CN113928122B - Method and device for determining abnormal voltage of battery cell - Google Patents

Method and device for determining abnormal voltage of battery cell Download PDF

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CN113928122B
CN113928122B CN202111163713.6A CN202111163713A CN113928122B CN 113928122 B CN113928122 B CN 113928122B CN 202111163713 A CN202111163713 A CN 202111163713A CN 113928122 B CN113928122 B CN 113928122B
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differential pressure
determining
voltage
battery cell
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CN113928122A (en
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徐鹏飞
杨红新
张建彪
高攀龙
王媛
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Svolt Energy Technology Co Ltd
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    • BPERFORMING OPERATIONS; TRANSPORTING
    • B60VEHICLES IN GENERAL
    • B60LPROPULSION OF ELECTRICALLY-PROPELLED VEHICLES; SUPPLYING ELECTRIC POWER FOR AUXILIARY EQUIPMENT OF ELECTRICALLY-PROPELLED VEHICLES; ELECTRODYNAMIC BRAKE SYSTEMS FOR VEHICLES IN GENERAL; MAGNETIC SUSPENSION OR LEVITATION FOR VEHICLES; MONITORING OPERATING VARIABLES OF ELECTRICALLY-PROPELLED VEHICLES; ELECTRIC SAFETY DEVICES FOR ELECTRICALLY-PROPELLED VEHICLES
    • B60L3/00Electric devices on electrically-propelled vehicles for safety purposes; Monitoring operating variables, e.g. speed, deceleration or energy consumption
    • B60L3/0023Detecting, eliminating, remedying or compensating for drive train abnormalities, e.g. failures within the drive train
    • B60L3/0046Detecting, eliminating, remedying or compensating for drive train abnormalities, e.g. failures within the drive train relating to electric energy storage systems, e.g. batteries or capacitors
    • BPERFORMING OPERATIONS; TRANSPORTING
    • B60VEHICLES IN GENERAL
    • B60LPROPULSION OF ELECTRICALLY-PROPELLED VEHICLES; SUPPLYING ELECTRIC POWER FOR AUXILIARY EQUIPMENT OF ELECTRICALLY-PROPELLED VEHICLES; ELECTRODYNAMIC BRAKE SYSTEMS FOR VEHICLES IN GENERAL; MAGNETIC SUSPENSION OR LEVITATION FOR VEHICLES; MONITORING OPERATING VARIABLES OF ELECTRICALLY-PROPELLED VEHICLES; ELECTRIC SAFETY DEVICES FOR ELECTRICALLY-PROPELLED VEHICLES
    • B60L58/00Methods or circuit arrangements for monitoring or controlling batteries or fuel cells, specially adapted for electric vehicles
    • B60L58/10Methods or circuit arrangements for monitoring or controlling batteries or fuel cells, specially adapted for electric vehicles for monitoring or controlling batteries
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01RMEASURING ELECTRIC VARIABLES; MEASURING MAGNETIC VARIABLES
    • G01R31/00Arrangements for testing electric properties; Arrangements for locating electric faults; Arrangements for electrical testing characterised by what is being tested not provided for elsewhere
    • G01R31/36Arrangements for testing, measuring or monitoring the electrical condition of accumulators or electric batteries, e.g. capacity or state of charge [SoC]
    • G01R31/382Arrangements for monitoring battery or accumulator variables, e.g. SoC
    • G01R31/3835Arrangements for monitoring battery or accumulator variables, e.g. SoC involving only voltage measurements
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01RMEASURING ELECTRIC VARIABLES; MEASURING MAGNETIC VARIABLES
    • G01R31/00Arrangements for testing electric properties; Arrangements for locating electric faults; Arrangements for electrical testing characterised by what is being tested not provided for elsewhere
    • G01R31/36Arrangements for testing, measuring or monitoring the electrical condition of accumulators or electric batteries, e.g. capacity or state of charge [SoC]
    • G01R31/396Acquisition or processing of data for testing or for monitoring individual cells or groups of cells within a battery
    • BPERFORMING OPERATIONS; TRANSPORTING
    • B60VEHICLES IN GENERAL
    • B60LPROPULSION OF ELECTRICALLY-PROPELLED VEHICLES; SUPPLYING ELECTRIC POWER FOR AUXILIARY EQUIPMENT OF ELECTRICALLY-PROPELLED VEHICLES; ELECTRODYNAMIC BRAKE SYSTEMS FOR VEHICLES IN GENERAL; MAGNETIC SUSPENSION OR LEVITATION FOR VEHICLES; MONITORING OPERATING VARIABLES OF ELECTRICALLY-PROPELLED VEHICLES; ELECTRIC SAFETY DEVICES FOR ELECTRICALLY-PROPELLED VEHICLES
    • B60L2240/00Control parameters of input or output; Target parameters
    • B60L2240/40Drive Train control parameters
    • B60L2240/54Drive Train control parameters related to batteries
    • B60L2240/547Voltage
    • YGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
    • Y02TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
    • Y02TCLIMATE CHANGE MITIGATION TECHNOLOGIES RELATED TO TRANSPORTATION
    • Y02T10/00Road transport of goods or passengers
    • Y02T10/60Other road transportation technologies with climate change mitigation effect
    • Y02T10/70Energy storage systems for electromobility, e.g. batteries

