CN116699433A - Battery cell monitoring method and device, battery management system and electronic equipment - Google Patents
Battery cell monitoring method and device, battery management system and electronic equipment Download PDFInfo
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Abstract
Description
技术领域technical field
本申请涉及电池技术领域,尤其涉及一种电芯监测方法、装置、存储介质及电子设备。The present application relates to the field of battery technology, and in particular to a battery cell monitoring method, device, storage medium and electronic equipment.
背景技术Background technique
电芯胀气是目前常见的电芯失效情形之一,电芯胀气将导致电池内压升高,从而引起电芯封装失效风险,电芯胀气还可能导致终端产品产生形变,并进一步引起安全风险。基于此需要对电芯在使用过程中的胀气情况进行监控;Battery inflation is one of the common battery failure situations at present. The battery inflation will lead to an increase in the internal pressure of the battery, which will cause the risk of failure of the battery packaging. The battery inflation may also cause deformation of the end product and further cause safety risks. Based on this, it is necessary to monitor the inflation of the battery during use;
目前,通常在电芯表面增加物理传感器或通过电芯内阻变化情况检测电芯的胀气状态。然而,物理传感器容易受外界因素干扰且成本高昂,而内阻变化情况也无法排除材料老化等因素直接反映电芯胀气状态。At present, physical sensors are usually added on the surface of the battery cell or the inflation state of the battery cell is detected through the change of the internal resistance of the battery cell. However, physical sensors are easily interfered by external factors and are expensive, and the change of internal resistance cannot rule out factors such as material aging to directly reflect the state of cell inflation.
发明内容Contents of the invention
本申请的目的在于提供一种简单高效的电芯胀气监测方法、装置、存储介质及电子设备,所述技术方案如下:The purpose of this application is to provide a simple and efficient battery flatulence monitoring method, device, storage medium and electronic equipment. The technical solution is as follows:
第一方面,本申请提供了一种电芯监测方法,所述方法包括:In the first aspect, the present application provides a battery monitoring method, the method comprising:
当目标电芯的电压在指定电压区间时,对目标电芯进行电化学激励,确定电化学激励后的静置电压差,并获取目标电芯的特征阻抗Rc值,其中,所述指定电压区间为以所述目标电芯的截止电压为参考的截止电压倍率区间,所述截止电压倍率区间为0.8~0.95;When the voltage of the target cell is within the specified voltage interval, perform electrochemical excitation on the target cell, determine the static voltage difference after electrochemical excitation, and obtain the characteristic impedance Rc value of the target cell, wherein the specified voltage interval is a cut-off voltage multiplier interval taking the cut-off voltage of the target cell as a reference, and the cut-off voltage multiplier interval is 0.8 to 0.95;
基于特征阻抗Rc值确定Rc增长率;Determine the Rc growth rate based on the characteristic impedance Rc value;
基于目标电芯的Rc增长率和静置电压差监测目标电芯的胀气情况。Monitor the inflation of the target cell based on the Rc growth rate and the static voltage difference of the target cell.
在上述方案中,通过电化学激励可以从电信号反馈中提取出因界面副反应或胀气而引起的特征阻抗Rc值变化。同时,当电芯出现界面副反应引起的膨胀后,电芯极化增大,其静置电压差也会相应变化,从而可以通过特征阻抗Rc值的变化结合电化学激励后的静置电压差实现电芯的胀气情况检测。In the above solution, the characteristic impedance Rc value change caused by the interface side reaction or flatulence can be extracted from the electrical signal feedback through electrochemical excitation. At the same time, when the cell expands due to interface side reactions, the polarization of the cell increases, and its static voltage difference will change accordingly, so that the static voltage difference after electrochemical excitation can be combined with the change of the characteristic impedance Rc value Realize the detection of the flatulence of the battery cell.
在一种可行的实施方式中,对目标电芯进行电化学激励,确定电化学激励后的静置电压差,包括:In a feasible implementation manner, performing electrochemical excitation on the target cell, and determining the resting voltage difference after electrochemical excitation includes:
获取电化学激励参数,电化学激励参数包括参考激励倍率、激励持续时长和静置时长;Obtain electrochemical excitation parameters, which include reference excitation magnification, excitation duration and resting time;
基于参考激励倍率对目标电芯进行电化学激励,并保持激励持续时长;Perform electrochemical excitation on the target cell based on the reference excitation ratio, and keep the excitation duration;
在结束电化学激励时记录目标电芯对应的目标电芯静置起始电压,在静置静置时长后目标电芯对应的目标电芯静置结束电压,以基于目标电芯静置起始电压和目标电芯静置结束电压确定电化学激励后的静置电压差。At the end of the electrochemical excitation, record the target cell resting start voltage corresponding to the target cell, and after the resting time, the target cell resting end voltage corresponding to the target cell is based on the target cell resting start voltage. The voltage and the target cell rest end voltage determine the rest voltage difference after electrochemical excitation.
在上述方案中,通过电化学激励参数来对目标电芯进行电化学激励,并基于结束电化学激励时记录的目标电芯静置起始电压,和静置一定静置时长后记录的目标电芯静置结束电压,可以准确计算出静置电压差,从而精准辅助监测目标电芯的胀气情况,降低监测误差。In the above scheme, the electrochemical excitation parameters are used to electrochemically stimulate the target cell, and based on the initial voltage of the target cell at rest recorded at the end of the electrochemical excitation, and the target voltage recorded after a certain period of rest, The static end voltage of the cell can accurately calculate the static voltage difference, so as to accurately assist in monitoring the flatulence of the target cell and reduce the monitoring error.
在一种可行的实施方式中,电化学激励为充电激励或放电激励;参考激励倍率为0.5C~1.5C,激励持续时长为10s~30s,静置时长为60s~240s。In a feasible implementation manner, the electrochemical excitation is charge excitation or discharge excitation; the reference excitation rate is 0.5C-1.5C, the excitation duration is 10s-30s, and the standing time is 60s-240s.
在上述方案中,通过设置优选的参考激励倍率、激励持续时长和静置时长,作为电芯监测的一种优选手段,可以进一步提高电化学激励的效果,以此来提高测量准确性。In the above scheme, by setting the preferred reference excitation magnification, excitation duration and resting time, as a preferred means of cell monitoring, the effect of electrochemical excitation can be further improved, thereby improving measurement accuracy.
在一种可行的实施方式中,基于Rc增长率和静置电压差监测目标电芯的胀气情况,包括:In a feasible implementation, the flatulence of the target cell is monitored based on the Rc growth rate and the static voltage difference, including:
获取参考电芯,将参考电芯的Rc增长率和参考电芯的膨胀率进行一阶线性拟合处理,得到阻抗膨胀率预测模型;Obtain the reference cell, perform a first-order linear fitting process on the Rc growth rate of the reference cell and the expansion rate of the reference cell, and obtain a prediction model of the impedance expansion rate;
基于目标电芯的Rc增长率和阻抗膨胀率预测模型确定目标电芯膨胀率;基于目标电芯膨胀率得到第一检测结果,基于静置电压差得到第二检测结果;Determine the target cell expansion rate based on the Rc growth rate and impedance expansion rate prediction model of the target cell; obtain the first detection result based on the target cell expansion rate, and obtain the second detection result based on the static voltage difference;
基于第一检测结果和第二检测结果,确定目标电芯的电芯胀气情况。Based on the first detection result and the second detection result, the cell inflation condition of the target cell is determined.
在上述方案中,通过基于特征阻抗Rc值变化从Rc增长率维度进行电芯膨胀检测确定第一检测结果,和从静置电压差维度进行电芯膨胀检测第二检测结果,在第一检测结果基础上结合电化学激励后的静置电压差维度第二检测结果,进一步实现了精准监测电芯的电芯胀气情况,提高监测准确性。In the above scheme, the first detection result is determined by performing cell expansion detection from the Rc growth rate dimension based on the characteristic impedance Rc value change, and the second detection result is performed from the resting voltage difference dimension. In the first detection result Based on the combination of the second detection result of the static voltage difference dimension after electrochemical excitation, the precise monitoring of the cell inflation of the cell is further realized, and the monitoring accuracy is improved.
在一种可行的实施方式中,基于目标电芯膨胀率得到第一检测结果,基于静置电压差得到第二检测结果,基于第一检测结果和第二检测结果,确定目标电芯的电芯胀气情况,包括:In a feasible implementation manner, the first detection result is obtained based on the target cell expansion rate, the second detection result is obtained based on the static voltage difference, and the cell of the target cell is determined based on the first detection result and the second detection result. Gas conditions, including:
检测目标电芯膨胀率是否大于第一增长率阈值,得到第一检测结果;Detecting whether the expansion rate of the target cell is greater than a first growth rate threshold to obtain a first detection result;
检测静置电压差是否大于第一静置电压差阈值,得到第二检测结果;Detecting whether the static voltage difference is greater than the first static voltage difference threshold, and obtaining a second detection result;
若第一检测结果为目标电芯膨胀率大于第一增长率阈值且第二检测结果为静置电压差大于第一静置电压差阈值,则确定目标电芯属于电芯胀气状态;If the first detection result is that the expansion rate of the target cell is greater than the first growth rate threshold and the second detection result is that the resting voltage difference is greater than the first resting voltage difference threshold, then it is determined that the target cell belongs to the cell inflation state;
若第一检测结果为目标电芯膨胀率小于或等于第一增长率阈值和/或第二检测结果为静置电压差小于或等于第一静置电压差阈值,则确定目标电芯属于电芯正常状态。If the first detection result is that the expansion rate of the target cell is less than or equal to the first growth rate threshold and/or the second detection result is that the resting voltage difference is less than or equal to the first resting voltage difference threshold, then it is determined that the target cell belongs to the cell normal status.
在上述方案中,基于设置的第一增长率阈值进行电芯膨胀率维度的检测,和基于设置的第一静置电压差阈值进行静置电压差维度的检测,基于第一检测结果和第二检测结果,可以精准确定电芯胀气情况,丰富了电芯监测的手段;In the above solution, the cell expansion rate dimension is detected based on the set first growth rate threshold, and the static voltage difference dimension is detected based on the set first static voltage difference threshold. Based on the first detection result and the second The test results can accurately determine the battery inflation situation, which enriches the means of battery monitoring;
在一种可行的实施方式中,若目标电芯属于电芯胀气状态,则对目标电芯对应的充电截止电压进行降压控制处理;In a feasible implementation manner, if the target cell is in the state of cell flatulence, step-down control is performed on the charging cut-off voltage corresponding to the target cell;
在上述方案中,提出了基于电芯监测方法的一种进行降压控制处理的电芯控制手段,采用该电芯控制手段对目标电芯进行降压控制处理可以有效延长电芯的使用周期In the above scheme, a cell control method based on the cell monitoring method for step-down control processing is proposed. Using the cell control method to perform step-down control processing on the target cell can effectively prolong the service life of the cell
在一种可行的实施方式中,对目标电芯对应的充电截止电压进行降压控制处理,包括:In a feasible implementation manner, step-down control processing is performed on the charging cut-off voltage corresponding to the target cell, including:
若目标电芯膨胀率属于第一膨胀率区间且静置电压差大于第一静置电压差阈值,则基于电压降低值对目标电芯对应的充电截止电压进行降压;If the target cell expansion rate belongs to the first expansion rate range and the resting voltage difference is greater than the first resting voltage difference threshold, stepping down the charging cut-off voltage corresponding to the target cell based on the voltage drop value;
基于Rc增长率确定下一电芯膨胀率,获取下一静置电压差;Determine the next cell expansion rate based on the Rc growth rate, and obtain the next resting voltage difference;
若下一电芯膨胀率属于第一膨胀率区间且下一静置电压差大于第一静置电压差阈值,则执行对目标电芯对应的充电截止电压进行降压控制处理的步骤;If the expansion rate of the next battery cell belongs to the first expansion rate interval and the next resting voltage difference is greater than the first resting voltage difference threshold, the step of performing a step-down control process on the charging cut-off voltage corresponding to the target cell;
若下一电芯膨胀率属于第二膨胀率区间且静置电压差大于第一静置电压差阈值,则输出电芯更换建议。If the next cell expansion rate belongs to the second expansion rate range and the resting voltage difference is greater than the first resting voltage difference threshold, a cell replacement suggestion is output.
在上述方案中,在发生电芯膨胀的情形下,可以有效延长电芯的使用周期,以及可以及时有效的实现基于电芯膨胀的快速容灾预警。In the above scheme, in the case of battery expansion, the service life of the battery can be effectively extended, and rapid disaster recovery warning based on battery expansion can be realized in a timely and effective manner.
在一种可行的实施方式中,获取参考电芯,将参考电芯的Rc增长率和参考电芯的膨胀率进行一阶线性拟合处理,得到阻抗膨胀率预测模型还包括:In a feasible implementation manner, the reference cell is obtained, and the Rc growth rate of the reference cell and the expansion rate of the reference cell are subjected to a first-order linear fitting process, and the impedance expansion rate prediction model obtained also includes:
当参考电芯的电压在指定电压区间时,对参考电芯进行电化学激励,测量参考电芯的参考电芯膨胀值以及获取参考电芯的参考特征阻抗Rc值;When the voltage of the reference cell is in the specified voltage range, perform electrochemical excitation on the reference cell, measure the reference cell expansion value of the reference cell and obtain the reference characteristic impedance Rc value of the reference cell;
基于参考特征阻抗Rc值确定参考Rc增长率,基于参考电芯膨胀值确定参考电芯膨胀率;Determine the reference Rc growth rate based on the reference characteristic impedance Rc value, and determine the reference cell expansion rate based on the reference cell expansion value;
基于参考电芯膨胀率和参考Rc增长率进行一阶线性拟合处理,得到阻抗膨胀率预测模型。Based on the reference cell expansion rate and the reference Rc growth rate, the first-order linear fitting process is performed to obtain the impedance expansion rate prediction model.
