CN207366715U - A kind of battery SOC estimation device based on CAN bus - Google Patents
A kind of battery SOC estimation device based on CAN bus Download PDFInfo
- Publication number
- CN207366715U CN207366715U CN201721510418.2U CN201721510418U CN207366715U CN 207366715 U CN207366715 U CN 207366715U CN 201721510418 U CN201721510418 U CN 201721510418U CN 207366715 U CN207366715 U CN 207366715U
- Authority
- CN
- China
- Prior art keywords
- module
- detection module
- microprocessor
- communication interface
- internal resistance
- 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.)
- Expired - Fee Related
Links
- 238000001514 detection method Methods 0.000 claims abstract description 51
- 238000006243 chemical reaction Methods 0.000 claims abstract description 23
- 238000004891 communication Methods 0.000 claims abstract description 23
- 238000005259 measurement Methods 0.000 claims abstract description 17
- 230000005540 biological transmission Effects 0.000 claims abstract description 12
- 239000004973 liquid crystal related substance Substances 0.000 abstract description 14
- 238000013528 artificial neural network Methods 0.000 description 6
- 238000000034 method Methods 0.000 description 4
- 230000002159 abnormal effect Effects 0.000 description 1
- 238000013480 data collection Methods 0.000 description 1
- 238000010586 diagram Methods 0.000 description 1
- 238000007599 discharging Methods 0.000 description 1
- 238000003487 electrochemical reaction Methods 0.000 description 1
- 238000007689 inspection Methods 0.000 description 1
- 238000012423 maintenance Methods 0.000 description 1
- 238000004519 manufacturing process Methods 0.000 description 1
- 238000012986 modification Methods 0.000 description 1
- 230000004048 modification Effects 0.000 description 1
- 230000002085 persistent effect Effects 0.000 description 1
- 238000012545 processing Methods 0.000 description 1
- 238000011084 recovery Methods 0.000 description 1
Landscapes
- Secondary Cells (AREA)
- Tests Of Electric Status Of Batteries (AREA)
Abstract
一种基于CAN总线的电池SOC估算装置,包括电压检测模块、电流检测模块、温度检测模块、内阻测量模块、微处理器和液晶显示模块,还包括CAN控制器和带CAN通讯接口的上位机,所述液晶显示模块和微处理器均具有CAN通讯接口,所述电压检测模块、电流检测模块、温度检测模块和内阻测量模块均设置有AD转换模块和CAN通讯接口,并通过CAN通讯接口连接CAN控制器,所述CAN控制器连接微处理器,所述微处理器连接上位机并通过CAN通讯接口实现数据的传输,所述微处理器连接液晶显示模块并通过液晶显示模块显示电池的SOC值。该装置采用CAN总线进行通信,具有以下优点:传输距离远,传输速率快,可在高噪声干扰环境中工作且检错能力强。
A battery SOC estimation device based on CAN bus, including a voltage detection module, a current detection module, a temperature detection module, an internal resistance measurement module, a microprocessor and a liquid crystal display module, as well as a CAN controller and a host computer with a CAN communication interface , the liquid crystal display module and the microprocessor all have a CAN communication interface, and the voltage detection module, the current detection module, the temperature detection module and the internal resistance measurement module are all provided with an AD conversion module and a CAN communication interface, and through the CAN communication interface Connect the CAN controller, the CAN controller is connected to the microprocessor, the microprocessor is connected to the upper computer and realizes data transmission through the CAN communication interface, and the microprocessor is connected to the liquid crystal display module and displays the battery status through the liquid crystal display module SOC value. The device uses CAN bus for communication, which has the following advantages: long transmission distance, fast transmission rate, can work in high noise interference environment and has strong error detection ability.
Description
技术领域technical field
本实用新型涉及电动汽车动力电池管理系统领域,特别涉及一种基于CAN总线的电池SOC估算装置。The utility model relates to the field of electric vehicle power battery management systems, in particular to a battery SOC estimation device based on CAN bus.
背景技术Background technique
蓄电池作为电动汽车的动力来源,其性能和寿命直接影响电动汽车的使用,所以要实时检测电池的各个参数的状态,保证电动汽车的使用安全,延长电动汽车的使用寿命。As the power source of electric vehicles, the performance and life of batteries directly affect the use of electric vehicles. Therefore, it is necessary to detect the status of various parameters of batteries in real time to ensure the safety of electric vehicles and prolong the service life of electric vehicles.
