:
  • the to-be-corrected power state is corrected according to the reference power state to obtain a corrected power state.
  • the processor 1102 determines the reference power state according to the current open circuit voltage, the current terminal voltage, the current operating current, and the discharge cut-off voltage, it is specifically used for:
  • the current open circuit voltage, the current terminal voltage and the discharge cut-off voltage determine the ratio of the current output power of the drone battery to the reference power state to be calculated as a correction coefficient
  • the reference power state is determined according to the correction factor and the current output power.
  • the processor 1102 determines the reference power state according to the current open circuit voltage, the current terminal voltage, the current operating current, and the discharge cut-off voltage, it is specifically used for:
  • the reference power state of the drone battery is determined according to the internal resistance, the discharge cut-off voltage, the current terminal voltage and the current working current.
  • the processor 1102 is further configured to:
  • the internal resistance is filtered by using a Kalman filter to obtain the filtered internal resistance.
  • the processor 1102 corrects the to-be-corrected power state according to the reference power state, and obtains the corrected power state, it is specifically used for:
  • weighted summation is performed on the reference power state and the to-be-corrected power state to obtain a corrected power state.
  • processor 1102 is further configured to:
  • the open circuit voltage corresponding to the current state of charge is found through a table look-up method, as the current open circuit voltage of the UAV battery.
  • the processor 1102 acquires the to-be-corrected power state of the drone battery, it is specifically used to:
  • a corresponding power state is found by a table look-up method as the to-be-corrected power state.
  • the embodiments of the present application also provide a computer-readable storage medium storing a computer program, and when the computer program is executed by a computer, the steps of the method for estimating the power state of a drone battery provided by the above method embodiments can be implemented. or function.

Landscapes

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

Abstract

Provided in embodiments of the present application are a state of power estimation method for an unmanned aerial vehicle battery, and an electronic device. The method comprises: obtaining a state of power to be amended of an unmanned aerial vehicle battery; determining a current working current, a current terminal voltage, and a current open circuit voltage of the unmanned aerial vehicle battery, as well as a discharge cut-off voltage of the unmanned aerial vehicle battery; and amending the state of power to be amended according to the current open circuit voltage, the current terminal voltage, the current working current, and the current discharge cut-off voltage, and obtaining an amended state of power. A technical solution provided in an embodiment of the present application is able to improve estimation accuracy for a state of power of an unmanned aerial vehicle battery, and frequent fluctuation during the flight of an unmanned aerial vehicle can further be prevented.