在上述方案中,预先针对Rc增长率和电芯膨胀率建立阻抗膨胀率预测模型,采用阻抗膨胀率预测模型可以基于Rc增长率精准预测当前的电芯膨胀率,且预测手段便捷,实现了电芯监测流程的优化。阻抗膨胀率预测模型的预测效果更好,可以实现快速监测。In the above scheme, the impedance expansion rate prediction model is established in advance for the Rc growth rate and the cell expansion rate. Using the impedance expansion rate prediction model can accurately predict the current cell expansion rate based on the Rc growth rate, and the prediction method is convenient. Optimization of the core monitoring process. The predictive effect of the impedance expansion rate prediction model is better, and rapid monitoring can be realized.
在一种可行的实施方式中,方法还包括如下预处理步骤:In a feasible implementation manner, the method also includes the following preprocessing steps:
获取多个电芯对应的电芯容量参数和在同一SOC时的开路电压偏差,基于电芯容量参数和开路电压偏差从多个电芯中选取参考电芯;Obtain the cell capacity parameters corresponding to multiple cells and the open circuit voltage deviation at the same SOC, and select a reference cell from multiple cells based on the cell capacity parameters and open circuit voltage deviation;
对参考电芯配置指定温度范围环境,以参考充电倍率和参考循环次数对参考电芯进行循环充电处理,得到电芯预处理后的参考电芯。The reference battery is configured with a specified temperature range environment, and the reference battery is cyclically charged with the reference charging rate and the reference number of cycles to obtain the reference battery after the battery is pretreated.
在上述方案中,提出了一种对一阶线性模型所用到的参考电芯的预处理手段,通过对多个参考电芯进行预处理步骤,可以从开路电压偏差、电芯容量参数维度进行参考电芯筛选,以及可对参考电芯循环充电处理,这样可筛选出高质量的参考电芯,同时充分激活电芯性能,降低一阶线性模型建模过程中由于参考电芯自身因素所额外引入的误差,可以降低建模数据波动。In the above scheme, a preprocessing method for the reference cells used in the first-order linear model is proposed. By performing preprocessing steps on multiple reference cells, reference can be made from the dimensions of open circuit voltage deviation and cell capacity parameters. Cell screening and cyclic charging of reference cells can screen out high-quality reference cells, while fully activating the performance of the cells and reducing the additional introduction of reference cells in the modeling process of the first-order linear model. The error can reduce the modeling data fluctuation.
在一种可行的实施方式中,电芯容量参数为电芯设计容量值和实际容量波动值,基于电芯容量参数和开路电压偏差从多个参考电芯中选取参考电芯,包括:In a feasible implementation, the cell capacity parameter is the cell design capacity value and the actual capacity fluctuation value, and the reference cell is selected from multiple reference cells based on the cell capacity parameter and the open circuit voltage deviation, including:
基于电芯容量参数和开路电压偏差从多个电芯中选取参考电芯,包括:Select reference cells from multiple cells based on cell capacity parameters and open circuit voltage deviation, including:
从多个电芯中选取电芯设计容量值大于参考设计容量值且实际容量波动值小于参考容量波动值的至少一个备选电芯;Select at least one candidate battery cell whose design capacity value of the battery cell is greater than the reference design capacity value and whose actual capacity fluctuation value is smaller than the reference capacity fluctuation value;
从备选电芯中选取开路电压偏差小于偏差阈值的参考电芯。Select the reference cell whose open circuit voltage deviation is less than the deviation threshold from the candidate cells.
在上述方案中,通过电芯设计容量值、实际容量波动值和开路电压偏差实现了对高质量的参考电芯的筛选,可以筛选出合适且标准的电芯用于后续建模过程。In the above scheme, the screening of high-quality reference cells is realized through the cell design capacity value, actual capacity fluctuation value and open circuit voltage deviation, and suitable and standard cells can be screened out for subsequent modeling process.
在上述方案中,通过设置合适的指定电压区间,作为电芯监测的一种优选或推荐的实施方式,可以进一步提高电化学激励的效果,以此来提高测量准确性。In the above solution, by setting an appropriate designated voltage interval, as a preferred or recommended implementation of cell monitoring, the effect of electrochemical excitation can be further improved, thereby improving measurement accuracy.
第二方面,本申请实施例提供了一种电芯监测装置,装置包括:In the second aspect, the embodiment of the present application provides a cell monitoring device, which includes:
激励模块,用于当目标电芯的电压在指定电压区间时,对目标电芯进行电化学激励,确定电化学激励后的静置电压差,并获取目标电芯的特征阻抗Rc值;The excitation module is used to electrochemically stimulate the target cell when the voltage of the target cell is within a specified voltage range, determine the static voltage difference after the electrochemical excitation, and obtain the characteristic impedance Rc value of the target cell;
监测模块,用于基于特征阻抗Rc值确定Rc增长率;A monitoring module, configured to determine the Rc growth rate based on the characteristic impedance Rc value;
监测模块,用于基于目标电芯的Rc增长率和静置电压差监测目标电芯的胀气情况。The monitoring module is used to monitor the flatulence of the target battery based on the Rc growth rate and the static voltage difference of the target battery.
第三方面,本申请实施例提供一种电池管理系统,其特征在于,与电池连接,电池包含至少一个电芯,电池管理系统用于执行上述的方法步骤。In a third aspect, an embodiment of the present application provides a battery management system, which is characterized in that it is connected to a battery, the battery includes at least one battery cell, and the battery management system is configured to execute the above method steps.
第四方面,一种电子设备,其特征在于,包括:本体、电池管理系统和与电池管理系统连接的电池,电池包含至少一个电芯;In a fourth aspect, an electronic device is characterized in that it includes: a body, a battery management system, and a battery connected to the battery management system, and the battery includes at least one battery cell;
电池用于为本体供电;The battery is used to power the body;
电池管理系统用于执行上述的方法步骤。The battery management system is used to execute the above method steps.
第五方面,一种计算机存储介质,计算机存储介质存储有多条指令,指令适于由处理器加载并执行上述的方法步骤。In a fifth aspect, a computer storage medium stores a plurality of instructions, and the instructions are adapted to be loaded by a processor and execute the above method steps.
第六方面,本申请实施例提供一种计算机程序产品,该计算机程序产品存储有至少一条指令,至少一条指令由处理器加载并执行上述的方法步骤。In a sixth aspect, an embodiment of the present application provides a computer program product, the computer program product stores at least one instruction, and the at least one instruction is loaded by a processor to execute the above method steps.
本申请的其他特征和优点将在随后的说明书阐述,并且,部分地从说明书中变得显而易见,或者通过实施本申请实施例而了解。本申请的目的和其他优点可通过在所写的说明书以及附图中所特别指出的结构来实现和获得。Other features and advantages of the present application will be set forth in the ensuing description and, in part, will be apparent from the description, or can be learned by implementing the embodiments of the present application. The objectives and other advantages of the application may be realized and attained by the structure particularly pointed out in the written description and appended drawings.
附图说明Description of drawings
为了更清楚地说明本申请实施例或现有技术中的技术方案,下面将对实施例或现有技术描述中所需要使用的附图作简单地介绍,显而易见地,下面描述中的附图仅仅是本申请的一些实施例,对于本领域普通技术人员来讲,在不付出创造性劳动的前提下,还可以根据这些附图获得其他的附图。In order to more clearly illustrate the technical solutions in the embodiments of the present application or the prior art, the following will briefly introduce the drawings that need to be used in the description of the embodiments or the prior art. Obviously, the accompanying drawings in the following description are only These are some embodiments of the present application. Those skilled in the art can also obtain other drawings based on these drawings without creative work.
图1是本申请实施例提供的一种电芯监测方法的流程示意图;FIG. 1 is a schematic flow chart of a cell monitoring method provided in an embodiment of the present application;
图2是本申请实施例提供的一种胀气情况监测的流程示意图;Fig. 2 is a schematic flow chart of flatulence monitoring provided by the embodiment of the present application;
图3是本申请实施例提供的一种线性拟合的场景示意图;FIG. 3 is a schematic diagram of a linear fitting scenario provided by an embodiment of the present application;
图4是本申请实施例提供的一种参考电芯的预处理步骤的流程示意图;Fig. 4 is a schematic flow chart of the preprocessing steps of a reference cell provided in the embodiment of the present application;
图5是本申请实施例提供的一种降压控制的曲线图;FIG. 5 is a graph of a step-down control provided by an embodiment of the present application;
图6是本申请实施例提供的一种电芯监控的对照示意图;Fig. 6 is a comparative schematic diagram of battery monitoring provided by the embodiment of the present application;
图7是本申请实施例提供的一种电芯监测装置的结构示意图。Fig. 7 is a schematic structural diagram of a cell monitoring device provided in an embodiment of the present application.
具体实施方式Detailed ways
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。The following will clearly and completely describe the technical solutions in the embodiments of the application with reference to the drawings in the embodiments of the application. Apparently, the described embodiments are only some of the embodiments of the application, not all of them. Based on the embodiments in this application, all other embodiments obtained by persons of ordinary skill in the art without making creative efforts belong to the scope of protection of this application.
在本申请的描述中,需要理解的是,术语“第一”、“第二”等仅用于描述目的,而不能理解为指示或暗示相对重要性。在本申请的描述中,需要说明的是,除非另有明确的规定和限定,“包括”和“具有”以及它们任何变形,意图在于覆盖不排他的包含。例如包含了一系列步骤或单元的过程、方法、系统、产品或设备没有限定于已列出的步骤或单元,而是可选地还包括没有列出的步骤或单元,或可选地还包括对于这些过程、方法、产品或设备固有的其他步骤或单元。对于本领域的普通技术人员而言,可以具体情况理解上述术语在本申请中的具体含义。此外,在本申请的描述中,除非另有说明,“多个”是指两个或两个以上。“和/或”,描述关联对象的关联关系,表示可以存在三种关系,例如,A和/或B,可以表示:单独存在A,同时存在A和B,单独存在B这三种情况。字符“/”一般表示前后关联对象是一种“或”的关系。In the description of the present application, it should be understood that the terms "first", "second" and so on are used for descriptive purposes only, and should not be understood as indicating or implying relative importance. In the description of the present application, it should be noted that, unless otherwise specified and limited, "including" and "having" and any variations thereof are intended to cover non-exclusive inclusion. For example, a process, method, system, product or device comprising a series of steps or units is not limited to the listed steps or units, but optionally also includes unlisted steps or units, or optionally further includes For other steps or units inherent in these processes, methods, products or devices. Those of ordinary skill in the art can understand the specific meanings of the above terms in this application in specific situations. In addition, in the description of the present application, unless otherwise specified, "plurality" means two or more. "And/or" describes the association relationship of associated objects, indicating that there may be three types of relationships, for example, A and/or B may indicate: A exists alone, A and B exist simultaneously, and B exists independently. The character "/" generally indicates that the contextual objects are an "or" relationship.
在相关技术中,通过物理传感器检测电芯的膨胀状态,存在以下问题:1)需要增加额外的硬件成本;2)传感器的引入需要对设备的电池仓进行针对性设计以容纳胀气检测所需的硬件,而对于诸如消费类产品(手机、电脑、电池仓等),由于体积紧凑,使用物理传感器的监控方案不符合应用场景需求;3)传感器容易受到电芯使用过程的温度,震动等影响触发误报,当设备遇到跌落或碰撞等情况亦有可能导致传感器移位或脱落,使检测信号不再可靠或检测失效。In the related art, the physical sensor is used to detect the expansion state of the battery cell, and there are the following problems: 1) additional hardware costs need to be added; 2) the introduction of the sensor requires a targeted design of the battery compartment of the device to accommodate the battery required for the inflation detection. Hardware, and for consumer products (mobile phones, computers, battery compartments, etc.), due to the compact size, the monitoring solution using physical sensors does not meet the requirements of the application scenario; 3) The sensor is easily triggered by the temperature and vibration of the battery during use False alarms, when the device is dropped or collided, it may also cause the sensor to shift or fall off, making the detection signal no longer reliable or the detection invalid.
可见,相关技术中对于电芯监测存在一定的局限性。It can be seen that there are certain limitations in battery cell monitoring in the related art.
经申请人创造性劳动,发现电芯胀气主要是由于电芯膨胀引起的,电芯膨胀主要包括两类型的膨胀:1)电极材料在脱嵌锂过程中活性颗粒由于锂离子脱嵌引起的体积变化,该部分的膨胀为可逆膨胀,通常在充电态时膨胀,在放电态时恢复,不会引起电芯整体体积的明显变化;2)另一种为电极界面的副反应过程引起的膨胀,而副反应不可避免地引起电芯内阻的增加,气体的生成则进一步影响电极与电解液间的接触,从而使内阻进一步增大。Through the creative work of the applicant, it was found that the expansion of the battery cell is mainly caused by the expansion of the battery cell, and the expansion of the battery cell mainly includes two types of expansion: 1) The volume change of the active particles of the electrode material due to lithium ion deintercalation during the process of deintercalation of lithium , the expansion of this part is reversible expansion, which usually expands in the charging state and recovers in the discharging state, which will not cause obvious changes in the overall volume of the cell; 2) the other is the expansion caused by the side reaction process at the electrode interface, and Side reactions inevitably lead to an increase in the internal resistance of the cell, and the generation of gas further affects the contact between the electrode and the electrolyte, thereby further increasing the internal resistance.