电动汽车电池组的荷电状态(SOC)反映了电池组剩余容量的状态,它可以表征电动汽车可继续行驶的里程。但是,电池的充放电过程是一个复杂的电化学反应过程,所以电池的荷电状态不能直接测量的到,只能通过测量电池的电压、电流、温度和内阻等其他电池的参数来估算电池的荷电状态。The state of charge (SOC) of the battery pack of an electric vehicle reflects the state of the remaining capacity of the battery pack, which can represent the mileage that the electric vehicle can continue to drive. However, the charging and discharging process of the battery is a complex electrochemical reaction process, so the state of charge of the battery cannot be directly measured, and the battery can only be estimated by measuring other battery parameters such as the voltage, current, temperature and internal resistance of the battery. state of charge.
公告号为CN202177690U的中国专利公开了一种电动汽车蓄电池SOC估算装置,包括压检测模块、电流检测模块、电池温度检测模块、环境温度检测模块分别与DSP控制装置连接,内阻检测模块通过ADS1110与DSP控制装置连接,DSP控制装置通过串口通讯与微机连接,DSP控制装置与整机能量控制系统、显示模块连接,显示模块上设有切换显示手动开关。其中电压检测模块、电流检测模块、电池温度检测模块、环境温度检测模块、内阻检测模块分别检测蓄电池的电压、电流、电池温度、环境温度、电池内阻,随后数据传入DSP控制芯片进行处理,结合EKF与神经网络算法,实时估算SOC,同时,通过显示模块,将具体数据进行显示。但是该装置使用串口通信传输数据有以下缺点:传输速率低,传输距离短,抗干扰能力弱且数据采集容易出错。The Chinese patent with the notification number CN202177690U discloses an electric vehicle battery SOC estimation device, including a voltage detection module, a current detection module, a battery temperature detection module, and an ambient temperature detection module respectively connected to the DSP control device. The DSP control device is connected, the DSP control device is connected with the microcomputer through serial port communication, the DSP control device is connected with the energy control system of the whole machine, and the display module, and the display module is provided with a manual switch for switching display. Among them, the voltage detection module, current detection module, battery temperature detection module, ambient temperature detection module, and internal resistance detection module respectively detect the voltage, current, battery temperature, ambient temperature, and battery internal resistance of the battery, and then the data is transmitted to the DSP control chip for processing , combined with EKF and neural network algorithms to estimate the SOC in real time, and at the same time, display the specific data through the display module. However, the device uses serial communication to transmit data and has the following disadvantages: low transmission rate, short transmission distance, weak anti-interference ability and error-prone data collection.
实用新型内容Utility model content
本实用新型的目的是提供一种基于CAN总线的电池SOC估算装置,该装置采用CAN总线进行通信,具有以下优点:传输距离远,传输速率快,可在高噪声干扰环境中工作且检错能力强。The purpose of this utility model is to provide a battery SOC estimation device based on CAN bus. The device uses CAN bus for communication, which has the following advantages: long transmission distance, fast transmission rate, can work in high noise interference environment and has error detection ability powerful.
本实用新型的上述技术目的是通过以下技术方案得以实现的:一种基于CAN总线的电池SOC估算装置,包括电压检测模块、电流检测模块、温度检测模块、内阻测量模块、微处理器和液晶显示模块,还包括CAN控制器和带CAN通讯接口的上位机,所述液晶显示模块和微处理器均具有CAN通讯接口,所述电压检测模块、电流检测模块、温度检测模块和内阻测量模块均设置有AD转换模块和CAN通讯接口,并通过CAN通讯接口连接CAN控制器,所述CAN控制器连接微处理器,所述微处理器连接上位机并通过CAN通讯接口实现数据的传输,所述微处理器连接液晶显示模块并通过液晶显示模块显示电池的SOC值。The above technical purpose of the utility model is achieved through the following technical solutions: a battery SOC estimation device based on CAN bus, including a voltage detection module, a current detection module, a temperature detection module, an internal resistance measurement module, a microprocessor and a liquid crystal The display module also includes a CAN controller and a host computer with a CAN communication interface. Both the liquid crystal display module and the microprocessor have a CAN communication interface. The voltage detection module, the current detection module, the temperature detection module and the internal resistance measurement module Both are provided with an AD conversion module and a CAN communication interface, and are connected to a CAN controller through the CAN communication interface. The CAN controller is connected to a microprocessor, and the microprocessor is connected to an upper computer and realizes data transmission through the CAN communication interface. The microprocessor is connected with the liquid crystal display module and displays the SOC value of the battery through the liquid crystal display module.