Description

无人机电池的功率状态估算方法及电子设备Power state estimation method and electronic device for UAV battery 技术领域technical field
本申请实施例涉及电池技术领域,尤其涉及一种无人机电池的功率状态估算方法及电子设备。The embodiments of the present application relate to the technical field of batteries, and in particular, to a method and electronic device for estimating the power state of a battery of a drone.
背景技术Background technique
电池SOP(state of power,功率状态)代表了电池的最大可放电功率(也即最大可输出功率)。The battery SOP (state of power, power state) represents the maximum dischargeable power (that is, the maximum output power) of the battery.
相较于传统的消费电子类产品,无人机在起飞加速以及快速飞行的过程中,对无人机电池最大可输出功率提出高的要求。因此,无人机电池SOP状态的估算是无人机电池管理系统中的一个重要内容。目前,常见的SOP估算方式为离线查表法。使用该方法估算的SOP通常较真实值存在较大的偏差。Compared with traditional consumer electronic products, drones have high requirements on the maximum output power of drone batteries during take-off acceleration and rapid flight. Therefore, the estimation of the SOP state of the UAV battery is an important content in the UAV battery management system. At present, the common SOP estimation method is offline look-up table method. The SOP estimated using this method usually has a large deviation from the true value.
发明内容SUMMARY OF THE INVENTION
本申请提供了一种无人机电池的功率状态估算方法及电子设备,能够提高功率状态估算精度。The present application provides a power state estimation method and electronic device for a drone battery, which can improve the power state estimation accuracy.
本申请的第一方面提供了一种无人机电池的功率状态估算方法,包括:A first aspect of the present application provides a power state estimation method for a drone battery, including:
获取所述无人机电池的待修正功率状态;Obtain the to-be-corrected power state of the UAV battery;
确定所述无人机电池的当前开路电压、当前端电压、当前工作电流、以及所述无人机电池的放电截止电压;Determine the current open circuit voltage, current terminal voltage, current working current, and discharge cut-off voltage of the drone battery of the drone battery;
根据所述当前开路电压、所述当前端电压、所述当前工作电流、以及所述放电截止电压,对所述待修正功率状态进行修正,得到修正后功率状态。According to the current open circuit voltage, the current terminal voltage, the current operating current, and the discharge cut-off voltage, the power state to be corrected is corrected to obtain a corrected power state.
本申请的第二方面提供了一种电子设备。该设备,包括:A second aspect of the present application provides an electronic device. The equipment includes:
存储器,用于存储计算机程序;memory for storing computer programs;
处理器,用于执行以下操作:A processor that performs the following actions:
获取所述无人机电池的待修正功率状态;Obtain the to-be-corrected power state of the UAV battery;
确定所述无人机电池的当前开路电压、当前端电压、当前工作电流、以及所述无人机电池的放电截止电压;Determine the current open circuit voltage, current terminal voltage, current working current, and discharge cut-off voltage of the drone battery of the drone battery;
根据所述当前开路电压、所述当前端电压、所述当前工作电流、以及所述放电截止电压,对所述待修正功率状态进行修正,得到修正后功率状态。According to the current open circuit voltage, the current terminal voltage, the current operating current, and the discharge cut-off voltage, the power state to be corrected is corrected to obtain a corrected power state.
本申请实施例提供的技术方案中,结合无人机电池当前状态下的电压、电流、开路电压、放电截止电压等物理量对无人机电池的功率状态进行修正,使得修正后功率状态更加贴近真实值,也即提高了功率状态的估算精度,进而有助于释放无人机电池的功率性能以保证用户飞行过程中的体验和手感,还可提高无人机电池和飞机在使用过程中的安全性。并且,结合无人机电池的当前开路电压这个物理量进行功率状态的修正,使得修正后功率状态是一个持续功率状态,而不是一个瞬时功率状态,有助于保证无人机的飞行平稳性,避免了无人机飞行时的频繁波动。In the technical solutions provided in the embodiments of the present application, the power state of the drone battery is corrected in combination with physical quantities such as voltage, current, open-circuit voltage, and discharge cut-off voltage in the current state of the drone battery, so that the corrected power state is closer to reality It also improves the estimation accuracy of the power state, which in turn helps to release the power performance of the UAV battery to ensure the user's experience and feel during flight, and also improves the safety of the UAV battery and the aircraft during use. sex. In addition, combined with the physical quantity of the current open-circuit voltage of the UAV battery, the power state is corrected, so that the corrected power state is a continuous power state rather than an instantaneous power state, which helps to ensure the flight stability of the UAV and avoid The frequent fluctuations when the drone is flying.
附图说明Description of drawings
此处所说明的附图用来提供对本申请的进一步理解,构成本申请的一部分,本申请的示意性实施例及其说明用于解释本申请,并不构成对本申请的不当限定。在附图中:The drawings described herein are used to provide further understanding of the present application and constitute a part of the present application. The schematic embodiments and descriptions of the present application are used to explain the present application and do not constitute an improper limitation of the present application. In the attached image:
图1为本申请实施例提供的一种无人机电池的功率状态估算方法一个实施例的流程示意图;1 is a schematic flowchart of an embodiment of a method for estimating a power state of a drone battery provided by an embodiment of the present application;
图2为本申请实施例提供的电池一阶RC电路图;FIG. 2 is a first-order RC circuit diagram of a battery provided by an embodiment of the present application;
图3为本申请实施例提供的一种无人机电池的功率状态估算方法又一个实施例的流程示意图;3 is a schematic flowchart of another embodiment of a method for estimating a power state of a drone battery provided by an embodiment of the present application;
图4为本申请实施例提供的一种电子设备一个实施例的结构示意图。FIG. 4 is a schematic structural diagram of an embodiment of an electronic device according to an embodiment of the present application.
具体实施方式Detailed ways
为使本申请实施例的目的、技术方案和优点更加清楚,下面将结合本申请实施例中的附图,对本申请实施例中的技术方案进行清楚、完整地描述,显然,所描述的实施例是本申请一部分实施例,而不是全部的实施例。基于本申请中的实施例,本领域普通技术人员在没有做出创造性劳动前提下所获得的所有其他实施例,都属于本申请保护的范围。In order to make the purposes, technical solutions and advantages of the embodiments of the present application more clear, the technical solutions in the embodiments of the present application will be described clearly and completely below with reference to the drawings in the embodiments of the present application. Obviously, the described embodiments It is a part of the embodiments of the present application, but not all of the embodiments. Based on the embodiments in this application, all other embodiments obtained by those of ordinary skill in the art without creative efforts shall fall within the protection scope of this application.
除非另有定义,本文所使用的所有的技术和科学术语与属于本申请的技术领域的技术人员通常理解的含义相同。本文中在本申请的说明书中所使用的术语只是为了描述具体的实施例的目的,不是旨在于限制本申请。Unless otherwise defined, all technical and scientific terms used herein have the same meaning as commonly understood by one of ordinary skill in the technical field to which this application belongs. The terms used herein in the specification of the application are for the purpose of describing specific embodiments only, and are not intended to limit the application.
相较于传统的消费电子类产品,无人机内置电池的最大可输出功率直接影响无人机可飞行的环境与飞行中最大角度与速度,因此,无人机在起飞加速以及快速飞行的过程中,对无人机电池的最大可输出功率提出高的要求,也即对功率状态SOP提出高的要求。目前,在无人机电池管理领域,SOP算法功能的发展相对落后。常见的SOP估算方式为离线查表法:通过线下测试的方式建立SOP与SOC(State of charge,荷电状态)、电池的温度T之间的二维表格,在电池放电的过程,根据电池的SOC与T进行查表获取无人机电池当前状态下的SOP值。Compared with traditional consumer electronic products, the maximum output power of the built-in battery of the drone directly affects the flying environment of the drone and the maximum angle and speed in flight. Among them, high requirements are placed on the maximum output power of the UAV battery, that is, high requirements on the power state SOP. At present, in the field of UAV battery management, the development of SOP algorithm function is relatively backward. The common SOP estimation method is the offline table lookup method: a two-dimensional table between SOP and SOC (State of charge, state of charge) and battery temperature T is established by offline testing. During the battery discharge process, according to the battery The SOC and T are used to look up the table to obtain the SOP value of the drone battery in the current state.
该种方案常具有如下问题:This scheme often has the following problems:
1、电池功率状态SOP表无法更新,在电池老化后,SOP参数的精度误差大。1. The battery power status SOP table cannot be updated. After the battery is aged, the accuracy error of the SOP parameters is large.
2、离线标定参数的精度受样品的一致性与测试环境差异存在波动。2. The accuracy of offline calibration parameters fluctuates due to the consistency of the samples and the differences in the test environment.
3、为照顾冗余场景,SOP表的标定,通常较为保守。3. In order to take care of redundant scenarios, the calibration of the SOP table is usually conservative.
基于以上问题,导致使用离线查表法估算的SOP通常较真实值存在较大的偏差。该偏差会造成飞机的飞行性能受限,用户体验差或无人机电池的使用寿命减少,飞行安全性降低等问题。Based on the above problems, the SOP estimated by the offline look-up table method usually has a large deviation from the real value. This deviation will cause problems such as limited flight performance of the aircraft, poor user experience or reduced service life of the drone's battery, and reduced flight safety.
为解决以上问题,本发明设计根据放电过程中电压的动态变化来提高电池SOP估算精度的方法,以在保证用户飞行体验的前提下,提高飞行的安全性。In order to solve the above problems, the present invention designs a method for improving the battery SOP estimation accuracy according to the dynamic change of the voltage during the discharge process, so as to improve the flight safety under the premise of ensuring the user's flight experience.
下面将结合本申请实施例中的附图,对本申请实施例中的技术方案进行清楚、完整地描述,显然,所描述的实施例仅仅是本申请一部分实施例,而不是全部的实施例。基于本申请中的实施例,本领域技术人员在没有作出创造性劳动前提下所获得的所有其他实施例,都属于本申请保护的范围。The technical solutions in the embodiments of the present application will be clearly and completely described below with reference to the drawings in the embodiments of the present application. Obviously, the described embodiments are only a part of the embodiments of the present application, but not all of the embodiments. Based on the embodiments in this application, all other embodiments obtained by those skilled in the art without creative efforts shall fall within the protection scope of this application.
图1为本申请实施例提供的一种功率状态估算方法的流程示意图。如图1所示,该方法,包括:FIG. 1 is a schematic flowchart of a power state estimation method provided by an embodiment of the present application. As shown in Figure 1, the method includes:
101、获取所述无人机电池的待修正功率状态。101. Acquire the to-be-corrected power state of the drone battery.
102、确定所述无人机电池的当前开路电压、当前端电压、当前工作电流、以及所述无人机电池的放电截止电压。102. Determine the current open circuit voltage, current terminal voltage, current operating current, and discharge cut-off voltage of the drone battery of the drone battery.
103、根据所述当前开路电压、所述当前端电压、所述当前工作电流、以及所述放电截止电压,对所述待修正功率状态进行修正,得到修正后功率状态。103. Correct the to-be-corrected power state according to the current open-circuit voltage, the current terminal voltage, the current operating current, and the discharge cut-off voltage to obtain a corrected power state.
上述101中,上述待修正功率状态可按照现有的估算方法估算得到。In the above-mentioned 101, the above-mentioned power state to be corrected can be estimated according to the existing estimation method.
在一具体实例中,可通过查表法来确定无人机电池的待修正功率状态。具体地,上述101中“获取所述无人机电池的待修正功率状态”,可采用如下步骤来实现:In a specific example, the to-be-corrected power state of the UAV battery can be determined through a table look-up method. Specifically, in the above 101 "obtaining the power state to be corrected of the battery of the drone", the following steps can be used to achieve:
1011、确定所述无人机电池的当前温度以及当前荷电状态。1011. Determine the current temperature and current state of charge of the drone battery.
1012、根据所述当前温度以及所述当前荷电状态,通过查表法查找出对应的功率状态,以作为所述待修正功率状态。1012 . According to the current temperature and the current state of charge, look up a corresponding power state through a table look-up method, as the to-be-corrected power state.
上述1012中,根据当前温度以及当前荷电状态,在电池SOP表中查找出对应的功率状态,以作为待修正功率状态。In the above 1012, according to the current temperature and the current state of charge, the corresponding power state is found in the battery SOP table as the power state to be corrected.
上述102中,上述当前开路电压也可根据查表法查找到得到,具体地,根据无人机电池的当前荷电状态,通过查表法查找到与当前荷电状态对应的开路电压,以作为无人机的当前开路电压。可通过线下测试的方式建立开路电压与荷电状态之间的对应关系表。后续根据无人机电池的当前荷电状态,在该对应关系表中查找与当前荷电状态对应的开路电压。In the above 102, the above-mentioned current open-circuit voltage can also be found according to the table look-up method. Specifically, according to the current state of charge of the drone battery, the open-circuit voltage corresponding to the current state of charge is found by the look-up table method, as The current open circuit voltage of the drone. The correspondence table between the open circuit voltage and the state of charge can be established by offline testing. Subsequently, according to the current state of charge of the drone battery, the open-circuit voltage corresponding to the current state of charge is searched in the correspondence table.
上述103中,根据所述当前开路电压、所述当前端电压、所述当前工作电流、以及所述放电截止电压,对所述待修正功率状态进行修正,得到修正后功率状态。In the above 103, according to the current open circuit voltage, the current terminal voltage, the current operating current, and the discharge cut-off voltage, the power state to be corrected is corrected to obtain the corrected power state.
本申请实施例提供的技术方案中,结合无人机电池当前状态下的电压、电流、开路电压、放电截止电压等物理量对无人机电池的功率状态进行修正,使得修正后功率状态更加贴近真实值,也即提高了功率状态的估算精度,进而有助于释放无人机电池的功率性能以保证用户飞行过程中的体验和手感,还可提高无人机电池和飞机在使用过程中的安全性。并且,结合无人机电池的当前开路电压这个物理量进行功率状态的修正,使得修正后功率状态是一个持续功率状态,而不是一个瞬时功率状态,有助于保证无人机的飞行平稳性,避免了无人机飞行时的频繁波动。In the technical solutions provided in the embodiments of the present application, the power state of the drone battery is corrected in combination with physical quantities such as voltage, current, open-circuit voltage, and discharge cut-off voltage in the current state of the drone battery, so that the corrected power state is closer to reality It also improves the estimation accuracy of the power state, which in turn helps to release the power performance of the UAV battery to ensure the user's experience and feel during flight, and also improves the safety of the UAV battery and the aircraft during use. sex. In addition, combined with the physical quantity of the current open-circuit voltage of the UAV battery, the power state is corrected, so that the corrected power state is a continuous power state rather than an instantaneous power state, which helps to ensure the flight stability of the UAV and avoid The frequent fluctuations when the drone is flying.
在一种可实现的方案中,上述103中“根据所述当前开路电压、所述当前端电压、所述当前工作电流、以及所述放电截止电压,对所述待修正功率状态进行修正,得到修正后功率状态”,具体可采用如下步骤来实现:In an achievable solution, in 103 above, “According to the current open-circuit voltage, the current terminal voltage, the current operating current, and the discharge cut-off voltage, correct the power state to be corrected to obtain Corrected power state", the following steps can be used to achieve:
1031、根据所述当前开路电压、所述当前端电压、所述当前工作电流以及所述放电截止电压,确定参考功率状态。1031. Determine a reference power state according to the current open circuit voltage, the current terminal voltage, the current operating current, and the discharge cut-off voltage.
1032、根据所述参考功率状态对所述待修正功率状态进行修正,得到修正后功率状态。1032. Correct the to-be-corrected power state according to the reference power state to obtain a corrected power state.
在第一种可实现的方案中,上述1031中,参考功率状态SOP 1的计算公式如下: In the first achievable solution, in the above 1031, the calculation formula of the reference power state SOP 1 is as follows:
Figure PCTCN2021072540-appb-000001
Figure PCTCN2021072540-appb-000001
其中,V oc为无人机电池的当前开路电压;V end为无人机电池的放电截止电压;r为无人机电池的内阻。 Among them, V oc is the current open circuit voltage of the drone battery; V end is the discharge cut-off voltage of the drone battery; r is the internal resistance of the drone battery.
其中,无人机电池的内阻r的计算公式如下:Among them, the calculation formula of the internal resistance r of the UAV battery is as follows:
Figure PCTCN2021072540-appb-000002
Figure PCTCN2021072540-appb-000002
其中,V o为无人机电池的当前输出电压(也即当前端电压);I o为无人机 电池的当前工作电流。 Among them, V o is the current output voltage of the drone battery (that is, the current terminal voltage); I o is the current operating current of the drone battery.