在本申请一个或多个实施例中,为改善乃至彻底解决相关技术中的局限,至少采用:当目标电芯的电压在指定电压区间时,对目标电芯进行电化学激励,以确定电化学激励后的静置电压差,并获取目标电芯的特征阻抗Rc值;通过对目标电芯施加电化学激励,从电参信号反馈中提取出因界面副反应或胀气而引起的特征阻抗Rc值变化,同时考虑到电池由于界面副反应引起的膨胀后,电池的整体极化也会相应的增大,其目标电芯的电压至截止电压后,消极化的时间会延长,其电化学激励后静置一定时间后其电压的静置电压差也会相应变化,特征阻抗Rc值变化和静置电压差可以一定程度上表征电芯的胀气状态,基于此,本申请在特征阻抗Rc值变化的基础上并结合电化学激励后的静置电压差。可以实现监测目标电芯的胀气情况。In one or more embodiments of the present application, in order to improve or even completely solve the limitations of related technologies, at least adopt: when the voltage of the target cell is within a specified voltage range, perform electrochemical excitation on the target cell to determine the electrochemical The static voltage difference after excitation, and obtain the characteristic impedance Rc value of the target cell; by applying electrochemical excitation to the target cell, extract the characteristic impedance Rc value caused by the interface side reaction or flatulence from the electrical parameter signal feedback At the same time, considering the expansion of the battery due to the side reaction at the interface, the overall polarization of the battery will also increase accordingly. After the voltage of the target cell reaches the cut-off voltage, the depolarization time will be prolonged. After standing for a certain period of time, the static voltage difference of the voltage will also change accordingly. The change of the characteristic impedance Rc value and the static voltage difference can characterize the flatulence state of the battery cell to a certain extent. Based on and combined with the resting voltage difference after electrochemical excitation. It is possible to monitor the flatulence of the target cell.
其中,特征阻抗Rc值可以理解为电芯内部电化学反应及电极材料特性所产生的阻碍电流流动的物理量,其与电池的内阻不为同一技术概念。Among them, the characteristic impedance Rc value can be understood as the physical quantity that hinders the flow of current generated by the electrochemical reaction inside the cell and the characteristics of the electrode material, which is not the same technical concept as the internal resistance of the battery.
下面结合具体的实施例对本申请进行详细说明。The present application will be described in detail below in conjunction with specific embodiments.
在一个实施例中,如图1所示,特提出了一种电芯监测方法,该方法可依赖于计算机程序实现,可运行于基于冯诺依曼体系的电芯监测装置上。该计算机程序可集成在应用中,也可作为独立的工具类应用运行。具体的,该电芯监测方法包括:In one embodiment, as shown in FIG. 1 , a battery cell monitoring method is proposed, which can be realized by relying on a computer program and can run on a battery cell monitoring device based on the von Neumann system. The computer program can be integrated in the application, or run as an independent utility application. Specifically, the cell monitoring method includes:
S102:当目标电芯的电压在指定电压区间时,对目标电芯进行电化学激励,确定电化学激励后的静置电压差,并获取目标电芯的特征阻抗Rc值,其中,所述指定电压区间为以所述目标电芯的截止电压为参考的截止电压倍率区间,所述截止电压倍率区间为0.8~0.95;S102: When the voltage of the target cell is within the specified voltage range, perform electrochemical excitation on the target cell, determine the static voltage difference after electrochemical excitation, and obtain the characteristic impedance Rc value of the target cell, wherein the specified The voltage interval is a cut-off voltage multiplier interval taking the cut-off voltage of the target cell as a reference, and the cut-off voltage multiplier interval is 0.8-0.95;
本申请实施例的执行主体可以是电池管理系统(Battery Management System,BMS),电池管理系统可以对电池的电芯进行管理,例如可以对电芯的各项参数,如电压、电流等参数进行管理,以及还可以对电池充电和放电过程进行管理。电池管理系统可以与电池电连接;The executor of the embodiment of the present application may be a battery management system (Battery Management System, BMS). The battery management system can manage the battery cells of the battery, for example, it can manage various parameters of the battery cells, such as voltage, current and other parameters. , and can also manage the battery charging and discharging process. The battery management system may be electrically connected to the battery;
示意性的,电池管理系统(Battery Management System,BMS)来监测目标电芯充电过程或放电过程中的电压,当目标电芯的电压在指定电压区间时,对目标电芯进行电化学激励,确定电化学激励后的静置电压差,并同时获取目标电芯的特征阻抗Rc值。Schematically, the battery management system (Battery Management System, BMS) monitors the voltage of the target cell during charging or discharging, and when the voltage of the target cell is within a specified voltage range, electrochemically stimulates the target cell to determine The static voltage difference after electrochemical excitation, and at the same time obtain the characteristic impedance Rc value of the target cell.
进一步的,可以是目标电芯的电压在指定电压区间时,对目标电芯周期性或实时地对电芯进行至少一轮电化学激励,获取对目标电芯进行电化学激励后的静置电压差,以及目标电芯的特征阻抗Rc值;例如,针对目标电芯的特征阻抗Rc值而言,可以是间隔预设周期或实时来获取目标电芯的特征阻抗Rc值,以便于后续确定目标电芯的胀气情况。Further, when the voltage of the target cell is within a specified voltage range, perform at least one round of electrochemical excitation on the target cell periodically or in real time, and obtain the resting voltage after the electrochemical excitation of the target cell difference, and the characteristic impedance Rc value of the target battery; for example, for the characteristic impedance Rc value of the target battery, the characteristic impedance Rc value of the target battery can be obtained at interval preset periods or in real time, so as to facilitate subsequent determination of the target The inflation of the battery cell.
可选的,当目标电芯的电压在指定电压区间时,可以进行至少一轮电化学激励,记录每轮电化学激励的目标电芯的特征阻抗Rc值和静置电压差ΔV;Optionally, when the voltage of the target cell is in the specified voltage range, at least one round of electrochemical excitation can be performed, and the characteristic impedance Rc value and the static voltage difference ΔV of the target cell for each round of electrochemical excitation can be recorded;
假设当前对目标电芯进行第i轮电化学激励,记录电化学激励时,电芯起始电压V0及(结束电化学激励的电流)结束电流I,电化学激励的激励持续时长x秒,记录结束电化学激励的目标电芯静置起始电压Vs(目标电芯静置起始电压与可称之为激励结束电压),静置一定时间a秒,在“静置一定时间a秒”后记录静置结束电压Vr;Assuming that the i-th round of electrochemical excitation is currently performed on the target cell, when recording the electrochemical excitation, the cell initial voltage V 0 and (the current that ends the electrochemical excitation) the end current I, the excitation duration of the electrochemical excitation is x seconds, Record the static start voltage Vs of the target cell after the electrochemical excitation (the target cell's static start voltage and the excitation end voltage), stand for a certain period of a second, and in the "stand for a certain period of a second" Then record the resting end voltage V r ;
示意性的,此时目标电芯的特征阻抗Rc值满足以下公式:Schematically, the characteristic impedance Rc value of the target cell at this time satisfies the following formula:
Rc=(Vs–V0)/IRc=(Vs–V 0 )/I
示意性的,静置电压差ΔV满足以下公式:Schematically, the static voltage difference ΔV satisfies the following formula:
ΔV=Vs-Vr ΔV=Vs- Vr
示意性的,由于ΔV值反映了部分电芯中Li离子扩散的极化状态,当电芯出现界面副反应引起的膨胀后,其扩散部分的极化状态亦有所体现,因此将ΔV值的异常引入到本申请中的电芯监测环节,基于Rc增长率和静置电压差ΔV实现联合电芯胀气情况的判断;Schematically, since the value of ΔV reflects the polarization state of Li ion diffusion in part of the cell, when the cell expands due to interface side reactions, the polarization state of the diffusion part is also reflected, so the value of ΔV Abnormalities are introduced into the cell monitoring link in this application, based on the Rc growth rate and the static voltage difference ΔV to realize the judgment of the combined cell flatulence;
可以理解的,通常会在目标电芯的电压在指定电压区间时,对目标电芯周期性进行多轮电化学激励,其特征阻抗Rc值通常可以是多个,其静置电压差ΔV可以是一个或多个。指定电压区间可预先根据电池应用体系(如电芯三元镍钴锰-石墨体系)的电压区间设置,区间可以是电池所设计的最高截止电压的0.8~0.95;It can be understood that when the voltage of the target cell is in the specified voltage range, the target cell is periodically electrochemically excited for multiple rounds, and its characteristic impedance Rc value can usually be multiple, and its static voltage difference ΔV can be one or more. The specified voltage interval can be set in advance according to the voltage interval of the battery application system (such as the battery ternary nickel-cobalt-manganese-graphite system), and the interval can be 0.8-0.95 of the highest cut-off voltage designed by the battery;
可选的,电化学激励为充电激励或放电激励,充电激励可以理解为对电芯以指定充电电流进行充电,放电激励可以理解为对目标电芯以指定充电电压进行放电。Optionally, the electrochemical excitation is a charging excitation or a discharging excitation. The charging excitation can be understood as charging the cell at a specified charging current, and the discharging excitation can be understood as discharging the target cell at a specified charging voltage.
在一种可行的实施方式中,对目标电芯进行电化学激励,确定电化学激励后的静置电压差的过程可以是如下方式:In a feasible implementation manner, the electrochemical excitation is performed on the target cell, and the process of determining the static voltage difference after electrochemical excitation can be as follows:
A2:获取电化学激励参数,电化学激励参数包括参考激励倍率、激励持续时长和静置时长;A2: Acquire electrochemical excitation parameters, which include reference excitation ratio, excitation duration and resting time;
示意性的,预先可以设置电化学激励的电化学激励参数,实际应用阶段可以直接获取所设置的电化学激励参数;Schematically, the electrochemical excitation parameters of the electrochemical excitation can be set in advance, and the set electrochemical excitation parameters can be directly obtained in the actual application stage;
A4:基于参考激励倍率对目标电芯进行电化学激励,并保持激励持续时长;A4: Perform electrochemical excitation on the target cell based on the reference excitation ratio, and keep the excitation duration;
A6:在结束电化学激励时记录目标电芯对应的目标电芯静置起始电压,在静置静置时长后目标电芯对应的目标电芯静置结束电压,以基于目标电芯静置起始电压和目标电芯静置结束电压确定电化学激励后的静置电压差。A6: At the end of the electrochemical excitation, record the static start voltage of the target cell corresponding to the target cell. The starting voltage and the target cell resting end voltage determine the resting voltage difference after electrochemical excitation.
示意性的,以电化学激励为充电激励为例,所获取的电化学激励参数可以是参考充电倍率a1、充电持续时长b1、充电结束后的静置时长c1;进一步的,当电芯的电压在指定电压区间时,定期以参考充电倍率a1对电芯施适当的电流进行充电,并保持充电持续时长b1,并在每一轮电化学激励过程中,记录充电起始电压V0及结束电流I,持续充电持续时长b1,记录充电激励后的目标电芯静置起始电压Vs,充电结束后的静置静置时长c1,记录静置结束后的静置结束电压Vr;Schematically, taking the electrochemical excitation as the charging excitation as an example, the obtained electrochemical excitation parameters can be the reference charging rate a1, the charging duration b1, and the standing time c1 after charging; further, when the cell voltage In the specified voltage range, regularly charge the cell with an appropriate current at the reference charge rate a1, and keep the charging duration b1, and record the charging start voltage V0 and end current I during each round of electrochemical excitation , the duration of continuous charging b1, record the starting voltage Vs of the target cell after the charging excitation, the standing time c1 after the charging is completed, and record the ending voltage V r after the static;
进一步的,进一步计算得到目标电芯的特征阻抗Rc值和静置电压差ΔV,和采用以此类推,可得到每一轮电化学激励时,目标电芯的特征阻抗Rc值和静置电压差ΔV;Further, the characteristic impedance Rc value and the static voltage difference ΔV of the target cell are further calculated, and by analogy, the characteristic impedance Rc value and the static voltage difference of the target cell can be obtained for each round of electrochemical excitation ΔV;
可选的,参考激励倍率为0.5C~1.5C;Optionally, the reference excitation ratio is 0.5C to 1.5C;
可选的,激励持续时长为10s~30s;Optionally, the incentive duration is 10s to 30s;
可选的,静置时长为60s~240s。Optionally, the standing time is 60s-240s.