通过采用上述技术方案,CAN总线传输距离远,传输速率快,能快速采集并传输大量数据,保持数据更新的实时性。CAN总线具有错误检测功能,检测出错误的模块会立即同时通知其他所有模块,正在发送消息的模块一旦检测出错误,会强制结束当前的发送。CAN总线也具有错误恢复功能,强制结束发送的模块会不断反复地重新发送此消息直到成功发送为止。同时,CAN总线能进行故障封闭,CAN可以判断出错误的类型是总线上暂时的数据错误(如外部噪声等)还是持续的数据错误(如单元内部故障、驱动器故障、断线等)。由此功能,当总线上发生持续数据错误时,可将引起此故障的模块从总线上隔离出去。CAN总线与微处理器的程序相互配合,能实现更加精确的数据采集功能,保证数据的可靠性。By adopting the above technical solution, the CAN bus has a long transmission distance and a fast transmission rate, and can quickly collect and transmit a large amount of data, maintaining real-time data update. The CAN bus has an error detection function. The module that detects an error will immediately notify all other modules at the same time. Once the module that is sending a message detects an error, it will forcibly end the current transmission. The CAN bus also has an error recovery function, and the module that forcibly ends the sending will resend the message repeatedly until it is successfully sent. At the same time, the CAN bus can be fault-closed, and CAN can determine whether the type of error is a temporary data error on the bus (such as external noise, etc.) or a continuous data error (such as unit internal failure, driver failure, disconnection, etc.). With this function, when a persistent data error occurs on the bus, the module causing the failure can be isolated from the bus. The CAN bus and the program of the microprocessor cooperate with each other to realize a more accurate data acquisition function and ensure the reliability of the data.
进一步设置为:所述电压检测模块包括电压传感器,电压传感器并接于动力电池组的正负极母线之间,电压传感器的输出端与AD转换模块相连接;所述电流检测模块包括电流传感器,电流传感器串接于动力电池组的正极母线上,电流传感器的输出端与AD转换模块相连接;所述温度检测模块包括温度传感器,温度传感器贴于动力电池组的表面,温度传感器的输出端与AD转换模块相连接;所述内阻测量模块包括内阻测量仪,内阻测量仪串接于动力电池组的正负极母线上,内阻测量仪的输出端与AD转换模块相连接。It is further set as: the voltage detection module includes a voltage sensor, the voltage sensor is connected between the positive and negative bus bars of the power battery pack, and the output terminal of the voltage sensor is connected to the AD conversion module; the current detection module includes a current sensor, The current sensor is connected in series on the positive busbar of the power battery pack, and the output end of the current sensor is connected with the AD conversion module; the temperature detection module includes a temperature sensor, which is attached to the surface of the power battery pack, and the output end of the temperature sensor is connected to the The AD conversion modules are connected; the internal resistance measurement module includes an internal resistance measuring instrument, which is connected in series with the positive and negative bus bars of the power battery pack, and the output end of the internal resistance measuring instrument is connected with the AD conversion module.
通过采用上述技术方案,能采集到相应的数据,其中通过电压检测模块采集到动力电池组的电压值并经过AD转换模块转换成相应的数字信号;通过电流检测模块采集到动力电池组的电流值并经过AD转换模块转换成相应的数字信号;通过温度检测模块采集到动力电池组的温度值并经过AD转换模块转换成相应的数字信号;通过内阻测量模块采集到动力电池组的内阻值并经过AD转换模块转换成相应的数字信号。By adopting the above technical scheme, corresponding data can be collected, wherein the voltage value of the power battery pack is collected through the voltage detection module and converted into a corresponding digital signal through the AD conversion module; the current value of the power battery pack is collected through the current detection module and converted into corresponding digital signals through the AD conversion module; the temperature value of the power battery pack is collected through the temperature detection module and converted into corresponding digital signals through the AD conversion module; the internal resistance value of the power battery pack is collected through the internal resistance measurement module And through the AD conversion module into the corresponding digital signal.