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  • Engineering & Computer Science (AREA)
  • Power Engineering (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Sustainable Development (AREA)
  • Sustainable Energy (AREA)
  • Transportation (AREA)
  • Mechanical Engineering (AREA)
  • Secondary Cells (AREA)
  • Charge And Discharge Circuits For Batteries Or The Like (AREA)

Abstract

The invention discloses a method and a device for determining the occurrence of abnormal voltage of a battery cell. The invention comprises the following steps: acquiring and processing monitoring data of a target vehicle in a preset time period to obtain effective data of the target vehicle in a static scene; processing the effective data into a corresponding effective data table, wherein the effective data table comprises a plurality of rows of data, and each row of data correspondingly comprises voltages corresponding to a plurality of battery cells at the same moment; processing voltage data contained in the effective data table according to a sliding window algorithm to obtain a plurality of differential pressure deviations corresponding to a plurality of battery cells at a plurality of moments; and determining whether each cell is abnormal in a preset time period according to a plurality of differential pressure deviation degrees corresponding to each cell. The invention solves the technical problem of low efficiency of the technical means for monitoring the consistency of the battery cells of the automobile in the related technology.

Description

一种确定电池单体电压发生异常的方法及装置A method and device for determining abnormal voltage of a battery cell

技术领域technical field

本发明涉及电池单体电压领域,具体而言,涉及一种确定电池单体电压发生异常的方法及装置。The present invention relates to the field of battery cell voltage, in particular to a method and device for determining abnormal battery cell voltage.

背景技术Background technique

随着新能源电动汽车的普及,新能源汽车的安全问题已成为一个亟待解决的难题。With the popularity of new energy electric vehicles, the safety of new energy vehicles has become an urgent problem to be solved.

现有技术中,一方面通过改善电芯的生产工艺,提升电芯的制造精度,从而提升整包的安全性能;另一方面从大数据的角度入手,通过分析实车实时上传的车辆数据来进行车辆电池状态的监控以及故障的预警。In the existing technology, on the one hand, by improving the production process of the battery cell, the manufacturing accuracy of the battery cell is improved, thereby improving the safety performance of the whole package; Carry out vehicle battery status monitoring and fault warning.

基于新能源电动汽车上传的实时数据,目前的大数据算法主要是上传基于单体最大电压、单体最小电压、最大温度、最小温度等参数值。Based on the real-time data uploaded by new energy electric vehicles, the current big data algorithm mainly uploads parameter values based on the maximum voltage of the single cell, the minimum voltage of the single cell, the maximum temperature, and the minimum temperature.

现有技术中,未能深入监控到电压或温度的变化情况及电池内电芯一致性的情况,由于电池发生过热失控问题时,一般都是由电芯一致性差导致,所以监控电芯的一致性情况尤为重要。In the existing technology, the change of voltage or temperature and the consistency of the cells in the battery cannot be monitored in depth. When the battery is overheated and out of control, it is generally caused by the poor consistency of the cells, so the consistency of the cells is monitored. Sexuality is especially important.

针对相关技术中存在的上述问题,目前尚未提出有效的解决方案。Aiming at the above-mentioned problems existing in related technologies, no effective solution has been proposed yet.

发明内容Contents of the invention

本发明的主要目的在于提供一种确定电池单体电压发生异常的方法及装置,以解决相关技术中监控汽车电池电芯一致性的技术手段效率低的技术问题。The main purpose of the present invention is to provide a method and device for determining the abnormality of battery cell voltage, so as to solve the technical problem of low efficiency in the technical means of monitoring the consistency of automobile battery cells in the related art.