需要说明的是,不能将上述示例的例子中的参考激励倍率为0.5C~1.5C、激励持续时长为10s~30s、静置时长为60s~240s等这些特定值,理解成是对本申请的限制。也即,参考激励倍率除了为0.5C~1.5C外,还可以是其他区间中的任一值,如0.4C~1.6C、0.3C~1.3C等等;以及,激励持续时长除了为10s~30s外,还可以是其他区间中的任一值,如10s~40s、8s~20s,等等;以及,静置时长除了为60s~240s外,还可以是其他区间中的任一值,如50s~100s、80s~250s,等等;因此,不能将上述示例中的参考激励倍率、激励持续时长、静置时长对应的示例范围理解成是对本申请的限制;It should be noted that in the above example, the specific values such as the reference excitation magnification of 0.5C to 1.5C, the excitation duration of 10s to 30s, and the rest period of 60s to 240s cannot be understood as limitations on this application. . That is to say, the reference excitation magnification can be any value in other intervals besides 0.5C~1.5C, such as 0.4C~1.6C, 0.3C~1.3C, etc.; In addition to 30s, it can also be any value in other intervals, such as 10s~40s, 8s~20s, etc.; and, in addition to 60s~240s, the standing time can also be any value in other intervals, such as 50s~100s, 80s~250s, etc.; therefore, the ranges corresponding to the reference excitation magnification, excitation duration, and resting time in the above examples cannot be understood as limitations on this application;
S104:基于特征阻抗Rc值确定Rc增长率;S104: Determine the Rc growth rate based on the characteristic impedance Rc value;
在获取到前述一个或多个的特征阻抗Rc值后,基于获取到特征阻抗Rc值确定Rc增长率;After obtaining the aforementioned one or more characteristic impedance Rc values, determine the Rc growth rate based on the obtained characteristic impedance Rc values;
在确定Rc增长率时,可以是确定获取到的Rc值相对于首次获取到的Rc值的增长率,也即,若获取到的Rc值为首次获取到的Rc值,则对应的Rc增长率为0,若获取到的Rc值为非首次获取到的Rc值时,则该Rc增长率为获取到的Rc值相对于首次获取到的Rc值的增长比例;When determining the Rc growth rate, it may be to determine the growth rate of the obtained Rc value relative to the first obtained Rc value, that is, if the obtained Rc value is the first obtained Rc value, then the corresponding Rc growth rate is 0, if the obtained Rc value is not the first obtained Rc value, then the Rc growth rate is the growth ratio of the obtained Rc value relative to the first obtained Rc value;
其中,Rc增长率的计算过程为[(Rci-Rc1)/Rc1]*100%,Rci表示第i次获取到的Rc值,i的取值为正整数,Rc1表示首次获取到的Rc值。Among them, the calculation process of Rc growth rate is [(Rci-Rc1)/Rc1]*100%, Rci represents the Rc value obtained for the i-th time, the value of i is a positive integer, and Rc1 represents the Rc value obtained for the first time.
可选的,电池管理系统可以预先存储电芯出厂前记录的基准特征阻抗Rc值(可作为前述首次获取到的Rc值),也即Rc base值,实际应用阶段可以基于当前实测的特征阻抗Rc值与基准特征阻抗Rc值,直接计算Rc增长率。Optionally, the battery management system can pre-store the reference characteristic impedance Rc value recorded before the cell leaves the factory (which can be used as the Rc value obtained for the first time), that is, the Rc base value. The actual application stage can be based on the current measured characteristic impedance Rc Value and reference characteristic impedance Rc value, directly calculate Rc growth rate.
在实际的应用场景中,当目标电芯充电至指定电压范围时(如最高截止电压的80-95%),可触发Rc数据以及ΔV值提取,记录连续读取的Rc值,确定Rc增长率;In actual application scenarios, when the target cell is charged to the specified voltage range (such as 80-95% of the highest cut-off voltage), it can trigger Rc data and ΔV value extraction, record the continuously read Rc value, and determine the Rc growth rate ;
S106:基于目标电芯的Rc增长率和静置电压差监测目标电芯的胀气情况。S106: Monitor the inflation of the target battery based on the Rc growth rate and the static voltage difference of the target battery.
在获取到Rc增长率和静置电压差之后,可以基于Rc增长率和静置电压差阻抗膨胀率预测模型来监测当前目标电芯的胀气情况;After obtaining the Rc growth rate and the static voltage difference, the flatulence of the current target cell can be monitored based on the Rc growth rate and the static voltage difference impedance expansion rate prediction model;
在一种可行的实施方式中,阻抗膨胀率预测模型可以是一种包括参考电芯膨胀率与“指定Rc增长率和指定静置电压差”对应的阻抗膨胀率关系表模型,实际应用中,可以基于阻抗膨胀率关系表模型查找当前“Rc增长率和静置电压差”共同对应的电芯膨胀率,电芯膨胀率可以表征电芯的胀气情况;In a feasible implementation, the impedance expansion rate prediction model may be a relationship table model including the impedance expansion rate corresponding to the reference cell expansion rate and "specified Rc growth rate and specified static voltage difference". In practical applications, Based on the impedance expansion rate relationship table model, the cell expansion rate corresponding to the current "Rc growth rate and static voltage difference" can be found, and the cell expansion rate can represent the flatulence of the cell;
其中,阻抗膨胀率关系表模型可以是:当参考电芯的电压在指定电压区间时,对参考电芯进行电化学激励,确定电化学激励后参考电芯对应的参考静置电压差,并测量参考电芯的参考电芯膨胀值以及获取参考电芯的参考特征阻抗Rc值确定参考Rc增长率,以及基于参考电芯膨胀值确定参考电芯膨胀率;Among them, the impedance expansion rate relationship table model can be: when the voltage of the reference cell is in the specified voltage range, perform electrochemical excitation on the reference cell, determine the reference static voltage difference corresponding to the reference cell after electrochemical excitation, and measure The reference cell expansion value of the reference cell and the reference characteristic impedance Rc value of the reference cell are obtained to determine the reference Rc growth rate, and the reference cell expansion rate is determined based on the reference cell expansion value;
由于,模型建立阶段,基于上述方式可确定若干组“参考电芯膨胀率-参考Rc增长率和参考静置电压差”的阻抗膨胀率映射,基于多组阻抗膨胀率映射进行相关性处理,便可以可以建立阻抗膨胀率关系表模型。Because, in the model building stage, several sets of impedance expansion rate mappings of "reference cell expansion rate-reference Rc growth rate and reference static voltage difference" can be determined based on the above-mentioned method, and correlation processing is performed based on multiple sets of impedance expansion rate mapping, which is convenient It is possible to establish a resistance expansion rate relationship table model.
需要说明的是,“当参考电芯的电压在指定电压区间时,对参考电芯进行电化学激励,确定电化学激励后参考电芯对应的参考静置电压差,以及获取参考电芯的参考特征阻抗Rc值确定参考Rc增长率”可参考前述确定静置电压差、特征阻抗Rc值以及Rc增长率的相关释义,其执行步骤类似,此处不再赘述;It should be noted that "when the voltage of the reference cell is within the specified voltage range, perform electrochemical excitation on the reference cell, determine the reference resting voltage difference corresponding to the reference cell after electrochemical excitation, and obtain the reference voltage of the reference cell. The reference Rc growth rate for determining the characteristic impedance Rc value" can refer to the relevant interpretations of the aforementioned determination of the static voltage difference, the characteristic impedance Rc value, and the Rc growth rate. The execution steps are similar and will not be repeated here;
在一种可行的实施方式中,阻抗膨胀率预测模型可以是一种基于机器学习模型创建并采用参考电芯膨胀率和参考Rc增长率所训练得到的模型,具体如下:In a feasible implementation, the impedance expansion rate prediction model may be a model created based on a machine learning model and trained using the reference cell expansion rate and the reference Rc growth rate, as follows:
样本数据收集:采集大量的阻抗膨胀率样本,阻抗膨胀率样本包括基于前述参考电芯得到的参考静置电压差和参考Rc增长率;Sample data collection: collect a large number of impedance expansion rate samples, which include the reference static voltage difference and the reference Rc growth rate obtained based on the aforementioned reference cells;
样本数据标注:对阻抗-电压差样本标注前述测量的参考电芯膨胀值,参考电芯膨胀值作为阻抗-电压差样本的标签;Sample data annotation: mark the reference cell expansion value measured above for the impedance-voltage difference sample, and use the reference cell expansion value as the label of the impedance-voltage difference sample;
模型正向传播训练:基于机器学习模型创建初始阻抗膨胀率预测模型,将阻抗-电压差样本输入初始阻抗膨胀率预测模型中进行至少一轮模型训练,得到针对阻抗-电压差样本对应的预测电芯膨胀率;Model forward propagation training: Create an initial impedance expansion rate prediction model based on a machine learning model, input impedance-voltage difference samples into the initial impedance expansion rate prediction model for at least one round of model training, and obtain the corresponding prediction voltage for impedance-voltage difference samples Core expansion rate;
模型反向传播微调:在每一轮模型正向传播训练过程中,基于预测电芯膨胀率和样本标签-参考电芯膨胀率基于模型损失计算式计算模型损失,基于模型损失对初始阻抗膨胀率预测模型进行模型参数调整,直至初始阻抗膨胀率预测模型满足模型训练结束条件,得到训练好的阻抗膨胀率预测模型;Model backpropagation fine-tuning: During each round of model forward propagation training, the model loss is calculated based on the model loss calculation formula based on the predicted cell expansion rate and the sample label-reference cell expansion rate, and the initial impedance expansion rate based on the model loss Adjust the model parameters of the prediction model until the initial impedance expansion rate prediction model meets the model training end condition, and obtain the trained impedance expansion rate prediction model;
可选的,预测电芯膨胀率和样本标签-参考电芯膨胀率可以采用设置的模型损失函数计算模型损失,如模型损失函数可以是欧式距离损失函数、交叉熵损失函数、合页损失函数等等。Optionally, the predicted cell expansion rate and the sample label-reference cell expansion rate can be used to calculate the model loss using the set model loss function, such as the model loss function can be a Euclidean distance loss function, a cross-entropy loss function, a hinge loss function, etc. wait.
可选的,模型的模型结束训练条件可以包括诸如损失函数的取值小于或等于预设的损失函数阈值,迭代次数达到预设的次数阈值等。具体模型结束训练条件可基于实际情况确定,此处不作具体限定。Optionally, the model training end condition of the model may include, for example, that the value of the loss function is less than or equal to a preset loss function threshold, the number of iterations reaches a preset threshold, and the like. The specific conditions for ending the training of the model can be determined based on the actual situation, and are not specifically limited here.
需要说明的是,本说明书一个或多个实施例所涉及的机器学习模型包括但不限于卷积神经网络(Convolutional Neural Network,CNN)模型,深度神经网络(Deep NeuralNetwork,DNN)模型、循环神经网络(Recurrent Neural Networks,RNN)、模型、嵌入(embedding)模型、梯度提升决策树(Gradient Boosting Decision Tree,GBDT)模型、逻辑回归(Logistic Regression,LR)模型等机器学习模型中的一种或多种的拟合。It should be noted that the machine learning models involved in one or more embodiments of this specification include but are not limited to convolutional neural network (Convolutional Neural Network, CNN) model, deep neural network (Deep Neural Network, DNN) model, recurrent neural network (Recurrent Neural Networks, RNN), model, embedding (embedding) model, gradient boosting decision tree (Gradient Boosting Decision Tree, GBDT) model, logistic regression (Logistic Regression, LR) model and other machine learning models or one or more of fitting.
示意性的,提出了一种基于机器学习模型的阻抗膨胀率预测模型的模型训练方式,基于此方式可以得到训练好的阻抗膨胀率预测模型,该阻抗膨胀率预测模型可适配复杂的电芯监测场景,并准确计算出电芯膨胀率,模型具有良好的鲁棒性。Schematically, a model training method of the impedance expansion rate prediction model based on a machine learning model is proposed. Based on this method, a trained impedance expansion rate prediction model can be obtained, and the impedance expansion rate prediction model can be adapted to complex cells. Monitor the scene and accurately calculate the cell expansion rate. The model has good robustness.
在本申请实施例中,通过电化学激励可以从电信号反馈中提取出因界面副反应或胀气而引起的特征阻抗Rc值变化。同时,当电芯出现界面副反应引起的膨胀后,电芯极化增大,其静置电压差也会相应变化,从而可以通过特征阻抗Rc值的变化结合电化学激励后的静置电压差实现电芯的胀气情况检测。In the embodiment of the present application, the characteristic impedance Rc value change caused by the interface side reaction or flatulence can be extracted from the electrical signal feedback through electrochemical excitation. At the same time, when the cell expands due to interface side reactions, the polarization of the cell increases, and its static voltage difference will change accordingly, so that the static voltage difference after electrochemical excitation can be combined with the change of the characteristic impedance Rc value Realize the detection of the flatulence of the battery cell.
请参见图2,图2是本申请提出的一种胀气情况监测的流程示意图。具体的:Please refer to FIG. 2 . FIG. 2 is a schematic flow chart of flatulence monitoring proposed by the present application. specific:
S202:基于Rc增长率确定电芯膨胀率;S202: Determine the cell expansion rate based on the Rc growth rate;
在一种可行的实施方式中,可以预先基于参考电芯膨胀率和参考Rc增长率进行一阶线性拟合处理,得到一阶线性模型,将一阶线性模型作为阻抗膨胀率预测模型;In a feasible embodiment, a first-order linear fitting process can be performed based on the reference cell expansion rate and the reference Rc growth rate in advance to obtain a first-order linear model, and the first-order linear model can be used as the impedance expansion rate prediction model;
实际应用阶段,可以基于Rc增长率采用阻抗膨胀率预测模型得到电芯膨胀率。In the practical application stage, the cell expansion rate can be obtained based on the Rc growth rate using the impedance expansion rate prediction model.