附图说明Description of drawings
图1为实施例的结构框图。Fig. 1 is a structural block diagram of the embodiment.
图中:1、动力电池组;2、电压检测模块;3、电流检测模块;4、温度检测模块;5、内阻测量模块;6、CAN控制器;7、微处理器;8、液晶显示模块;9、上位机。In the figure: 1. Power battery pack; 2. Voltage detection module; 3. Current detection module; 4. Temperature detection module; 5. Internal resistance measurement module; 6. CAN controller; 7. Microprocessor; 8. Liquid crystal display Module; 9. Host computer.
具体实施方式Detailed ways
以下结合附图对本实用新型作进一步详细说明。Below in conjunction with accompanying drawing, the utility model is described in further detail.
参考图1,一种基于CAN总线的电池SOC估算装置,包括电压检测模块2、电流检测模块3、温度检测模块4、内阻测量模块5、微处理器7、液晶显示模块8、CAN控制器6和上位机9且均设置有CAN通讯接口,并通过CAN通讯接口连接到CAN总线上,进行数据通讯。其中电压检测模块2、电流检测模块3、温度检测模块4和内阻测量模块5分别连接CAN控制器6,CAN控制器6连接微处理器7,微处理连接上位机9和液晶显示模块8。电压检测模块2、电流检测模块3、温度检测模块4和内阻测量模块5均设置有AD转换模块。Referring to Figure 1, a battery SOC estimation device based on CAN bus, including a voltage detection module 2, a current detection module 3, a temperature detection module 4, an internal resistance measurement module 5, a microprocessor 7, a liquid crystal display module 8, and a CAN controller 6 and the upper computer 9 are both provided with a CAN communication interface, and are connected to the CAN bus through the CAN communication interface for data communication. The voltage detection module 2, the current detection module 3, the temperature detection module 4 and the internal resistance measurement module 5 are respectively connected to the CAN controller 6, the CAN controller 6 is connected to the microprocessor 7, and the microprocessor is connected to the upper computer 9 and the liquid crystal display module 8. The voltage detection module 2 , the current detection module 3 , the temperature detection module 4 and the internal resistance measurement module 5 are all provided with an AD conversion module.
其中:电压检测模块2包括电压传感器,电压传感器并接于动力电池组1的正负极母线之间,电压传感器的输出端与AD转换模块相连接,AD转换模块能将检测到的电压值的模拟信号转换成相应的数字信号。Wherein: the voltage detection module 2 includes a voltage sensor, the voltage sensor is connected between the positive and negative busbars of the power battery pack 1, the output terminal of the voltage sensor is connected with the AD conversion module, and the AD conversion module can convert the detected voltage value Analog signals are converted into corresponding digital signals.
电流检测模块3包括电流传感器,电流传感器串接于动力电池组1的正极母线上,电流传感器的输出端与AD转换模块相连接,AD转换模块能将检测到的电流值的模拟信号转换成相应的数字信号。温度检测模块4包括温度传感器,温度传感器贴于动力电池组1的表面,温度传感器的输出端与AD转换模块相连接,AD转换模块能将检测到的温度值的模拟信号转换成相应的数字信号。内阻测量模块5包括内阻测量仪,内阻测量仪串接于动力电池组1的正负极母线上,内阻测量仪的输出端与AD转换模块相连接,AD转换模块能将检测到的电阻值的模拟信号转转换成相应的数字信号。经过AD转换的数字信号能通过CAN通讯接口传输至CAN总线,并由CAN控制器6通过CAN总线实现接收。CAN控制器6接收到数字信号后再通过CAN总线传输至微处理器7,这里的微控制器优选自带CAN控制器6的微处理器7,即微处理器7内部设置有CAN控制器6,此时AD转换的数字信号会直接传输至微处理器7内部的CAN控制器6内,不需要外接一个独立的CAN控制器6芯片,能大大简化硬件的设置及生成成本。The current detection module 3 includes a current sensor, the current sensor is connected in series to the positive busbar of the power battery pack 1, the output terminal of the current sensor is connected to the AD conversion module, and the AD conversion module can convert the analog signal of the detected current value into a corresponding digital signal. The temperature detection module 4 includes a temperature sensor, the temperature sensor is attached to the surface of the power battery pack 1, the output end of the temperature sensor is connected with the AD conversion module, and the AD conversion module can convert the analog signal of the detected temperature value into a corresponding digital signal . The internal resistance measurement module 5 includes an internal resistance measuring instrument, which is connected in series to the positive and negative bus bars of the power battery pack 1, and the output end of the internal resistance measuring instrument is connected to the AD conversion module, which can detect the The analog signal of the resistance value is converted into a corresponding digital signal. The digital signal converted by AD can be transmitted to the CAN bus through the CAN communication interface, and received by the CAN controller 6 through the CAN bus. After the CAN controller 6 receives the digital signal, it is transmitted to the microprocessor 7 by the CAN bus. The microcontroller here preferably has a microprocessor 7 with the CAN controller 6, that is, the microprocessor 7 is internally provided with a CAN controller 6. At this time, the digital signal converted by AD will be directly transmitted to the CAN controller 6 inside the microprocessor 7, and there is no need to connect an independent CAN controller 6 chip externally, which can greatly simplify the hardware setting and production cost.