联立上述公式(1)和公式(2),可得到:Combining the above formula (1) and formula (2), we can get:
Figure PCTCN2021072540-appb-000003
Figure PCTCN2021072540-appb-000003
可见,采用上述公式(3),根据所述当前开路电压V oc、所述当前端电压V o、所述当前工作电流I o以及所述放电截止电压V end,可计算出参考功率状态SOP 1的值。 It can be seen that, using the above formula (3), the reference power state SOP 1 can be calculated according to the current open circuit voltage V oc , the current terminal voltage V o , the current operating current I o and the discharge cut-off voltage V end . value of .
在本实施例中,可直接将所述当前开路电压V oc、所述当前端电压V o、所述当前工作电流I o以及所述放电截止电压V end的值带入到上述公式(3)中,计算出参考功率状态SOP 1的值。 In this embodiment, the values of the current open circuit voltage V oc , the current terminal voltage V o , the current operating current I o and the discharge cut-off voltage V end can be directly brought into the above formula (3) , the value of the reference power state SOP 1 is calculated.
上述1032中,可综合参考功率状态和待修正功率状态,来确定修正后功率状态。In the above 1032, the reference power state and the to-be-corrected power state may be integrated to determine the corrected power state.
在一具体实例中,可分别获取参考功率状态对应的第一权重以及待修正功率状态的第二权重;结合第一权重和第二权重,对参考功率状态和待修正功率状态进行加权求和,得到修正后功率状态。上述第一权重和第二权重可根据实际需要来设定,本申请实施例对此不做具体限定。In a specific example, the first weight corresponding to the reference power state and the second weight of the to-be-corrected power state can be obtained respectively; the reference power state and the to-be-corrected power state are weighted and summed in combination with the first weight and the second weight, Get the corrected power state. The foregoing first weight and second weight may be set according to actual needs, which are not specifically limited in this embodiment of the present application.
举例来说:参考功率状态SOP 1对应的第一权重为α;待修正功率状态SOP 0对应的第二权重为β;那么,修正后功率状态SOP 2为: For example: the first weight corresponding to the reference power state SOP 1 is α; the second weight corresponding to the power state SOP 0 to be corrected is β; then, the corrected power state SOP 2 is:
SOP 2=α*SOP 0+β*SOP 1(4) SOP 2 =α*SOP 0 +β*SOP 1 (4)
在第二种可实现的方案中,上述1031中“根据所述当前开路电压、所述当前端电压、所述当前工作电流以及所述放电截止电压,确定参考功率状态”,具体可采用如下步骤来实现:In the second achievable solution, in the above 1031 “determine the reference power state according to the current open circuit voltage, the current terminal voltage, the current operating current and the discharge cut-off voltage”, the following steps may be used specifically to fulfill:
S11、根据所述当前开路电压、所述当前端电压以及所述放电截止电压,确定所述无人机电池的当前输出功率与待计算的所述参考功率状态的比值,以作为修正系数。S11. According to the current open circuit voltage, the current terminal voltage and the discharge cut-off voltage, determine the ratio of the current output power of the drone battery to the reference power state to be calculated as a correction coefficient.
S12、根据所述当前端电压以及所述当前工作电流,确定所述当前输出功率。S12. Determine the current output power according to the current terminal voltage and the current working current.
S13、根据所述修正系数以及所述当前输出功率,确定所述参考功率状态。S13. Determine the reference power state according to the correction coefficient and the current output power.
上述S11中,无人机电池的当前输出功率P的计算公式如下:In the above S11, the calculation formula of the current output power P of the UAV battery is as follows:
Figure PCTCN2021072540-appb-000004
Figure PCTCN2021072540-appb-000004
其中,P为无人机电池的当前输出功率;V o为无人机电池的当前输出电压;I o为无人机电池的当前工作电流;V oc为无人机电池的当前开路电压;r为无人机电池的内阻。其中,V oc的大小可根据无人机电池的当前荷电状态SOC(State ofcharge)进行查表得到。其中,r的计算公式(6)可结合无人机电池一阶RC模型(如图2所示)确定。r的计算公式(6)具体为: Among them, P is the current output power of the UAV battery; V o is the current output voltage of the UAV battery; I o is the current operating current of the UAV battery; V oc is the current open-circuit voltage of the UAV battery; r is the internal resistance of the drone battery. Among them, the size of V oc can be obtained by looking up the table according to the current state of charge (SOC) of the battery of the drone. Among them, the calculation formula (6) of r can be determined in combination with the first-order RC model of the UAV battery (as shown in Figure 2). The calculation formula (6) of r is specifically:
Figure PCTCN2021072540-appb-000005
Figure PCTCN2021072540-appb-000005
其中,R s为欧姆内阻,R p为极化内阻,C p为极化电容,t为电池使用时间。 Among them, R s is the ohmic internal resistance, R p is the polarization internal resistance, C p is the polarization capacitance, and t is the battery life time.
根据上述公式(5)和(1),可得到所述无人机电池的当前输出功率P与待计算的所述参考功率状态SOP 1的比值η: According to the above formulas (5) and (1), the ratio η of the current output power P of the UAV battery to the reference power state SOP 1 to be calculated can be obtained:
Figure PCTCN2021072540-appb-000006
Figure PCTCN2021072540-appb-000006
将上述比值η作为修正系数。The above ratio η is used as a correction coefficient.
上述S12中,将当前端电压与当前工作电流的乘积,作为当前输出功率P。In the above S12, the product of the current terminal voltage and the current operating current is taken as the current output power P.
上述S13中,参考功率状态SOP 1可采用如下公式(8)计算得到: In the above S13, the reference power state SOP 1 can be calculated by using the following formula (8):
Figure PCTCN2021072540-appb-000007
Figure PCTCN2021072540-appb-000007
在第三种可实现的方案中,上述1031中“根据所述当前开路电压、所述当前端电压、所述当前工作电流以及所述放电截止电压,确定参考功率状态”,具体可采用如下步骤来实现:In the third achievable solution, in the above 1031 "determine the reference power state according to the current open circuit voltage, the current terminal voltage, the current operating current and the discharge cut-off voltage", the following steps may be used specifically to fulfill:
S21a、根据所述无人机电池的当前开路电压、当前端电压、当前工作电流,确定所述无人机电池的内阻。S21a: Determine the internal resistance of the drone battery according to the current open circuit voltage, current terminal voltage, and current operating current of the drone battery.
S22a、根据所述内阻、所述放电截止电压以及所述当前开路电压,确定所述无人机电池的参考功率状态。S22a: Determine the reference power state of the drone battery according to the internal resistance, the discharge cut-off voltage, and the current open-circuit voltage.
上述S21中,可将无人机电池的当前开路电压、当前端电压、当前工作电流的值输入至上述公式(2)中,得到所述无人机电池的内阻。In the above S21, the values of the current open circuit voltage, the current terminal voltage and the current working current of the drone battery can be input into the above formula (2) to obtain the internal resistance of the drone battery.
需要说明的是,利用当前开路电压,也即利用上述公式(2),计算得到的无人机电池的内阻是一个平均值,而非瞬时值,也即计算得到的参考功率状态是一个持续功率状态,这样,就使得最终得到的修正后功率状态也为一个持续功率状态,而非瞬时功率状态。需要说明的是,无人机在运动状态发生变化的过程中,其飞行会发生波动,即飞行不够平稳。由于本申请实施例提供的技术方案确定的功率状态为持续功率状态,那么,无人机按照本申请实施例提供的技术方案确定的功率状态调整飞机运动状态(例如:速度、姿态)至目标运动状态后,可持续平稳飞行一段时间,这段时间内按照本申请实施例提供的技术方案确定的电池功率状态是保持不变的,因此,无需频繁改变无人机运动状态,避免了飞机在飞行中频繁波动。It should be noted that using the current open circuit voltage, that is, using the above formula (2), the calculated internal resistance of the UAV battery is an average value, not an instantaneous value, that is, the calculated reference power state is a continuous power state, so that the final corrected power state is also a continuous power state rather than an instantaneous power state. It should be noted that when the motion state of the UAV changes, its flight will fluctuate, that is, the flight is not stable enough. Since the power state determined by the technical solution provided in the embodiment of the present application is a continuous power state, the UAV adjusts the aircraft motion state (for example, speed, attitude) to the target motion according to the power state determined by the technical solution provided by the embodiment of the present application. After the state, it can continue to fly smoothly for a period of time. During this period, the battery power state determined according to the technical solution provided by the embodiment of the present application remains unchanged. Therefore, there is no need to frequently change the motion state of the UAV, which prevents the aircraft from flying. fluctuates frequently.