以下对基于一阶线性模型得到阻抗膨胀率预测模型的模型建立过程可参考如下释义:The following explanations can be referred to for the model establishment process of the impedance expansion rate prediction model based on the first-order linear model:
B2:当参考电芯的电压在指定电压区间时,对参考电芯进行电化学激励,测量参考电芯的参考电芯膨胀值以及获取参考电芯的参考特征阻抗Rc值;B2: When the voltage of the reference cell is in the specified voltage range, perform electrochemical excitation on the reference cell, measure the reference cell expansion value of the reference cell and obtain the reference characteristic impedance Rc value of the reference cell;
B4:基于参考特征阻抗Rc值确定参考Rc增长率,基于参考电芯膨胀值确定参考电芯膨胀率;B4: Determine the reference Rc growth rate based on the reference characteristic impedance Rc value, and determine the reference cell expansion rate based on the reference cell expansion value;
参考Rc增长率是针对参考特征阻抗Rc值的增长幅度;“基于参考特征阻抗Rc值确定参考Rc增长率”过程可参考前述“基于特征阻抗Rc值确定Rc增长率”步骤的释义,两者类似,此处不再赘述。The reference Rc growth rate refers to the growth rate of the reference characteristic impedance Rc value; the process of "determining the reference Rc growth rate based on the reference characteristic impedance Rc value" can refer to the interpretation of the aforementioned step "determining the Rc growth rate based on the characteristic impedance Rc value", the two are similar , which will not be repeated here.
参考电芯膨胀率是针对参考电芯膨胀值的增长幅度,参考电芯膨胀值可以理解为参考电芯的厚度S;The reference cell expansion rate refers to the growth rate of the reference cell expansion value, and the reference cell expansion value can be understood as the thickness S of the reference cell;
示意性的,在对参考电芯进行电化学激励时,电化学激励可以是多轮,以此可得到多个参考电芯膨胀值,在获取到前述一个或多个的参考电芯膨胀值后,基于获取到参考电芯膨胀值S可确定参考电芯膨胀率;Schematically, when the electrochemical excitation is performed on the reference cell, the electrochemical excitation can be multiple rounds, so that multiple reference cell expansion values can be obtained. After obtaining the aforementioned one or more reference cell expansion values , the reference cell expansion rate can be determined based on the acquired reference cell expansion value S;
在确定参考电芯膨胀率时,可以是确定获取到的参考电芯膨胀值S相对于首次获取到的参考电芯膨胀值S的增长率,也即,若获取到的参考电芯膨胀值S为首次获取到的参考电芯膨胀值S,则对应的参考电芯膨胀增长率为0,若获取到的参考电芯膨胀值S为非首次获取到的参考电芯膨胀值S时,则该参考电芯膨胀(增长)率为获取到的参考电芯膨胀值相对于首次获取到的参考电芯膨胀值的增长比例;When determining the reference cell expansion rate, it may be to determine the growth rate of the acquired reference cell expansion value S relative to the first acquired reference cell expansion value S, that is, if the acquired reference cell expansion value S is the reference cell expansion value S obtained for the first time, then the corresponding reference cell expansion rate is 0, if the obtained reference cell expansion value S is the reference cell expansion value S not obtained for the first time, then the The reference cell expansion (growth) rate is the growth ratio of the acquired reference cell expansion value relative to the first acquired reference cell expansion value;
其中,参考电芯膨胀率S%的计算过程为[(Si-S1)/S1]*100%,Si表示第i次获取到的S值,i的取值为正整数,S1表示首次获取到的Rc值。Among them, the calculation process of the reference cell expansion rate S% is [(Si-S1)/S1]*100%, Si represents the S value obtained for the i-th time, the value of i is a positive integer, and S1 represents the first obtained The Rc value.
B6:基于参考电芯膨胀率和参考Rc增长率进行一阶线性拟合处理,得到一阶线性模型,实际应用在电芯监测时,可以将一阶线性模型作为阻抗膨胀率预测模型。一阶线性模型可以理解为是针对Rc增长率和电芯膨胀率的模型;B6: Based on the reference cell expansion rate and the reference Rc growth rate, a first-order linear fitting process is performed to obtain a first-order linear model. When actually applied to cell monitoring, the first-order linear model can be used as a prediction model for impedance expansion rate. The first-order linear model can be understood as a model for Rc growth rate and cell expansion rate;
具体的,根据每轮测得的参考Rc增长率R%以及参考电芯膨胀率S%,对多组“参考Rc增长率R%以及参考电芯膨胀率S%”数据进行相关性处理,并进行一阶线性拟合处理,得到R%与S%之间的关系式;Specifically, according to the reference Rc growth rate R% and the reference cell expansion rate S% measured in each round, perform correlation processing on multiple sets of "reference Rc growth rate R% and reference cell expansion rate S%" data, and Perform first-order linear fitting processing to obtain the relationship between R% and S%;
可选的,以Rc%为自变量,S%为因变量,一阶线性模型可表示为如下形式:Optionally, with Rc% as the independent variable and S% as the dependent variable, the first-order linear model can be expressed as follows:
S%=a1*Rc%+b1 S%=a 1 *Rc%+b 1
可选的,以S%为自变量,Rc%为因变量,一阶线性模型可表示为如下形式:Optionally, with S% as the independent variable and Rc% as the dependent variable, the first-order linear model can be expressed as follows:
Rc%=a2*S%+b2 Rc%= a2 *S%+ b2
在电芯设计阶段,通过设置一定的工况使参考电芯产生持续膨胀,在参考电芯的不同膨胀阶段(通常可根据电芯厚度也即参考电芯膨胀率方向的膨胀范围,设置在0-20%阶段进行建模),以时间或循环圈数设置一定的间隔连续记录参考电芯膨胀率,同时记录在指定电压区间设置一定条件(电化学激励参数,如参考激励倍率、激励持续时长、静置时长等)进行一轮或多轮电化学激励,来获得的对应的Rc值,并以参考电芯出厂前电芯状态的数据作为base值,base值也即根据base值,计算Rc增长值Rc%,以及膨胀值的增长值S%,将Rc%与S%建立一阶线性拟合;In the cell design stage, the reference cell will continue to expand by setting a certain working condition. In the different expansion stages of the reference cell (usually according to the cell thickness, that is, the expansion range of the reference cell expansion rate direction, it can be set at 0 -20% stage for modeling), set a certain interval with time or number of cycles to continuously record the reference cell expansion rate, and record at the same time set certain conditions in the specified voltage range (electrochemical excitation parameters, such as reference excitation magnification, excitation duration , standing time, etc.) to perform one or more rounds of electrochemical excitation to obtain the corresponding Rc value, and use the data of the cell state before the reference cell leaves the factory as the base value, and the base value is to calculate the Rc based on the base value The growth value Rc%, and the growth value S% of the expansion value, establish a first-order linear fitting between Rc% and S%;
以初始的n组数据进行处理,获得初始一阶线性模型,后续每轮获取的Rc%数据代入初始一阶线性模型计算S%,并与实测S%进行对比,若计算所预测的S%与测得的实际S%的预测误差,若预测误差小于或等于误差阈值(如5%),则无需更新一阶线性模型,若预测误差大于误差阈值,则将实测Rc%和S%加入数据集,对一阶线性模型进行重新拟合获得新的拟合关系式,对一阶线性模型行迭代更新;将收集的一阶线性模型作为阻抗膨胀率预测模型,以及电芯出厂前记录的Rc base值内嵌至电池管理系统BMS中,以便实际使用时进行调用。The initial n sets of data are processed to obtain the initial first-order linear model, and the Rc% data obtained in each subsequent round are substituted into the initial first-order linear model to calculate S%, and compared with the measured S%, if the calculated predicted S% and The measured actual S% prediction error, if the prediction error is less than or equal to the error threshold (such as 5%), there is no need to update the first-order linear model, if the prediction error is greater than the error threshold, then the measured Rc% and S% will be added to the data set , to re-fit the first-order linear model to obtain a new fitting relationship, and iteratively update the first-order linear model; use the collected first-order linear model as the prediction model of impedance expansion rate, and the Rc base recorded before the battery leaves the factory The value is embedded into the BMS of the battery management system so that it can be called during actual use.
S204:基于目标电芯膨胀率得到第一检测结果,基于静置电压差得到第二检测结果;S204: Obtain a first detection result based on the target cell expansion rate, and obtain a second detection result based on the static voltage difference;
第一检测结果可以理解为从Rc增长率维度进行电芯膨胀检测的结果,基于电芯膨胀率可以初步判决电芯是否膨胀;The first detection result can be understood as the result of cell expansion detection from the Rc growth rate dimension, and based on the cell expansion rate, it can be preliminarily judged whether the cell expands;
第一检测结果可以理解为从静置电压差维度进行电芯膨胀检测的结果,从静置电压差维度可以进一步对第一检测结果调优,去除从Rc增长率维度的检测误差。The first detection result can be understood as the result of cell expansion detection from the static voltage difference dimension, and the first detection result can be further optimized from the static voltage difference dimension to remove the detection error from the Rc growth rate dimension.
在一种可行的实施方式中,可以检测目标电芯膨胀率是否大于第一增长率阈值,得到第一检测结果;In a feasible implementation manner, it may be detected whether the target cell expansion rate is greater than the first growth rate threshold to obtain the first detection result;
示意性的,预先可以设置针对电芯膨胀率的阈值,该阈值也即第一增长率阈值,第一增长率阈值例如可以自定义设置为10%,此时第一检测结果也即电芯膨胀率是否大于第一增长率10%的结果。Schematically, a threshold for the cell expansion rate can be set in advance, which is also the first growth rate threshold. For example, the first growth rate threshold can be customized to 10%. At this time, the first detection result is the cell expansion Whether the rate is greater than the result of the first growth rate of 10%.
在一种可行的实施方式中,检测静置电压差是否大于第一静置电压差阈值,得到第二检测结果;In a feasible implementation manner, it is detected whether the resting voltage difference is greater than the first resting voltage difference threshold, and a second detection result is obtained;
示意性的,预先可以设置针对静置电压差的阈值,该阈值也即第一静置电压差阈值,第一静置电压差阈值可以自定义设置,第二检测结果也即静置电压差是否大于第一静置电压差阈值的结果。Schematically, the threshold for the static voltage difference can be set in advance, which is also the first static voltage difference threshold, the first static voltage difference threshold can be customized, and the second detection result is whether the static voltage difference is results in greater than the first resting voltage difference threshold.
S206:基于第一检测结果和第二检测结果,确定目标电芯的电芯胀气情况。S206: Based on the first detection result and the second detection result, determine the battery inflation condition of the target battery cell.
可以理解的,基于第一检测结果和第二检测结果来联合判断电芯是否膨胀,也即确定电芯的电芯胀气情况。It can be understood that based on the first detection result and the second detection result, it is jointly judged whether the battery cell is inflated, that is, to determine the cell inflation of the battery cell.
在一种可行的实施方式中,若第一检测结果为目标电芯膨胀率大于第一增长率阈值且第二检测结果为静置电压差大于第一静置电压差阈值,则确定目标电芯属于电芯胀气状态;In a feasible implementation manner, if the first detection result is that the expansion rate of the target cell is greater than the first growth rate threshold and the second detection result is that the resting voltage difference is greater than the first resting voltage difference threshold, then the target cell is determined It belongs to the state of cell inflation;
若第一检测结果为目标电芯膨胀率小于或等于第一增长率阈值和/或第二检测结果为静置电压差小于或等于第一静置电压差阈值,则确定目标电芯属于电芯正常状态。If the first detection result is that the expansion rate of the target cell is less than or equal to the first growth rate threshold and/or the second detection result is that the resting voltage difference is less than or equal to the first resting voltage difference threshold, then it is determined that the target cell belongs to the cell normal status.