微处理器7接收到数字信号并进行处理后,通过CAN总线传输至上位机9。上位机9设置有已经训练好的神经网络估算模块,通过精确地估算能得到电池的SOC值。由于电池的荷电状态不能直接测量,只能够通过测量电池的其他参数来估算电池的荷电状态,所以利用神经网络估算模块来估算电池的荷电状态,参数的选择尤为重要。其中电池的电压,电流,温度和内阻与电池的荷电状态相关性大,因此采集上述的数据能使神经网络估算模块的估算准确性更高,同时该神经网络估算模块具有适用任何种类的电池且不需要建立具体的电池模型就可精确地、实时地在线检测电池 SOC 值的特点。该上位机9具有数据保存功能,用户能依靠数据绘制出相关图形,更直接的观察动力电池组1的使用情况。神经网络估算模块估算出SOC值后通过CAN总线将数据传输至微处理器7,微处理器7连接液晶显示模块8并通过CAN总线将数据传输至液晶显示模块8,液晶显示模块8通过其内的液晶显示屏能显示出动力电池组1的SOC值,还能显示出动力电池组1的温度、电流、电压及内阻值,供用户了解电动汽车动力电池的使用状况以及动力电池的续航里程。当动力电池发生过充、过放电、动力电池表面温度过高等故障时,液晶显示模块8能显示电池的异常状态以提醒用户停车检查或维修。After the microprocessor 7 receives and processes the digital signal, it transmits it to the host computer 9 through the CAN bus. The upper computer 9 is provided with a trained neural network estimation module, and the SOC value of the battery can be obtained through accurate estimation. Since the state of charge of the battery cannot be directly measured, the state of charge of the battery can only be estimated by measuring other parameters of the battery. Therefore, the selection of parameters is particularly important when using the neural network estimation module to estimate the state of charge of the battery. Among them, the voltage, current, temperature and internal resistance of the battery have a great correlation with the state of charge of the battery. Therefore, collecting the above data can make the estimation accuracy of the neural network estimation module higher, and the neural network estimation module is applicable to any kind of The characteristics of battery SOC value can be accurately and real-time detected online without establishing a specific battery model. The upper computer 9 has a data saving function, and the user can draw relevant graphics based on the data, and observe the usage of the power battery pack 1 more directly. After the neural network estimation module estimates the SOC value, the data is transmitted to the microprocessor 7 through the CAN bus, and the microprocessor 7 is connected to the liquid crystal display module 8 and transmits the data to the liquid crystal display module 8 through the CAN bus. The LCD screen can display the SOC value of the power battery pack 1, as well as the temperature, current, voltage and internal resistance of the power battery pack 1, so that users can understand the usage status of the power battery of electric vehicles and the cruising range of the power battery . When the power battery is overcharged, overdischarged, or the surface temperature of the power battery is too high, the liquid crystal display module 8 can display the abnormal state of the battery to remind the user to stop for inspection or maintenance.