注:若基于瞬时功率状态调整飞机运动状态到目标运动状态后,由于当前的瞬时功率状态会随之发生了改变,无人机又必须结合新的瞬时功率状态来调整飞机的运动状态。也就是说,无人机会频繁地调整飞机运动状态,导致飞机在飞行中频繁的波动。Note: If the aircraft motion state is adjusted to the target motion state based on the instantaneous power state, since the current instantaneous power state will change accordingly, the UAV must adjust the aircraft motion state in combination with the new instantaneous power state. That is to say, the UAV will frequently adjust the motion state of the aircraft, resulting in frequent fluctuations of the aircraft during flight.
上述S22a中,可将所述内阻、所述放电截止电压以及所述当前开路电压的值输入至上述公式(1)中,得到所述无人机电池的参考功率状态。In the above S22a, the values of the internal resistance, the discharge cut-off voltage and the current open circuit voltage can be input into the above formula (1) to obtain the reference power state of the drone battery.
在第四种可实现的方案中,上述1031中“根据所述当前开路电压、所述当前端电压、所述当前工作电流以及所述放电截止电压,确定参考功率状态”,具体可采用如下步骤来实现:In the fourth achievable solution, in the above 1031, “determine the reference power state according to the current open circuit voltage, the current terminal voltage, the current operating current and the discharge cut-off voltage”, the following steps may be used specifically to fulfill:
S21b、根据所述无人机电池的当前开路电压、当前端电压、当前工作电流,确定所述无人机电池的内阻。S21b: Determine the internal resistance of the drone battery according to the current open circuit voltage, current terminal voltage, and current operating current of the drone battery.
S22b、根据所述内阻、所述放电截止电压、所述当前端电压以及所述当前工作电流,确定所述无人机电池的参考功率状态。S22b: Determine the reference power state of the drone battery according to the internal resistance, the discharge cut-off voltage, the current terminal voltage, and the current operating current.
上述S21b中,可无人机电池的当前开路电压、当前端电压、当前工作电流的值输入至上述公式(2)中,得到所述无人机电池的内阻。In the above S21b, the values of the current open circuit voltage, current terminal voltage and current working current of the drone battery can be input into the above formula (2) to obtain the internal resistance of the drone battery.
可事先对上述公式(3)进行变形得到下述公式(9):The following formula (9) can be obtained by deforming the above formula (3) in advance:
Figure PCTCN2021072540-appb-000008
Figure PCTCN2021072540-appb-000008
在上述S22b中,可将所述内阻、所述放电截止电压、所述当前端电压以及所述当前工作电流的值输入到上述公式(9)中,可计算得到无人机电池的参考功率状态值。In the above S22b, the values of the internal resistance, the discharge cut-off voltage, the current terminal voltage and the current working current can be input into the above formula (9), and the reference power of the drone battery can be calculated. Status value.
综上所述,本申请可以很好的运用查表法估算SOP,实现方案简单、代码运算量少的优点;在此基础加入实时电压等物理量对查表法得到的SOP进行修正,很好的弥补了离线SOP方案的SOP精度不足的缺点:一方面从很大程度上释放了电池的功率性能保证了用户飞行过程中的体验和手感,另一方面也提高了电池和飞机在使用过程中的安全性。In summary, the application can use the table lookup method to estimate the SOP, and realize the advantages of simple solution and less code calculation; on this basis, physical quantities such as real-time voltage are added to correct the SOP obtained by the lookup table method, which is very good. It makes up for the shortcomings of the lack of SOP accuracy of the offline SOP scheme: on the one hand, the power performance of the battery is released to a large extent to ensure the user's experience and feel during flight, and on the other hand, it also improves the battery and the aircraft during use. safety.
由于无人机的工况变化剧烈,在无人机飞行过程中是不希望估算得到的功率状态值存在突跳情况出现的。一旦估算得到的功率状态值存在突跳情况,就会使得无人机飞行产生较大的波动,飞行平稳性较差。申请人经过研究发现,引起估算得到的功率状态值突跳的原因在于无人机电池的内阻估算的突跳。因此,为了避免估算得到的功率状态产生突跳,可采用卡尔曼滤波器对上述内阻进行滤波,得到滤波后内阻。这样,后续以滤波后内阻代替上述内阻进行无人机电池的参考功率状态的估算。Since the working conditions of the UAV change drastically, it is not expected that the estimated power state value has a sudden jump during the flight of the UAV. Once there is a sudden jump in the estimated power state value, the flight of the UAV will fluctuate greatly, and the flight stability will be poor. The applicant found through research that the reason for the sudden jump in the estimated power state value is the sudden jump in the estimation of the internal resistance of the battery of the drone. Therefore, in order to avoid a sudden jump in the estimated power state, a Kalman filter can be used to filter the above-mentioned internal resistance to obtain the filtered internal resistance. In this way, the post-filtered internal resistance is used instead of the above-mentioned internal resistance to estimate the reference power state of the UAV battery.
这样,在无人机飞行过程中,通过对内阻的卡尔曼滤波处理,可以让内阻平滑的过度,不会出现内阻突跳,进而不会出现修正后功率状态的突跳。针对无人机这种工况变化剧烈的情况,采用本申请实施例提供的技术方案, 可以使无人机飞行的平稳性更高;方案的适用性更好,对无人机的可控性更高。In this way, during the flight of the UAV, the internal resistance can be smoothly transitioned through the Kalman filter processing of the internal resistance, and there will be no sudden jump of the internal resistance, and thus no sudden jump of the corrected power state. In view of the situation where the working conditions of the drone change drastically, the technical solutions provided by the embodiments of the present application can make the flight of the drone more stable; the applicability of the solution is better, and the controllability of the drone can be improved. higher.
下面将结合图3对本申请实施例提供的技术方案进行详细介绍:The technical solutions provided by the embodiments of the present application will be described in detail below with reference to FIG. 3 :
步骤301:获取无人机电池的当前温度T。Step 301: Obtain the current temperature T of the battery of the drone.
步骤302:获取无人机电池的当前荷电状态SOC。Step 302: Obtain the current state of charge SOC of the battery of the drone.
步骤303:获取无人机电池的当前工作电流I oStep 303: Obtain the current working current I o of the battery of the drone.
步骤304:获取无人机电池的当前端电压V oStep 304: Obtain the current terminal voltage V o of the drone battery.
步骤305:根据当前温度T以及当前荷电状态SOC,通过查表法得到待修正功率状态SOP 0Step 305 : According to the current temperature T and the current state of charge SOC, the power state to be corrected SOP 0 is obtained through a table look-up method.
步骤306:计算得到无人机电池的内阻r。Step 306: Calculate the internal resistance r of the drone battery.
具体地,根据当前荷电状态SOC,通过查表法得到当前开路电压V oc。将V oc、I o以及V o输入到上述公式(2)中,得到内阻r。 Specifically, according to the current state of charge SOC, the current open circuit voltage V oc is obtained through a table look-up method. Input V oc , I o and V o into the above formula (2) to obtain the internal resistance r.
步骤307:利用卡尔曼滤波器对内阻r进行滤波得到滤波后内阻r kfStep 307: Filter the internal resistance r by using the Kalman filter to obtain the filtered internal resistance r kf .
具体地,可将上述内阻r看成是一个观测内阻值;可利用卡尔曼滤波器预测出一个预测内阻值;根据预测内阻值对观测内阻值(也即上述内阻r)进行修正,得到滤波后内阻r kf。卡尔曼滤波器的具体实现可参见现有技术,在此不再详述。 Specifically, the above-mentioned internal resistance r can be regarded as an observed internal resistance value; a predicted internal resistance value can be predicted by using Kalman filter; according to the predicted internal resistance value, the observed internal resistance value (that is, the above-mentioned internal resistance r) Correction is made to obtain the filtered internal resistance r kf . For the specific implementation of the Kalman filter, reference may be made to the prior art, which will not be described in detail here.
步骤308:计算得到参考功率状态SOP 1Step 308: Calculate and obtain the reference power state SOP 1 .
可利用下述公式(10)计算的到SOP 1To SOP 1 can be calculated using the following formula (10):
Figure PCTCN2021072540-appb-000009
Figure PCTCN2021072540-appb-000009
步骤309:计算得到修正后功率状态SOP 2Step 309: Calculate the corrected power state SOP 2 .
可将SOP 1以及SOP 0值代入至上述公式(4),得到SOP 2值。 The SOP 1 and SOP 0 values can be substituted into the above formula (4) to obtain the SOP 2 value.