示例性的,为了更好的理解本申请的实施步骤,以下举例对阻抗膨胀率预测模型和第一静置电压差阈值进行释义,如下:Exemplarily, in order to better understand the implementation steps of the present application, the following examples explain the impedance expansion rate prediction model and the first resting voltage difference threshold, as follows:
选取一批设计容量如5000mAh制造下线在1个月以内的属于新鲜态的电芯,筛选其中实际容量与设计容量偏差在指定容量范围(如0%-0.35%)以内的参考电芯,进行建模数据收集。选择特定的条件加速电芯的膨胀及数据获取,在45℃(此处所示的温度仅为示例,其温度可以是为[10℃,80℃])恒温条件下,对电芯进行循环测试,测试条件为参考电芯的电压在指定电压区间3.0-4.2V进行多轮充/放电激励,间隔循环(Cycle)地对参考电芯进行充/放电激励(如每隔50CL(循环)),提取参考电芯的参考特征阻抗Rc值和参考电芯膨胀值,以参考电芯膨胀值确定参考电芯膨胀率S%,Select a batch of fresh batteries with a design capacity such as 5000mAh that have been manufactured within one month, and screen the reference batteries whose actual capacity and design capacity deviation is within the specified capacity range (such as 0%-0.35%). Modeling data collection. Select specific conditions to accelerate the expansion of the cell and data acquisition, and perform a cycle test on the cell at a constant temperature of 45°C (the temperature shown here is only an example, and the temperature can be [10°C, 80°C]) , the test condition is that the voltage of the reference cell is charged/discharged in a specified voltage range of 3.0-4.2V for multiple rounds of charge/discharge excitation, and the reference cell is charged/discharged at intervals (Cycle) (such as every 50CL (cycle)), Extract the reference characteristic impedance Rc value of the reference cell and the reference cell expansion value to determine the reference cell expansion rate S% with the reference cell expansion value,
具体的充/放电激励的流程如下:The specific charging/discharging excitation process is as follows:
(1)0.5C CC/CV to 4.2V,Rest 5min:也即利用0.5c倍率对参考电芯进行恒流充电/恒压充电,以使参考电芯的电压至4.2V,静置5min;(1) 0.5C CC/CV to 4.2V, Rest 5min: That is, use 0.5c rate to charge the reference cell with constant current/constant voltage, so that the voltage of the reference cell reaches 4.2V, and rest for 5min;
(2)0.5C DC to 3V,Rest 5min:也即利用0.5c倍率对参考电芯进行放电,以使参考电芯的电压至3V,静置5min;(2) 0.5C DC to 3V, Rest 5min: that is, discharge the reference cell with a rate of 0.5c, so that the voltage of the reference cell reaches 3V, and rest for 5min;
(3)循环(1)和(2),直至Swelling(胀气率)达到指定阈值(如16%),每隔5cls测一次电芯膨胀值S;(3) Cycle (1) and (2) until the Swelling (flatulence rate) reaches the specified threshold (such as 16%), and measure the cell expansion value S every 5cls;
同时在参考电芯的电压达到截止电压对应的指定电压区间(如80-95%区间)时),施加前述“阻抗膨胀率预测模型的模型建立过程”流程,此例中所选用倍率为0.5C,激励时间为12s,静置时间为240s;At the same time, when the voltage of the reference cell reaches the specified voltage interval corresponding to the cut-off voltage (such as the 80-95% interval), the aforementioned "model establishment process of the impedance expansion rate prediction model" process is applied, and the selected rate in this example is 0.5C , the excitation time is 12s, and the resting time is 240s;
计算参考特征阻抗Rc值:Rc=(Vs–V0)/ICalculate the reference characteristic impedance Rc value: Rc=(Vs–V0)/I
计算参考静置电压差ΔV值:ΔV=Vs–VrCalculate the reference static voltage difference ΔV value: ΔV=Vs–Vr
选取首次获取(接近Fresh状态下)的Rc作为Rc基础值,后续每轮获取的Rc值相对Rc基础值的增加量则为Rc%;同理,选取首次获取(接近Fresh状态下)的厚度S作为S基础值,后续每轮获取的厚度S值相对S基础值的增加量则为S%。以此,来确定多组“参考Rc增长率R%以及参考电芯膨胀率S%”实际应用,如图所示,图3是一种线性拟合的场景示意图,通过对多组“参考Rc增长率R%以及参考电芯膨胀率S%”数据进行相关性处理,并进行一阶线性拟合处理,得到Rc%与S%之间的一阶线性模型作为阻抗膨胀率预测模型,图3中Rc%与S%之间的阻抗膨胀率预测模型也即S%=0.0437Rc%+3.1318。Select the Rc obtained for the first time (close to the Fresh state) as the basic value of Rc, and the increase of the Rc value obtained in each subsequent round relative to the basic value of Rc is Rc%; similarly, select the thickness S obtained for the first time (close to the Fresh state) As the basic value of S, the increment of the thickness S value acquired in each subsequent round relative to the basic value of S is S%. In this way, the practical application of multiple sets of "reference Rc growth rate R% and reference cell expansion rate S%" is determined. As shown in the figure, Figure 3 is a schematic diagram of a linear fitting scene. "Growth rate R% and reference cell expansion rate S%" data are correlated, and first-order linear fitting is performed, and the first-order linear model between Rc% and S% is obtained as the impedance expansion rate prediction model, as shown in Figure 3 The prediction model of the resistance expansion rate between Rc% and S% is S%=0.0437Rc%+3.1318.
一阶线性拟合处理是以初始的n组数据进行处理,获得初始一阶线性模型,后续每轮获取的Rc%数据代入初始一阶线性模型计算S%,并与实测S%也即参考电芯膨胀率S%进行对比,若计算所预测的S%与测得的参考电芯膨胀率S%的预测误差,若预测误差小于或等于误差阈值(如5%),则无需更新一阶线性模型,若预测误差大于误差阈值,则将实测Rc%和参考电芯膨胀率S%,加入数据集,对一阶线性模型进行重新拟合获得新的拟合关系式,对一阶线性模型行迭代更新;将收集的一阶线性模型作为阻抗膨胀率预测模型,阻抗膨胀率预测模型以及电芯出厂前记录的Rc base值内嵌至电池管理系统BMS中,以便实际使用时进行调用。The first-order linear fitting process is to process the initial n sets of data to obtain the initial first-order linear model, and then substitute the Rc% data obtained in each subsequent round into the initial first-order linear model to calculate S%, and compare it with the measured S%, that is, the reference voltage Comparing the core expansion rate S%, if the prediction error between the predicted S% and the measured reference cell expansion rate S% is calculated, if the prediction error is less than or equal to the error threshold (such as 5%), there is no need to update the first-order linearity model, if the prediction error is greater than the error threshold, the measured Rc% and the reference cell expansion rate S% are added to the data set, and the first-order linear model is re-fitted to obtain a new fitting relationship. Iterative update; the collected first-order linear model is used as the impedance expansion rate prediction model, and the impedance expansion rate prediction model and the Rc base value recorded before the battery leaves the factory are embedded in the battery management system BMS, so that they can be called during actual use.
针对第一静置电压差阈值的设置,可以选取在参考电芯膨胀率S%达到所设置的目标工况时,目标工况可以是设置S%达到目标值(如10%)时,认定膨胀异常,以此在参考电芯膨胀率S%达到目标值时,获取当前参考静置电压差作为第一静置电压差阈值。For the setting of the first static voltage difference threshold, it can be selected that when the expansion rate S% of the reference cell reaches the set target working condition, the target working condition can be that when S% reaches the target value (such as 10%), the expansion Abnormal, so that when the reference cell expansion rate S% reaches the target value, the current reference static voltage difference is obtained as the first static voltage difference threshold.
在本申请实施例中,在监控时,通过基于特征阻抗Rc值变化从Rc增长率维度进行电芯膨胀检测确定第一检测结果,和从静置电压差维度进行电芯膨胀检测第二检测结果,在第一检测结果基础上结合电化学激励后的静置电压差维度第二检测结果,进一步实现了精准监测电芯的电芯胀气状态,提高监测准确性。In the embodiment of the present application, during monitoring, the first detection result is determined by performing cell expansion detection from the Rc growth rate dimension based on the characteristic impedance Rc value change, and the second detection result is performed from the static voltage difference dimension. On the basis of the first detection result, combined with the second detection result of the static voltage difference dimension after electrochemical excitation, it further realizes the accurate monitoring of the cell inflation state of the battery cell and improves the monitoring accuracy.
在本申请一个或多个实施例中,电芯监测方法还可包括预处理步骤;In one or more embodiments of the present application, the cell monitoring method may further include a preprocessing step;
请参见图4,图4是一种参考电芯的预处理步骤的流程示意图。具体的:Please refer to FIG. 4 . FIG. 4 is a schematic flowchart of the pretreatment steps of a reference cell. specific:
S302:获取多个电芯对应的电芯容量参数和在同一SOC时的开路电压偏差,基于电芯容量参数和开路电压偏差从多个电芯中选取参考电芯;S302: Obtain the cell capacity parameters corresponding to the multiple cells and the open circuit voltage deviation at the same SOC, and select a reference cell from the multiple cells based on the cell capacity parameters and the open circuit voltage deviation;
电芯容量参数可以是电芯设计容量值、电芯实际容量值,电芯容量参数还可以包括电芯设计容量值、电芯实际容量值的差值也即实际容量波动值。电芯设计容量值在参考电芯设计阶段可以直接确定,电芯实际容量值在参考电芯生产完成后可通过仪器测量得到;The cell capacity parameter may be the cell design capacity value, the cell actual capacity value, and the cell capacity parameter may also include the difference between the cell design capacity value and the cell actual capacity value, that is, the actual capacity fluctuation value. The design capacity value of the battery cell can be directly determined in the design stage of the reference cell, and the actual capacity value of the cell can be obtained by instrument measurement after the production of the reference cell is completed;
可选的,电芯容量参数为电芯设计容量值和实际容量波动值,Optionally, the cell capacity parameter is the cell design capacity value and the actual capacity fluctuation value,
在一种可行的实施方式中,基于电芯容量参数和开路电压偏差从多个电芯中选取参考电芯,可以是如下步骤:In a feasible implementation manner, selecting a reference cell from multiple cells based on cell capacity parameters and open-circuit voltage deviation may be as follows:
从多个电芯中选取电芯设计容量值大于参考设计容量值且实际容量波动值小于参考容量波动值的至少一个备选电芯,从备选电芯中选取开路电压偏差小于偏差阈值的参考电芯。Select at least one candidate battery cell whose design capacity value of the battery cell is greater than the reference design capacity value and the actual capacity fluctuation value is smaller than the reference capacity fluctuation value from multiple cells, and select a reference cell whose open circuit voltage deviation is less than the deviation threshold value from the candidate cells. Batteries.
示意性的,从多个电芯选取容量接近的电芯,具体来说从电芯设计容量值和电芯的开路电压偏差这两个维度来筛选出参考电芯,经预处理步骤所筛选出来的参考电芯后续所建立的阻抗膨胀率预测模型拟合度更高,模型更准确;Schematically, cells with similar capacities are selected from multiple cells, specifically, the reference cells are selected from the two dimensions of the cell design capacity value and the open circuit voltage deviation of the cell, and are screened out through the preprocessing step The subsequent establishment of the impedance expansion rate prediction model of the reference cell has a higher degree of fitting and a more accurate model;
例如,选取电芯设计容量值>参考设计容量值-3000mAh且在同一SOC(荷电状态)下参考电芯的开路电压偏差小于10mV的电芯。For example, select a battery cell whose design capacity value > reference design capacity value - 3000mAh and whose open-circuit voltage deviation of the reference cell is less than 10mV under the same SOC (state of charge).
开路电压偏差可以理解为参考电芯的设计开路电压与实际开路电压的差值,开路电压偏差越小所筛选出的电芯更稳定,更有利于后续得到准确的一阶线性模型。The open circuit voltage deviation can be understood as the difference between the design open circuit voltage of the reference cell and the actual open circuit voltage. The smaller the open circuit voltage deviation is, the more stable the selected cell is, and it is more conducive to obtaining an accurate first-order linear model in the future.
S304:对参考电芯配置指定温度范围环境,以参考充电倍率和参考循环次数对参考电芯进行循环充电处理,得到电芯预处理后的参考电芯。S304: Configure the environment of a specified temperature range for the reference battery, perform cycle charging processing on the reference battery with the reference charging rate and the reference number of cycles, and obtain the reference battery after the pretreatment of the battery.
对于参考电芯而言在预处理过程中,可以对参考电芯配置指定温度范围环境,以所预先设置的参考充电倍率对参考电芯进行循环充电处理,循环充电处理的次数为预先设置的参考循环次数,这样可彻底激活电芯性能,以减少后续一阶线性模型的建模次数。For the reference cell, in the preprocessing process, the reference cell can be configured with a specified temperature range environment, and the reference cell can be cycle-charged at the preset reference charging rate, and the number of cycle charging processing is the preset reference The number of cycles, which can fully activate the performance of the cell to reduce the number of subsequent first-order linear model modeling.
例如,指定温度范围环境可以是“35度-45度”的指定温度环境,具体可以是将参考电芯放置在“35度-45度”的高低温箱中,参考充电倍率可以是预先设置的“0.1-0.2C”中的其一的倍率对参考电芯进行循环充电处理,且循环充电处理的次数为参考循环次数:10次,以便于彻底激活电芯性能,进一步的,还可以比较参考电芯在前述循环充电处理后的电芯容量相对于设计容量值的衰减幅度是否小于目标衰减幅度(如0.1%),以便于减少建模数据波动。For example, the specified temperature range environment can be a specified temperature environment of "35 degrees -45 degrees", specifically, the reference battery can be placed in a high and low temperature box of "35 degrees -45 degrees", and the reference charging rate can be preset One of the magnifications in "0.1-0.2C" performs cycle charging treatment on the reference battery, and the number of cycle charging treatment is the reference number of cycles: 10 times, so as to fully activate the performance of the battery cell, and further, you can also compare the reference Whether the attenuation range of the cell capacity after the aforementioned cyclic charging treatment relative to the design capacity value is smaller than the target attenuation range (such as 0.1%), so as to reduce modeling data fluctuations.
在本申请一个或多个实施例中,提出了一种对阻抗膨胀率预测模型所用到的参考电芯的预处理手段,通过对多个参考电芯进行预处理步骤,可以从开路电压偏差、电芯容量参数维度进行参考电芯筛选,以及可对参考电芯循环充电处理,这样可筛选出高质量的参考电芯,同时充分激活电芯性能,降低阻抗膨胀率预测模型建模过程中由于参考电芯自身因素所额外引入的误差,可以降低建模数据波动。In one or more embodiments of the present application, a preprocessing method for the reference cells used in the impedance expansion rate prediction model is proposed. By performing preprocessing steps on multiple reference cells, the open circuit voltage deviation, The cell capacity parameter dimension is used to screen reference cells, and the reference cells can be recharged cyclically, so that high-quality reference cells can be screened out, and at the same time, the performance of the cells can be fully activated, reducing the resistance expansion rate during the modeling process of the prediction model. The additional error introduced by referring to the factors of the cell itself can reduce the fluctuation of the modeling data.