本具体实施例仅仅是对本实用新型的解释,其并不是对本实用新型的限制,本领域技术人员在阅读完本说明书后可以根据需要对本实施例做出没有创造性贡献的修改,但只要在本实用新型的权利要求范围内都受到专利法的保护。This specific embodiment is only an explanation of the utility model, and it is not a limitation of the utility model. Those skilled in the art can make modifications to the embodiment without creative contribution according to needs after reading this specification, but as long as they are within the utility model All new claims are protected by patent law.
Claims (2)
Priority Applications (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN201721510418.2U CN207366715U (en) | 2017-11-14 | 2017-11-14 | A kind of battery SOC estimation device based on CAN bus |
Applications Claiming Priority (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN201721510418.2U CN207366715U (en) | 2017-11-14 | 2017-11-14 | A kind of battery SOC estimation device based on CAN bus |
Publications (1)
| Publication Number | Publication Date |
|---|---|
| CN207366715U true CN207366715U (en) | 2018-05-15 |
Family
ID=62344087
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| CN201721510418.2U Expired - Fee Related CN207366715U (en) | 2017-11-14 | 2017-11-14 | A kind of battery SOC estimation device based on CAN bus |
Country Status (1)
| Country | Link |
|---|---|
| CN (1) | CN207366715U (en) |
Cited By (2)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN109507607A (en) * | 2018-10-29 | 2019-03-22 | 国家电网有限公司 | Portable storage battery group voltage acquisition instrument |
| CN111196180A (en) * | 2018-11-16 | 2020-05-26 | 宝沃汽车(中国)有限公司 | Vehicle control unit, vehicle and remaining driving range display method and device thereof |
-
2017
- 2017-11-14 CN CN201721510418.2U patent/CN207366715U/en not_active Expired - Fee Related
Cited By (2)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN109507607A (en) * | 2018-10-29 | 2019-03-22 | 国家电网有限公司 | Portable storage battery group voltage acquisition instrument |
| CN111196180A (en) * | 2018-11-16 | 2020-05-26 | 宝沃汽车(中国)有限公司 | Vehicle control unit, vehicle and remaining driving range display method and device thereof |
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| CN101692583B (en) | Battery management system for pure electric bus | |
| CN203218398U (en) | Power battery management system of electric automobile | |
| CN201781037U (en) | Battery management system of electric automobile | |
| CN202939289U (en) | Battery pack health state evaluation system | |
| CN202309138U (en) | Lithium-iron-phosphate battery-managing system for substation direct-current power-supply system | |
| CN103091633A (en) | Estimating device and method of lead-acid storage battery level | |
| CN104242385A (en) | Battery pack, charger, charging system, discharging device and discharging system | |
| CN204241659U (en) | The battery life forecasting device of battery of electric vehicle management system | |
| CN103171451B (en) | Battery management system based on co-processor and solid-state relay | |
| CN201397383Y (en) | Electric vehicle lithium iron phosphate power battery detection device | |
| CN201373910Y (en) | Accumulator capacity detecting device of mobile communication base station | |
| CN204101707U (en) | The multi-section lithium ion battery tension temperature real-time detecting system of radio communication | |
| CN109585948B (en) | Distributed detection system and method for automobile lithium battery cell and measurement module | |
| CN207753126U (en) | A lithium battery management system | |
| CN203798989U (en) | SOC detection device for power battery pack of electromobile | |
| CN111077459A (en) | An RV power monitoring and management system | |
| CN103368229B (en) | Ground electric vehicle battery diagnosis device and diagnostic method thereof | |
| CN201170923Y (en) | Battery pack intelligent inspection instrument | |
| CN105845996A (en) | Maintenance system for electric vehicle power battery | |
| CN106443479A (en) | Intelligent monitoring system for storage battery | |
| CN115015765A (en) | Power battery detection method and system | |
| CN205564908U (en) | Battery controlling means and on -vehicle system | |
| CN103698711A (en) | Battery pack dual-section detecting system | |
| CN210775778U (en) | Lithium battery online monitoring system with insulation detection and fault diagnosis | |
| CN204632880U (en) | Battery Intelligent Diagnosis and Prediction System |
Legal Events
| Date | Code | Title | Description |
|---|---|---|---|
| GR01 | Patent grant | ||
| GR01 | Patent grant | ||
| CF01 | Termination of patent right due to non-payment of annual fee | ||
| CF01 | Termination of patent right due to non-payment of annual fee |
Granted publication date: 20180515 Termination date: 20211114 |