本实施例中,基于查表法的SOP,具有算法简单易于实现和成本优势,同时算法稳定性好;根据电压等特征参数,实时修正SOP的输出,可以照顾电池的差异性、各种老化,增加SOP的可靠性、准确性和广泛适用性,提高SOP的 估算精度。In this embodiment, the SOP based on the look-up table method has the advantages of simple algorithm, easy implementation and cost, and at the same time, the algorithm has good stability; according to the characteristic parameters such as voltage, the output of the SOP can be corrected in real time, which can take into account the difference of the battery and various aging. Increase the reliability, accuracy and wide applicability of SOP, and improve the estimation accuracy of SOP.
图4示出了本申请一实施例提供的电子设备的结构示意图。如图4所示,所述电子设备包括存储器1101以及处理器1102。FIG. 4 shows a schematic structural diagram of an electronic device provided by an embodiment of the present application. As shown in FIG. 4 , the electronic device includes a memory 1101 and a processor 1102 .
存储器1101,用于存储计算机程序;a memory 1101 for storing computer programs;
处理器1102,用于执行以下操作:The processor 1102 is configured to perform the following operations:
获取所述无人机电池的待修正功率状态;Obtain the to-be-corrected power state of the UAV battery;
确定所述无人机电池的当前开路电压、当前端电压、当前工作电流、以及所述无人机电池的放电截止电压;Determine the current open circuit voltage, current terminal voltage, current working current, and discharge cut-off voltage of the drone battery of the drone battery;
根据所述当前开路电压、所述当前端电压、所述当前工作电流、以及所述放电截止电压,对所述待修正功率状态进行修正,得到修正后功率状态。According to the current open circuit voltage, the current terminal voltage, the current operating current, and the discharge cut-off voltage, the power state to be corrected is corrected to obtain a corrected power state.
可选的,所述处理器1102根据所述当前开路电压、所述当前端电压、所述当前工作电流、以及所述放电截止电压,对所述待修正功率状态进行修正,得到修正后功率状态时,具体用于:Optionally, the processor 1102 corrects the to-be-corrected power state according to the current open-circuit voltage, the current terminal voltage, the current operating current, and the discharge cut-off voltage to obtain a corrected power state. , specifically for:
根据所述当前开路电压、所述当前端电压、所述当前工作电流以及所述放电截止电压,确定参考功率状态;determining a reference power state according to the current open circuit voltage, the current terminal voltage, the current operating current and the discharge cut-off voltage;
根据所述参考功率状态对所述待修正功率状态进行修正,得到修正后功率状态。The to-be-corrected power state is corrected according to the reference power state to obtain a corrected power state.
可选的,所述处理器1102根据所述当前开路电压、所述当前端电压、所述当前工作电流以及所述放电截止电压,确定参考功率状态时,具体用于:Optionally, when the processor 1102 determines the reference power state according to the current open circuit voltage, the current terminal voltage, the current operating current, and the discharge cut-off voltage, it is specifically used for:
根据所述当前开路电压、所述当前端电压以及所述放电截止电压,确定所述无人机电池的当前输出功率与待计算的所述参考功率状态的比值,以作为修正系数;According to the current open circuit voltage, the current terminal voltage and the discharge cut-off voltage, determine the ratio of the current output power of the drone battery to the reference power state to be calculated as a correction coefficient;
根据所述当前端电压以及所述当前工作电流,确定所述当前输出功率;Determine the current output power according to the current terminal voltage and the current working current;
根据所述修正系数以及所述当前输出功率,确定所述参考功率状态。The reference power state is determined according to the correction factor and the current output power.
可选的,所述处理器1102根据所述当前开路电压、所述当前端电压、所述当前工作电流以及所述放电截止电压,确定参考功率状态时,具体用于:Optionally, when the processor 1102 determines the reference power state according to the current open circuit voltage, the current terminal voltage, the current operating current, and the discharge cut-off voltage, it is specifically used for:
根据所述无人机电池的当前开路电压、当前端电压、当前工作电流,确定所述无人机电池的内阻;Determine the internal resistance of the drone battery according to the current open circuit voltage, current terminal voltage, and current operating current of the drone battery;
根据所述内阻、所述放电截止电压以及所述当前开路电压,确定所述无人机电池的参考功率状态;或者Determine the reference power state of the drone battery according to the internal resistance, the discharge cut-off voltage and the current open-circuit voltage; or
根据所述内阻、所述放电截止电压、所述当前端电压以及所述当前工作电流,确定所述无人机电池的参考功率状态。The reference power state of the drone battery is determined according to the internal resistance, the discharge cut-off voltage, the current terminal voltage and the current working current.
可选的,所述处理器1102在确定所述无人机电池的参考功率状态之前,还用于:Optionally, before determining the reference power state of the battery of the drone, the processor 1102 is further configured to:
采用卡尔曼滤波器对所述内阻进行滤波,得到滤波后内阻。The internal resistance is filtered by using a Kalman filter to obtain the filtered internal resistance.
可选的,所述处理器1102根据所述参考功率状态对所述待修正功率状态进行修正,得到修正后功率状态时,具体用于:Optionally, when the processor 1102 corrects the to-be-corrected power state according to the reference power state, and obtains the corrected power state, it is specifically used for:
获取所述参考功率状态对应的第一权重以及所述待修正功率状态的第二权重;obtaining a first weight corresponding to the reference power state and a second weight of the to-be-corrected power state;
结合所述第一权重和所述第二权重,对所述参考功率状态和所述待修正功率状态进行加权求和,得到修正后功率状态。Combined with the first weight and the second weight, weighted summation is performed on the reference power state and the to-be-corrected power state to obtain a corrected power state.
可选的,所述处理器1102,还用于:Optionally, the processor 1102 is further configured to:
根据所述无人机电池的当前荷电状态,通过查表法查找到与所述当前荷电状态对应的开路电压,以作为所述无人机电池的当前开路电压。According to the current state of charge of the UAV battery, the open circuit voltage corresponding to the current state of charge is found through a table look-up method, as the current open circuit voltage of the UAV battery.
可选的,所述处理器1102获取所述无人机电池的待修正功率状态时,具体用于:Optionally, when the processor 1102 acquires the to-be-corrected power state of the drone battery, it is specifically used to:
确定所述无人机电池的当前温度以及当前荷电状态;determining the current temperature and current state of charge of the drone battery;
根据所述当前温度以及所述当前荷电状态,通过查表法查找出对应的功率状态,以作为所述待修正功率状态。According to the current temperature and the current state of charge, a corresponding power state is found by a table look-up method as the to-be-corrected power state.
相应地,本申请实施例还提供一种存储有计算机程序的计算机可读存储介质,所述计算机程序被计算机执行时能够实现上述各方法实施例提供的无人机电池的功率状态估算方法的步骤或功能。Correspondingly, the embodiments of the present application also provide a computer-readable storage medium storing a computer program, and when the computer program is executed by a computer, the steps of the method for estimating the power state of a drone battery provided by the above method embodiments can be implemented. or function.
以上各个实施例中的技术方案、技术特征在与本相冲突的情况下均可以单独,或者进行组合,只要未超出本领域技术人员的认知范围,均属于本申请保护范围内的等同实施例。The technical solutions and technical features in the above embodiments can be used alone or combined in the case of conflict with the present invention, as long as they do not exceed the cognitive scope of those skilled in the art, they all belong to the equivalent embodiments within the protection scope of the present application .
以上所述仅为本申请的实施例,并非因此限制本申请的专利范围,凡是利用本申请说明书及附图内容所作的等效结构或等效流程变换,或直接或间接运用在其他相关的技术领域,均同理包括在本申请的专利保护范围内。The above are only the embodiments of the present application, and are not intended to limit the scope of the patent of the present application. Any equivalent structure or equivalent process transformation made by using the contents of the description and drawings of the present application, or directly or indirectly applied to other related technologies Fields are similarly included within the scope of patent protection of this application.
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,并不使相应技术方案的本质脱离本发明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 present application, but not to limit them; although the present application has been described in detail with reference to the foregoing embodiments, those of ordinary skill in the art should understand that: The technical solutions described in the foregoing embodiments can still be modified, or some or all of the technical features thereof can be equivalently replaced; and these modifications or replacements do not make the essence of the corresponding technical solutions deviate from the technical solutions of the embodiments of the present invention. scope.