在本申请一个或多个实施例中,提出了一种在监测电芯的胀气情况确定电芯属于电芯胀气状态后的,电芯控制方法,具体如下:In one or more embodiments of the present application, a cell control method is proposed after monitoring the flatulence of the cell to determine that the cell belongs to the cell flatulence state, specifically as follows:
电芯监测装置在执行基于目标电芯的Rc增长率和静置电压差监测目标电芯的胀气情况的步骤之后,若目标电芯属于电芯胀气状态,则对目标电芯对应的充电截止电压进行降压控制处理。After the cell monitoring device performs the step of monitoring the flatulence of the target cell based on the Rc growth rate and the static voltage difference of the target cell, if the target cell belongs to the cell flatulence state, the charging cut-off voltage corresponding to the target cell Perform step-down control processing.
在一种可行的实施方式中,电芯监测装置对目标电芯对应的充电截止电压进行降压控制处理的过程可以是如下方式:In a feasible implementation manner, the process of the cell monitoring device performing step-down control on the charging cut-off voltage corresponding to the target cell may be as follows:
B2:若目标电芯膨胀率属于第一膨胀率区间且静置电压差大于第一静置电压差阈值,则基于电压降低值对目标电芯对应的充电截止电压进行降压;B2: If the target cell expansion rate belongs to the first expansion rate range and the resting voltage difference is greater than the first resting voltage difference threshold, then step down the charging cut-off voltage corresponding to the target cell based on the voltage drop value;
电压降低值可以理解为预先在确定目标电芯属于电芯胀气状态后所设置的降低充电截止电压的电压调整值;The voltage drop value can be understood as the voltage adjustment value that is set in advance to reduce the charging cut-off voltage after determining that the target battery cell belongs to the cell inflation state;
例如,假设可以设置电压降低值为50mv,在目标电芯充电过程中,确定目标电芯属于电芯胀气状态之后,对电芯的充电流程进行充电截止电压调整,以电压降低值为参考降低充电截止电压。For example, assuming that the voltage drop value can be set to 50mv, during the charging process of the target cell, after it is determined that the target cell belongs to the cell flatulence state, the charging cut-off voltage is adjusted for the charging process of the cell, and the voltage drop value is used as a reference to reduce charging. cut-off voltage.
B4:基于Rc增长率确定下一电芯膨胀率,获取下一静置电压差;B4: Determine the next cell expansion rate based on the Rc growth rate, and obtain the next resting voltage difference;
在基于电压降低值对目标电芯对应的充电截止电压进行降压之后,持续监测Rc增长率,基于Rc增长率确定所记录的下一电芯膨胀率;After stepping down the charging cut-off voltage corresponding to the target cell based on the voltage drop value, the Rc growth rate is continuously monitored, and the next recorded cell expansion rate is determined based on the Rc growth rate;
B6:若下一电芯膨胀率属于第一膨胀率区间且下一静置电压差大于第一静置电压差阈值,则执行对目标电芯对应的充电截止电压进行降压控制处理的步骤;B6: If the expansion rate of the next battery cell belongs to the first expansion rate range and the next resting voltage difference is greater than the first resting voltage difference threshold, then perform the step of stepping down the charging cut-off voltage corresponding to the target cell;
可选的,第一膨胀率区间可以是设置为15%-20%;Optionally, the first expansion rate range may be set to 15%-20%;
示例性的,如图5所示,图5是本说明书所涉及的一种降压控制的曲线图,图5中横坐标为循环充电次数(Cycle NO.),纵坐标为电芯的电芯膨胀率(Swelling),电芯监测装置执行基于Rc增长率和静置电压差监测目标电芯的胀气情况的步骤之后,若目标电芯属于电芯胀气状态,则触发了降截止电压使用策略,如图5所示,选取了4组电芯进行测试,分别为实施例1-1所对应的电芯、实施例1-2所对应的电芯、实施例1-3所对应的电芯和实施例1-4所对应的电芯,4组电芯分别使用如图5所示出的曲线类型来表征充电过程中:在55度高温充电循环工况下电芯的电芯膨胀率(Swelling)随着循环充电次数(图5中Cycle NO.表示循环充电次数)的变化;当计算得到Rc增长率S%>10%,以及静置电压差达到阈值触发降截止电压使用,第一轮截止电压降低50mV使用;持续监测下一Rc增长率S%和下一静置电压差,当S%>15%,且下一静置电压差达到阈值触发第二段降压使用,截止电压再次降低50mV使用此时降低值为100mv。电芯膨胀速度受到抑制,在50次充电循环之后才达到20%。Exemplarily, as shown in Figure 5, Figure 5 is a graph of a step-down control involved in this specification, the abscissa in Figure 5 is the number of cycle charging (Cycle NO.), and the ordinate is the battery cell Swelling, after the cell monitoring device performs the step of monitoring the inflation of the target cell based on the Rc growth rate and the static voltage difference, if the target cell is in the state of cell inflation, the strategy of reducing the cut-off voltage is triggered, As shown in Figure 5, four groups of cells were selected for testing, which were the cells corresponding to Example 1-1, the cells corresponding to Example 1-2, the cells corresponding to Example 1-3, and the cells corresponding to Example 1-3. For the cells corresponding to Examples 1-4, the 4 groups of cells respectively use the curve types shown in Figure 5 to characterize the charging process: the cell expansion rate (Swelling ) changes with the number of charging cycles (Cycle NO. in Figure 5 indicates the number of charging cycles); when the calculated Rc growth rate S%>10%, and the static voltage difference reaches the threshold value, the cut-off voltage is triggered, and the first round of cut-off Use when the voltage is reduced by 50mV; continuously monitor the next Rc growth rate S% and the next static voltage difference. When S%>15%, and the next static voltage difference reaches the threshold, the second stage of step-down is triggered, and the cut-off voltage is lowered again When using 50mV, the reduced value is 100mv. The cell expansion rate was suppressed, reaching 20% after 50 charging cycles.
作为对比图5中的电芯在获得S%信息后不采取任何管控措施,如图6所示,图6是一种电芯监控的对照示意图,图6中横坐标为循环充电次数(Cycle NO.),纵坐标为电芯的电芯膨胀率(Swelling),图6所示是在55度高温充电循环工况下,相对于图5的无管控措施对比图,同样选取了4组同型号电芯进行测试,分别为对比例1-1所对应的电芯、对比例1-2所对应的电芯、对比例1-3所对应的电芯和对比例1-4所对应的电芯,这4组同型号电芯不采取任何管控措施,电芯在30次充电循环之后,S%达到20%以上。可见确定电芯属于电芯胀气状态后,也可对应地使用本说明书中电芯控制方法,延长电芯的使用周期。As a comparison, the cell in Figure 5 does not take any control measures after obtaining the S% information, as shown in Figure 6, which is a schematic diagram of a comparison of cell monitoring, and the abscissa in Figure 6 is the number of cycle charging (Cycle NO .), and the ordinate is the cell expansion rate (Swelling) of the cell. Figure 6 shows that under the condition of 55 degrees high temperature charging cycle, compared with the comparison chart without control measures in Figure 5, 4 groups of the same model are also selected The batteries are tested, respectively, the batteries corresponding to Comparative Example 1-1, the batteries corresponding to Comparative Example 1-2, the batteries corresponding to Comparative Example 1-3 and the batteries corresponding to Comparative Example 1-4 , These 4 groups of batteries of the same type do not take any control measures, and the S% of the batteries reaches more than 20% after 30 charging cycles. It can be seen that after it is determined that the battery cell is in the state of battery cell inflation, the battery control method in this manual can also be used correspondingly to extend the service life of the battery cell.
B8:若下一电芯膨胀率属于第二膨胀率区间且下一静置电压差大于第一静置电压差阈值,则输出电芯更换建议。B8: If the next battery cell expansion rate belongs to the second expansion rate range and the next resting voltage difference is greater than the first resting voltage difference threshold, output a battery replacement suggestion.
第二膨胀率区间是针对电芯监测所设置的门限,在下一电芯膨胀率达到第二膨胀率区间,此时可能电芯失效;The second expansion rate interval is the threshold set for cell monitoring. When the expansion rate of the next cell reaches the second expansion rate interval, the cell may fail at this time;
示意性的,在监测到电芯的下一电芯膨胀率落入第二膨胀率区间,则可以输出电芯更换建议。例如,第二膨胀率区间可以是20%-100%,当电芯的下一电芯膨胀率达到20%且静置电压差大于第一静置电压差阈值,则可以输出电芯更换建议。Schematically, when it is detected that the next cell expansion rate of the cell falls into the second expansion rate range, a cell replacement suggestion may be output. For example, the second expansion rate interval may be 20%-100%. When the next cell expansion rate of the battery cell reaches 20% and the static voltage difference is greater than the first static voltage difference threshold, a cell replacement suggestion may be output.
可以理解的,第一膨胀率区间以及第二膨胀率区间可以基于实际应用情况自定义设置,此处不做限定。It can be understood that the first expansion rate interval and the second expansion rate interval can be customized based on actual application conditions, which are not limited here.
在本说明书一个或多个实施例中,提出了基于电芯监测方法的一种电芯控制手段,采用该电芯控制手段可以有效延长电芯的使用周期,在发生电芯膨胀的情形下,采用电芯控制手段,可以及时有效的实现基于电芯膨胀的快速容灾预警。In one or more embodiments of this specification, a cell control method based on a cell monitoring method is proposed. Using this cell control method can effectively prolong the service life of the cell. In the case of cell expansion, The battery control method can be used to timely and effectively realize rapid disaster recovery and early warning based on battery expansion.
基于同样的发明构思,本申请实施例还提供了一种电池管理系统(BMS),该电池管理系统与电池连接,用于对电池进行管理。电池管理系统用于接收电池和外部各个接口的信息,分析和处理信息后,并发出执行指令,完成电池的充电,放电,保护,均衡,故障检测和故障预警等功能,确保电池的正常、高效、合理和安全的运行。该电池管理系统能实现对电池中的电芯胀气情况的在线监控,例如,可以当电芯的电压在指定电压区间时,对目标电芯进行电化学激励,确定电化学激励后的静置电压差,并获取目标电芯的特征阻抗Rc值,基于特征阻抗Rc值确定Rc增长率,基于目标电芯的Rc增长率和静置电压差监测目标电芯的胀气情况。Based on the same inventive concept, the embodiment of the present application also provides a battery management system (BMS), which is connected to the battery and used for managing the battery. The battery management system is used to receive information from the battery and various external interfaces, analyze and process the information, and issue execution instructions to complete battery charging, discharging, protection, equalization, fault detection and fault warning, etc., to ensure the normal and high efficiency of the battery , reasonable and safe operation. The battery management system can realize on-line monitoring of the cell inflation in the battery. For example, when the voltage of the cell is within the specified voltage range, the target cell can be electrochemically stimulated to determine the resting voltage after electrochemical excitation. difference, and obtain the characteristic impedance Rc value of the target cell, determine the Rc growth rate based on the characteristic impedance Rc value, and monitor the inflation of the target cell based on the Rc growth rate and the static voltage difference of the target cell.
其中,BMS主要可以分成闭环反馈的三大部分:信息采集、信息分析处理、输出决策执行指令。对于信息采集,BMS需要实时监测电池的状态,就需要各种传感器来采集电芯的电压,电流,温度等物理参数。信息分析处理是指,BMS采集到相关信息后,需要对信息进行分析处理,以决定需要采取的动作。输出决策执行指令是指,BMS通过对外交互接口向与其交互的交互对象(如充电设备)输出决策执行指令。Among them, BMS can be mainly divided into three parts of closed-loop feedback: information collection, information analysis and processing, and output decision-making execution instructions. For information collection, BMS needs to monitor the state of the battery in real time, and various sensors are needed to collect physical parameters such as voltage, current, and temperature of the battery cell. Information analysis and processing means that after the BMS collects relevant information, it needs to analyze and process the information to determine the actions to be taken. Outputting decision-making execution instructions means that the BMS outputs decision-making execution instructions to an interactive object (such as a charging device) interacting with it through an external interaction interface.
电池管理系统可以采用现有的电池管理系统,例如,对于笔记本电脑、电动车点等设备来说,该电池管理系统为当前设备中所使用的电池管理系统,其结构已经为本领域所熟知,此处不再进行说明。The battery management system can adopt an existing battery management system. For example, for devices such as notebook computers and electric vehicles, the battery management system is a battery management system used in current devices, and its structure is well known in the art. No further description here.
电池管理系统实施例所提供的电芯监测原理及产生的技术效果和前述方法实施例相同,为简要描述,电池管理系统实施例部分未提及之处,可参考前述方法实施例中相应内容。The cell monitoring principle and technical effects provided by the embodiment of the battery management system are the same as those of the foregoing method embodiments. For a brief description, for those not mentioned in the embodiments of the battery management system, reference may be made to the corresponding content in the foregoing method embodiments.
基于同样的发明构思,本申请实施例还提供了一种电子设备,该电子设备包括本体、电池管理系统和与电池管理系统连接的电池,该电池包含至少一个电芯。电池用于为本体供电;电池管理系统用于执行上述的电芯胀气检测方法,实现对电芯胀气情况的在线监控。该电子设备可以是笔记本电脑、平板电脑和智能手机等。可以理解的是,该电子设备并不限于此,还可以是具备动力电池的电动设备,例如,可以是电动交通工具、如电动自行车、电动摩托车、电动汽车等。Based on the same inventive concept, an embodiment of the present application further provides an electronic device, the electronic device includes a main body, a battery management system, and a battery connected to the battery management system, and the battery includes at least one battery cell. The battery is used to supply power to the main body; the battery management system is used to implement the above-mentioned cell inflation detection method to realize online monitoring of the cell inflation. The electronic device may be a notebook computer, a tablet computer, a smart phone, and the like. It can be understood that the electronic device is not limited thereto, and may also be an electric device equipped with a power battery, for example, it may be an electric vehicle, such as an electric bicycle, an electric motorcycle, an electric car, and the like.
下面将结合图7,对本申请实施例提供的电芯监测装置进行详细介绍。需要说明的是,图7所示的电芯监测装置,用于执行本申请图1~图6所示实施例的方法,为了便于说明,仅示出了与本申请实施例相关的部分,具体技术细节未揭示的,请参照本申请图1~图6所示的实施例。The cell monitoring device provided by the embodiment of the present application will be described in detail below with reference to FIG. 7 . It should be noted that the cell monitoring device shown in Figure 7 is used to execute the method of the embodiments shown in Figures 1 to 6 of the present application. For the convenience of description, only the parts related to the embodiments of the present application are shown. For technical details not disclosed, please refer to the embodiments shown in FIGS. 1 to 6 of this application.
请参见图7,其示出本申请实施例的电芯监测装置的结构示意图。该电芯监测装置1可以通过软件、硬件或者两者的结合实现成为用户终端的全部或一部分。根据一些实施例,该电芯监测装置1包括激励模块11和监测模块12,具体用于:Please refer to FIG. 7 , which shows a schematic structural diagram of a cell monitoring device according to an embodiment of the present application. The cell monitoring device 1 can be implemented as all or a part of the user terminal through software, hardware or a combination of the two. According to some embodiments, the cell monitoring device 1 includes an excitation module 11 and a monitoring module 12, specifically for:
激励模块11,用于当目标电芯的电压在指定电压区间时,对目标电芯的进行电化学激励,确定电化学激励后的静置电压差,并获取目标电芯的特征阻抗Rc值;The excitation module 11 is used to electrochemically stimulate the target cell when the voltage of the target cell is within a specified voltage range, determine the static voltage difference after the electrochemical excitation, and obtain the characteristic impedance Rc value of the target cell;
监测模块12,用于基于特征阻抗Rc值确定Rc增长率;Monitoring module 12, for determining the Rc growth rate based on the characteristic impedance Rc value;
监测模块12,用于基于目标电芯的Rc增长率和静置电压差监测所述目标电芯的胀气情况。The monitoring module 12 is configured to monitor the inflation of the target battery based on the Rc growth rate and the static voltage difference of the target battery.
可选的,所述激励模块11,用于:Optionally, the excitation module 11 is configured to:
获取电化学激励参数,电化学激励参数包括参考激励倍率、激励持续时长和静置时长;Obtain electrochemical excitation parameters, which include reference excitation magnification, excitation duration and resting time;
基于参考激励倍率对目标电芯进行电化学激励,并保持激励持续时长;Perform electrochemical excitation on the target cell based on the reference excitation ratio, and keep the excitation duration;
在结束电化学激励时记录目标电芯对应的目标电芯静置起始电压,在静置静置时长后目标电芯对应的目标电芯静置结束电压,以基于目标电芯静置起始电压和目标电芯静置结束电压确定电化学激励后的静置电压差。At the end of the electrochemical excitation, record the target cell resting start voltage corresponding to the target cell, and after the resting time, the target cell resting end voltage corresponding to the target cell is based on the target cell resting start voltage. The voltage and the target cell rest end voltage determine the rest voltage difference after electrochemical excitation.
可选的电化学激励为充电激励或放电激励;参考激励倍率为0.5C~1.5C,激励持续时长为10s~30s,静置时长为60s~240s。The optional electrochemical excitation is charge excitation or discharge excitation; the reference excitation rate is 0.5C ~ 1.5C, the excitation duration is 10s ~ 30s, and the standing time is 60s ~ 240s.
可选的,所述监测模块12,用于:Optionally, the monitoring module 12 is configured to:
获取参考电芯,将参考电芯的Rc增长率和参考电芯的膨胀率进行一阶线性拟合处理,得到阻抗膨胀率预测模型;Obtain the reference cell, perform a first-order linear fitting process on the Rc growth rate of the reference cell and the expansion rate of the reference cell, and obtain a prediction model of the impedance expansion rate;
基于目标电芯的Rc增长率和阻抗膨胀率预测模型确定目标电芯膨胀率;基于目标电芯膨胀率得到第一检测结果,基于静置电压差得到第二检测结果;Determine the target cell expansion rate based on the Rc growth rate and impedance expansion rate prediction model of the target cell; obtain the first detection result based on the target cell expansion rate, and obtain the second detection result based on the static voltage difference;
基于第一检测结果和第二检测结果,确定目标电芯的电芯胀气情况。Based on the first detection result and the second detection result, the cell inflation condition of the target cell is determined.
可选的,所述监测模块12,用于:Optionally, the monitoring module 12 is configured to:
检测所述目标电芯膨胀率是否大于第一增长率阈值,得到第一检测结果;Detecting whether the target cell expansion rate is greater than a first growth rate threshold to obtain a first detection result;
检测所述静置电压差是否大于第一静置电压差阈值,得到第二检测结果;Detecting whether the static voltage difference is greater than a first static voltage difference threshold to obtain a second detection result;
若所述第一检测结果为所述目标电芯膨胀率大于所述第一增长率阈值且所述第二检测结果为所述静置电压差大于第一静置电压差阈值,则确定所述目标电芯属于电芯胀气状态;If the first detection result is that the target cell expansion rate is greater than the first growth rate threshold and the second detection result is that the static voltage difference is greater than the first static voltage difference threshold, then determine the The target cell is in the state of cell inflation;
若所述第一检测结果为所述目标电芯膨胀率小于或等于所述第一增长率阈值和/或所述第二检测结果为所述静置电压差小于或等于第一静置电压差阈值,则确定所述目标电芯属于电芯正常状态。If the first detection result is that the target cell expansion rate is less than or equal to the first growth rate threshold and/or the second detection result is that the resting voltage difference is less than or equal to the first resting voltage difference threshold, it is determined that the target cell belongs to the normal state of the cell.
可选的,所述装置1还用于:Optionally, the device 1 is also used for:
当参考电芯的电压在指定电压区间时,对参考电芯进行电化学激励,测量参考电芯的参考电芯膨胀值以及获取参考电芯的参考特征阻抗Rc值,其中,所述指定电压区间为以所述目标电芯的截止电压为参考的截止电压倍率区间,所述截止电压倍率区间为0.8~0.95;When the voltage of the reference cell is in the specified voltage interval, perform electrochemical excitation on the reference cell, measure the reference cell expansion value of the reference cell and obtain the reference characteristic impedance Rc value of the reference cell, wherein the specified voltage interval is a cut-off voltage multiplier interval taking the cut-off voltage of the target cell as a reference, and the cut-off voltage multiplier interval is 0.8 to 0.95;
基于参考特征阻抗Rc值确定参考Rc增长率,基于参考电芯膨胀值确定参考电芯膨胀率;Determine the reference Rc growth rate based on the reference characteristic impedance Rc value, and determine the reference cell expansion rate based on the reference cell expansion value;
基于所述参考电芯膨胀率和所述参考Rc增长率进行一阶线性拟合处理,得到阻抗膨胀率预测模型。A first-order linear fitting process is performed based on the reference cell expansion rate and the reference Rc growth rate to obtain a prediction model of impedance expansion rate.
可选的,所述装置1还用于:获取多个参考电芯对应的电芯容量参数和在同一SOC时的开路电压偏差,基于所述电芯容量参数和所述开路电压偏差从所述多个电芯中选取参考电芯;Optionally, the device 1 is also used to: obtain the cell capacity parameters corresponding to multiple reference cells and the open circuit voltage deviation at the same SOC, and obtain the cell capacity parameters and the open circuit voltage deviation from the Select a reference cell from multiple cells;
对所述参考电芯配置指定温度范围环境,以参考充电倍率和参考循环次数对所述参考电芯进行循环充电处理,得到电芯预处理后的所述参考电芯。The reference battery is configured with a specified temperature range environment, and the reference battery is subjected to cyclic charging treatment with a reference charging rate and a reference number of cycles to obtain the reference battery after pretreatment of the battery.
可选的,所述所述电芯容量参数为电芯设计容量值和实际容量波动值,所述所述装置1还用于:从所述多个电芯中选取所述电芯设计容量值大于参考设计容量值且所述实际容量波动值小于参考容量波动值的至少一个备选电芯;Optionally, the cell capacity parameter is a cell design capacity value and an actual capacity fluctuation value, and the device 1 is also used for: selecting the cell design capacity value from the plurality of cells At least one candidate cell that is greater than the reference design capacity value and the actual capacity fluctuation value is less than the reference capacity fluctuation value;
从所述备选电芯中选取所述开路电压偏差小于偏差阈值的参考电芯。Selecting a reference cell whose open-circuit voltage deviation is smaller than a deviation threshold from the candidate cells.
本申请实施例所提供的电芯监测,其实现原理及产生的技术效果和前述方法实施例相同,为简要描述,装置实施例部分未提及之处,可参考前述方法实施例中相应内容。The implementation principle and technical effects of the cell monitoring provided by the embodiment of the present application are the same as those of the foregoing method embodiments. For brief description, for the parts not mentioned in the device embodiments, reference may be made to the corresponding content in the foregoing method embodiments.
需要说明的是,上述实施例提供的电芯监测装置在执行电芯监测方法时,仅以上述各功能模块的划分进行举例说明,实际应用中,可以根据需要而将上述功能分配由不同的功能模块完成,即将设备的内部结构划分成不同的功能模块,以完成以上描述的全部或者部分功能。另外,上述实施例提供的电芯监测装置与电芯监测方法实施例属于同一构思,其体现实现过程详见方法实施例,这里不再赘述。It should be noted that, when the cell monitoring device provided in the above embodiment executes the cell monitoring method, the division of the above functional modules is used as an example for illustration. In practical applications, the above functions can be assigned to different functions Module completion means that the internal structure of the device is divided into different functional modules to complete all or part of the functions described above. In addition, the cell monitoring device provided in the above embodiments and the cell monitoring method embodiments belong to the same concept, and the implementation process thereof is detailed in the method embodiments, and will not be repeated here.
上述本申请实施例序号仅仅为了描述,不代表实施例的优劣。The serial numbers of the above embodiments of the present application are for description only, and do not represent the advantages and disadvantages of the embodiments.
本申请实施例还提供了一种计算机存储介质,所述计算机存储介质可以存储有多条指令,所述指令适于由处理器加载并执行如上述图1~图6所示实施例的所述目标电芯监测方法,具体执行过程可以参见图1~图6所示实施例的具体说明,在此不进行赘述。The embodiment of the present application also provides a computer storage medium, and the computer storage medium can store a plurality of instructions, and the instructions are suitable for being loaded and executed by a processor as described in the above-mentioned embodiments shown in FIGS. 1 to 6 . For the target cell monitoring method, the specific execution process can refer to the specific description of the embodiments shown in FIG. 1 to FIG. 6 , and details are not repeated here.
本申请还提供了一种计算机程序产品,该计算机程序产品存储有至少一条指令,所述至少一条指令由所述处理器加载并执行如上述图1~图6所示实施例的所述目标电芯监测方法,具体执行过程可以参见图1~图6所示实施例的具体说明,在此不进行赘述。The present application also provides a computer program product, the computer program product stores at least one instruction, and the at least one instruction is loaded by the processor and executes the target computer as shown in the above-mentioned embodiments shown in Fig. 1 to Fig. 6 . For the core monitoring method, the specific execution process can refer to the specific description of the embodiments shown in FIG. 1 to FIG. 6 , and details are not repeated here.
本领域普通技术人员可以理解实现上述实施例方法中的全部或部分流程,是可以通过计算机程序来指令相关的硬件来完成,所述的程序可存储于一计算机可读取存储介质中,该程序在执行时,可包括如上述各方法的实施例的流程。其中,所述的存储介质可为磁碟、光盘、只读存储记忆体或随机存储记忆体等。Those of ordinary skill in the art can understand that all or part of the processes in the methods of the above embodiments can be implemented through computer programs to instruct related hardware, and the programs can be stored in a computer-readable storage medium. During execution, it may include the processes of the embodiments of the above-mentioned methods. Wherein, the storage medium may be a magnetic disk, an optical disk, a read-only memory or a random access memory, and the like.
以上所揭露的仅为本申请较佳实施例而已,当然不能以此来限定本申请之权利范围,因此依本申请权利要求所作的等同变化,仍属本申请所涵盖的范围。The above disclosures are only preferred embodiments of the present application, which certainly cannot limit the scope of the present application. Therefore, equivalent changes made according to the claims of the present application still fall within the scope of the present application.
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