Claims (16)

  1. 一种无人机电池的功率状态估算方法,其特征在于,包括:A method for estimating the power state of a drone battery, comprising:
    获取所述无人机电池的待修正功率状态;Obtain the to-be-corrected power state of the UAV battery;
    确定所述无人机电池的当前开路电压、当前端电压、当前工作电流、以及所述无人机电池的放电截止电压;Determine the current open circuit voltage, current terminal voltage, current working current, and discharge cut-off voltage of the drone battery of the drone battery;
    根据所述当前开路电压、所述当前端电压、所述当前工作电流、以及所述放电截止电压,对所述待修正功率状态进行修正,得到修正后功率状态。According to the current open circuit voltage, the current terminal voltage, the current working current, and the discharge cut-off voltage, the power state to be corrected is corrected to obtain a corrected power state.
  2. 根据权利要求1所述的方法,其特征在于,根据所述当前开路电压、所述当前端电压、所述当前工作电流、以及所述放电截止电压,对所述待修正功率状态进行修正,得到修正后功率状态,包括:The method according to claim 1, wherein, according to the current open circuit voltage, the current terminal voltage, the current working current, and the discharge cut-off voltage, the power state to be corrected is corrected to obtain Corrected power status, including:
    根据所述当前开路电压、所述当前端电压、所述当前工作电流以及所述放电截止电压,确定参考功率状态;determining a reference power state according to the current open circuit voltage, the current terminal voltage, the current operating current and the discharge cut-off voltage;
    根据所述参考功率状态对所述待修正功率状态进行修正,得到修正后功率状态。The to-be-corrected power state is corrected according to the reference power state to obtain a corrected power state.
  3. 根据权利要求2所述的方法,其特征在于,根据所述当前开路电压、所述当前端电压、所述当前工作电流以及所述放电截止电压,确定参考功率状态,包括:The method according to claim 2, wherein determining the reference power state according to the current open circuit voltage, the current terminal voltage, the current operating current and the discharge cut-off voltage, comprising:
    根据所述当前开路电压、所述当前端电压以及所述放电截止电压,确定所述无人机电池的当前输出功率与待计算的所述参考功率状态的比值,以作为修正系数;According to the current open circuit voltage, the current terminal voltage and the discharge cut-off voltage, determine the ratio of the current output power of the drone battery to the reference power state to be calculated as a correction coefficient;
    根据所述当前端电压以及所述当前工作电流,确定所述当前输出功率;Determine the current output power according to the current terminal voltage and the current working current;
    根据所述修正系数以及所述当前输出功率,确定所述参考功率状态。The reference power state is determined according to the correction factor and the current output power.
  4. 根据权利要求2所述的方法,其特征在于,根据所述当前开路电压、所述当前端电压、所述当前工作电流以及所述放电截止电压,确定参考功率 状态,包括:The method according to claim 2, wherein determining the reference power state according to the current open circuit voltage, the current terminal voltage, the current operating current and the discharge cut-off voltage, comprising:
    根据所述无人机电池的当前开路电压、当前端电压、当前工作电流,确定所述无人机电池的内阻;Determine the internal resistance of the drone battery according to the current open circuit voltage, current terminal voltage, and current operating current of the drone battery;
    根据所述内阻、所述放电截止电压以及所述当前开路电压,确定所述无人机电池的参考功率状态;或者Determine the reference power state of the drone battery according to the internal resistance, the discharge cut-off voltage and the current open-circuit voltage; or
    根据所述内阻、所述放电截止电压、所述当前端电压以及所述当前工作电流,确定所述无人机电池的参考功率状态。The reference power state of the drone battery is determined according to the internal resistance, the discharge cut-off voltage, the current terminal voltage and the current working current.
  5. 根据权利要求4所述的方法,其特征在于,在确定所述无人机电池的参考功率状态之前,还包括:The method according to claim 4, characterized in that before determining the reference power state of the battery of the drone, further comprising:
    采用卡尔曼滤波器对所述内阻进行滤波,得到滤波后内阻。The internal resistance is filtered by using a Kalman filter to obtain the filtered internal resistance.
  6. 根据权利要求2至5中任一项所述的方法,其特征在于,根据所述参考功率状态对所述待修正功率状态进行修正,得到修正后功率状态,包括:The method according to any one of claims 2 to 5, wherein, correcting the to-be-corrected power state according to the reference power state to obtain the corrected power state, comprising:
    获取所述参考功率状态对应的第一权重以及所述待修正功率状态的第二权重;obtaining a first weight corresponding to the reference power state and a second weight of the to-be-corrected power state;
    结合所述第一权重和所述第二权重,对所述参考功率状态和所述待修正功率状态进行加权求和,得到修正后功率状态。Combined with the first weight and the second weight, weighted summation is performed on the reference power state and the to-be-corrected power state to obtain a corrected power state.
  7. 根据权利要求1至5中任一项所述的方法,其特征在于,还包括:The method according to any one of claims 1 to 5, characterized in that, further comprising:
    根据所述无人机电池的当前荷电状态,通过查表法查找到与所述当前荷电状态对应的开路电压,以作为所述无人机电池的当前开路电压。According to the current state of charge of the UAV battery, the open circuit voltage corresponding to the current state of charge is found through a table look-up method, as the current open circuit voltage of the UAV battery.
  8. 根据权利要求1至5中任一项所述的方法,其特征在于,获取所述无人机电池的待修正功率状态,包括:The method according to any one of claims 1 to 5, wherein acquiring the to-be-corrected power state of the UAV battery comprises:
    确定所述无人机电池的当前温度以及当前荷电状态;determining the current temperature and current state of charge of the drone battery;
    根据所述当前温度以及所述当前荷电状态,通过查表法查找出对应的功率状态,以作为所述待修正功率状态。According to the current temperature and the current state of charge, a corresponding power state is found by a table look-up method as the to-be-corrected power state.
  9. 一种电子设备,其特征在于,包括:An electronic device, comprising:
    存储器,用于存储计算机程序;memory for storing computer programs;
    处理器,用于执行以下操作:A processor that performs the following operations:
    获取所述无人机电池的待修正功率状态;Obtain the to-be-corrected power state of the UAV battery;
    确定所述无人机电池的当前开路电压、当前端电压、当前工作电流、以及所述无人机电池的放电截止电压;Determine the current open circuit voltage, current terminal voltage, current working current, and discharge cut-off voltage of the drone battery of the drone battery;
    根据所述当前开路电压、所述当前端电压、所述当前工作电流、以及所述放电截止电压,对所述待修正功率状态进行修正,得到修正后功率状态。According to the current open circuit voltage, the current terminal voltage, the current working current, and the discharge cut-off voltage, the power state to be corrected is corrected to obtain a corrected power state.
  10. 根据权利要求9所述的设备,其特征在于,所述处理器根据所述当前开路电压、所述当前端电压、所述当前工作电流、以及所述放电截止电压,对所述待修正功率状态进行修正,得到修正后功率状态时,具体用于:The device according to claim 9, wherein the processor determines the to-be-corrected power state according to the current open-circuit voltage, the current terminal voltage, the current operating current, and the discharge cut-off voltage When the correction is performed to obtain the corrected power state, it is specifically used for:
    根据所述当前开路电压、所述当前端电压、所述当前工作电流以及所述放电截止电压,确定参考功率状态;determining a reference power state according to the current open circuit voltage, the current terminal voltage, the current operating current and the discharge cut-off voltage;
    根据所述参考功率状态对所述待修正功率状态进行修正,得到修正后功率状态。The to-be-corrected power state is corrected according to the reference power state to obtain a corrected power state.
  11. 根据权利要求10所述的设备,其特征在于,所述处理器根据所述当前开路电压、所述当前端电压、所述当前工作电流以及所述放电截止电压,确定参考功率状态时,具体用于:The device according to claim 10, wherein when the processor determines the reference power state according to the current open circuit voltage, the current terminal voltage, the current operating current and the discharge cut-off voltage, the processor specifically uses At:
    根据所述当前开路电压、所述当前端电压以及所述放电截止电压,确定所述无人机电池的当前输出功率与待计算的所述参考功率状态的比值,以作为修正系数;According to the current open circuit voltage, the current terminal voltage and the discharge cut-off voltage, determine the ratio of the current output power of the drone battery to the reference power state to be calculated as a correction factor;
    根据所述当前端电压以及所述当前工作电流,确定所述当前输出功率;Determine the current output power according to the current terminal voltage and the current working current;
    根据所述修正系数以及所述当前输出功率,确定所述参考功率状态。The reference power state is determined according to the correction factor and the current output power.
  12. 根据权利要求10所述的设备,其特征在于,所述处理器根据所述当前开路电压、所述当前端电压、所述当前工作电流以及所述放电截止电压,确定参考功率状态时,具体用于:The device according to claim 10, wherein when the processor determines the reference power state according to the current open circuit voltage, the current terminal voltage, the current operating current and the discharge cut-off voltage, the processor specifically uses At:
    根据所述无人机电池的当前开路电压、当前端电压、当前工作电流,确定所述无人机电池的内阻;Determine the internal resistance of the drone battery according to the current open circuit voltage, current terminal voltage, and current operating current of the drone battery;
    根据所述内阻、所述放电截止电压以及所述当前开路电压,确定所述无人机电池的参考功率状态;或者Determine the reference power state of the drone battery according to the internal resistance, the discharge cut-off voltage and the current open-circuit voltage; or
    根据所述内阻、所述放电截止电压、所述当前端电压以及所述当前工作电流,确定所述无人机电池的参考功率状态。The reference power state of the drone battery is determined according to the internal resistance, the discharge cut-off voltage, the current terminal voltage and the current working current.
  13. 根据权利要求12所述的方法,其特征在于,所述处理器在确定所述无人机电池的参考功率状态之前,还用于:The method according to claim 12, wherein before determining the reference power state of the battery of the drone, the processor is further configured to:
    采用卡尔曼滤波器对所述内阻进行滤波,得到滤波后内阻。The internal resistance is filtered by using a Kalman filter to obtain the filtered internal resistance.
  14. 根据权利要求10至13中任一项所述的方法,其特征在于,所述处理器根据所述参考功率状态对所述待修正功率状态进行修正,得到修正后功率状态时,具体用于:The method according to any one of claims 10 to 13, wherein when the processor corrects the to-be-corrected power state according to the reference power state, and obtains the corrected power state, the processor is specifically used for:
    获取所述参考功率状态对应的第一权重以及所述待修正功率状态的第二权重;obtaining a first weight corresponding to the reference power state and a second weight of the to-be-corrected power state;
    结合所述第一权重和所述第二权重,对所述参考功率状态和所述待修正功率状态进行加权求和,得到修正后功率状态。Combined with the first weight and the second weight, weighted summation is performed on the reference power state and the to-be-corrected power state to obtain a corrected power state.
  15. 根据权利要求9至13中任一项所述的设备,其特征在于,所述处理器,还用于:The device according to any one of claims 9 to 13, wherein the processor is further configured to:
    根据所述无人机电池的当前荷电状态,通过查表法查找到与所述当前荷电状态对应的开路电压,以作为所述无人机电池的当前开路电压。According to the current state of charge of the UAV battery, the open circuit voltage corresponding to the current state of charge is found through a table look-up method, as the current open circuit voltage of the UAV battery.
  16. 根据权利要求9至13中任一项所述的设备,其特征在于,所述处理 器获取所述无人机电池的待修正功率状态时,具体用于:The device according to any one of claims 9 to 13, wherein, when the processor acquires the power state to be corrected of the drone battery, it is specifically used for:
    确定所述无人机电池的当前温度以及当前荷电状态;determining the current temperature and current state of charge of the drone battery;
    根据所述当前温度以及所述当前荷电状态,通过查表法查找出对应的功率状态,以作为所述待修正功率状态。According to the current temperature and the current state of charge, a corresponding power state is found by a table look-up method as the to-be-corrected power state.
PCT/CN2021/072540 2021-01-18 2021-01-18 State of power estimation method for unmanned aerial vehicle battery, and electronic device WO2022151482A1 (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
PCT/CN2021/072540 WO2022151482A1 (en) 2021-01-18 2021-01-18 State of power estimation method for unmanned aerial vehicle battery, and electronic device

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
PCT/CN2021/072540 WO2022151482A1 (en) 2021-01-18 2021-01-18 State of power estimation method for unmanned aerial vehicle battery, and electronic device

Publications (1)

Publication Number Publication Date
WO2022151482A1 true WO2022151482A1 (en) 2022-07-21

Family

ID=82446838

Family Applications (1)

Application Number Title Priority Date Filing Date
PCT/CN2021/072540 WO2022151482A1 (en) 2021-01-18 2021-01-18 State of power estimation method for unmanned aerial vehicle battery, and electronic device

Country Status (1)

Country Link
WO (1) WO2022151482A1 (en)

Cited By (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN116593905A (en) * 2023-06-30 2023-08-15 广汽埃安新能源汽车股份有限公司 Battery power state SOP calculation method, apparatus, electronic device and storage medium
EP4331907A1 (en) * 2022-09-01 2024-03-06 CALB Co., Ltd. Method and device for estimating state of power of battery system

Citations (8)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20150253389A1 (en) * 2014-03-04 2015-09-10 Sony Corporation Power storage module state estimation apparatus, battery pack, and method for estimating the state of a power storage module
CN105093117A (en) * 2014-05-12 2015-11-25 通用汽车环球科技运作有限责任公司 Systems and methods for determining battery system power capability
CN107436412A (en) * 2017-07-31 2017-12-05 成都雅骏新能源汽车科技股份有限公司 One kind is based on self study estimation electrokinetic cell power method
CN108226797A (en) * 2018-01-02 2018-06-29 国机智骏(北京)汽车科技有限公司 The evaluation method of power battery SOP, device and with its vehicle
CN111123124A (en) * 2019-12-31 2020-05-08 中航锂电(洛阳)有限公司 Method and device for determining power state of battery system
CN111426968A (en) * 2020-05-28 2020-07-17 山东交通学院 Method and system for estimating SOP of power battery of electric vehicle
CN111487549A (en) * 2020-04-01 2020-08-04 浙江大学城市学院 Lithium battery state estimation method for small-sized rotary wing pure electric unmanned aerial vehicle
CN112154341A (en) * 2020-01-13 2020-12-29 深圳市大疆创新科技有限公司 Method for estimating power output capability, battery pack, movable platform and storage medium

Patent Citations (8)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20150253389A1 (en) * 2014-03-04 2015-09-10 Sony Corporation Power storage module state estimation apparatus, battery pack, and method for estimating the state of a power storage module
CN105093117A (en) * 2014-05-12 2015-11-25 通用汽车环球科技运作有限责任公司 Systems and methods for determining battery system power capability
CN107436412A (en) * 2017-07-31 2017-12-05 成都雅骏新能源汽车科技股份有限公司 One kind is based on self study estimation electrokinetic cell power method
CN108226797A (en) * 2018-01-02 2018-06-29 国机智骏(北京)汽车科技有限公司 The evaluation method of power battery SOP, device and with its vehicle
CN111123124A (en) * 2019-12-31 2020-05-08 中航锂电(洛阳)有限公司 Method and device for determining power state of battery system
CN112154341A (en) * 2020-01-13 2020-12-29 深圳市大疆创新科技有限公司 Method for estimating power output capability, battery pack, movable platform and storage medium
CN111487549A (en) * 2020-04-01 2020-08-04 浙江大学城市学院 Lithium battery state estimation method for small-sized rotary wing pure electric unmanned aerial vehicle
CN111426968A (en) * 2020-05-28 2020-07-17 山东交通学院 Method and system for estimating SOP of power battery of electric vehicle

Cited By (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
EP4331907A1 (en) * 2022-09-01 2024-03-06 CALB Co., Ltd. Method and device for estimating state of power of battery system
CN116593905A (en) * 2023-06-30 2023-08-15 广汽埃安新能源汽车股份有限公司 Battery power state SOP calculation method, apparatus, electronic device and storage medium
CN116593905B (en) * 2023-06-30 2023-09-08 广汽埃安新能源汽车股份有限公司 Battery power state SOP calculation method, apparatus, electronic device and storage medium

Similar Documents

Publication Publication Date Title
WO2022151482A1 (en) State of power estimation method for unmanned aerial vehicle battery, and electronic device
WO2020238581A1 (en) Soc correction method and apparatus, battery management system and storage medium
US9287727B1 (en) Temporal voltage adaptive lithium battery charger
US8093902B2 (en) Device estimating a state of a secondary battery
WO2015106691A1 (en) Soc estimation method for power battery for hybrid electric vehicle
CN106851759B (en) Network access method and device
WO2017113994A1 (en) Lithium-ion battery non-constant-voltage charging method for correcting and compensating voltage
DE112017000272T5 (en) SECONDARY BATTERY MANAGEMENT
US20190110377A1 (en) Altitude correction method and system for regulating and controlling server fan
CN105098789A (en) Difference setting method and system of excitation system and power system stabilization (PSS) coordination method and system
KR20170100526A (en) Charging method for lithium ion secondary cell and charging control system therefor, and electronic apparatus and cell pack having charging control system
WO2023245973A1 (en) Soc calculation method, control circuit and electronic device
WO2022219903A1 (en) State-of-charge estimation device and power grid system
CN111439128B (en) Electric vehicle remaining mileage estimation method and device and computer equipment
CN114609530A (en) Method, device, equipment and medium for correcting battery state of charge
Yourey et al. Determining accelerated charging procedure from half cell characterization
US20120161853A1 (en) Circuit and method for temperature compensation of a sensor
Rudola et al. Communication—surprisingly high fast charge volumetric capacities of hard carbon electrodes in sodium-ion batteries
WO2020015653A1 (en) Method and device for estimating remaining flight time of aircraft, battery, and aircraft
JPWO2020250892A5 (en)
CN115047353B (en) Method and device for predicting charge state related parameters based on impedance decomposition
WO2015102074A1 (en) Method for estimating state-of-charge of battery
CN113791361B (en) Internal resistance aging calculation method, system, management system, automobile and storage medium
CN107622152B (en) Electromechanical-electromagnetic transient hybrid simulation method for large power grid
US8106629B2 (en) Charging method and device

Legal Events

Date Code Title Description
121 Ep: the epo has been informed by wipo that ep was designated in this application

Ref document number: 21918682

Country of ref document: EP

Kind code of ref document: A1

NENP Non-entry into the national phase

Ref country code: DE

122 Ep: pct application non-entry in european phase

Ref document number: 21918682

Country of ref document: EP

Kind code of ref document: A1