为了实现上述目的,根据本发明的一个方面,提供了一种确定电池单体电压发生异常的方法。该发明包括:获取并处理目标车辆在预设时间段内的监控数据,以得到目标车辆在静置场景下的有效数据;将有效数据处理成对应的有效数据表格,其中,有效数据表格中包括多行数据,每行数据对应包括多个电芯在同一时刻对应的电压;依据滑窗算法处理有效数据表格中包含的电压数据,以获得多个电芯在多个时刻对应的多个压差偏离度;依据每个电芯对应的多个压差偏离度,确定每个电芯在预设时间段内是否发生异常。In order to achieve the above object, according to one aspect of the present invention, a method for determining abnormal voltage of a battery cell is provided. The invention includes: acquiring and processing the monitoring data of the target vehicle within a preset time period to obtain valid data of the target vehicle in a stationary scene; processing the valid data into corresponding valid data tables, wherein the valid data tables include Multiple rows of data, each row of data corresponds to the voltage corresponding to multiple cells at the same time; process the voltage data contained in the effective data table according to the sliding window algorithm to obtain multiple voltage differences corresponding to multiple cells at multiple times Deviation degree: According to the multiple pressure difference deviation degrees corresponding to each cell, it is determined whether each cell is abnormal within a preset period of time.

进一步地,获取并处理目标车辆在预设时间段内的监控数据,以得到目标车辆在静置场景下的有效数据,包括:剔除监控数据中包含的第一场景数据以及第二场景数据以获得静置场景数据,其中,第一场景数据为目标车辆在行驶场景下对应的数据,第二场景数据为目标车辆在充电场景下对应的数据;对静置场景数据进行数据清洗,并将静置场景数据中的无效数据进行剔除,以获得有效数据。Further, acquiring and processing the monitoring data of the target vehicle within a preset period of time to obtain valid data of the target vehicle in a stationary scene includes: removing the first scene data and the second scene data contained in the monitoring data to obtain Static scene data, wherein the first scene data is the data corresponding to the target vehicle in the driving scene, and the second scene data is the data corresponding to the target vehicle in the charging scene; data cleaning is performed on the static scene data, and the static Eliminate invalid data in the scene data to obtain valid data.

进一步地,无效数据至少包括以下数据:电压采集线断线后上传的电压值;不在各自对应的预设范围内的里程数据、剩余电量数据、电流数据以及充电状态数据;目标车辆处于充电状态,且目标车辆的电池电流大于零的情况下对应的监控数据。Further, the invalid data includes at least the following data: the voltage value uploaded after the voltage acquisition line is disconnected; the mileage data, remaining power data, current data, and charging state data that are not within the corresponding preset ranges; the target vehicle is in the charging state, And the monitoring data corresponding to the case where the battery current of the target vehicle is greater than zero.

进一步地,依据滑窗算法处理有效数据表格中包含的电压数据,以获得多个电芯在多个时刻对应的多个压差偏离度包括:确定滑窗算法中滑动窗口中包含的电压个数;确定目标数据列,其中,目标数据列中包含目标电芯在多个时刻对应的电压值;依据多个时刻对应的时间先后顺序,控制滑动窗口在目标数据列中进行滑动,以获得目标电芯在多个时刻对应的多个压差;依据多个压差,计算多个压差对应的多个压差偏离度。Further, processing the voltage data contained in the valid data table according to the sliding window algorithm to obtain multiple voltage difference deviation degrees corresponding to multiple cells at multiple moments includes: determining the number of voltages contained in the sliding window in the sliding window algorithm ;Determine the target data column, wherein the target data column contains the voltage values corresponding to the target cell at multiple times; according to the time sequence corresponding to multiple times, control the sliding window to slide in the target data column to obtain the target voltage Multiple pressure differences corresponding to the core at multiple moments; according to the multiple pressure differences, calculate the multiple pressure difference deviations corresponding to the multiple pressure differences.

进一步地,依据多个压差,计算多个压差对应的多个压差偏离度,包括:获取预设压差;确定多个压差的压差均值;依据多个压差、压差均值以及预设压差,计算多个压差偏离度。Further, according to multiple pressure differences, calculating multiple pressure difference deviations corresponding to multiple pressure differences includes: obtaining preset pressure differences; determining the average pressure difference of multiple pressure differences; As well as the preset differential pressure, multiple differential pressure deviations are calculated.

进一步地,依据每个电芯对应的多个压差偏离度,确定每个电芯在预设时间段内是否发生异常,包括:如果电芯在预设时刻对应的偏离度超出预设范围,且预设时刻相邻的下一时刻对应的压差偏离度也超出预设范围,则确定电芯发生异常。Further, according to the multiple pressure difference deviation degrees corresponding to each battery cell, it is determined whether each battery cell is abnormal within a preset time period, including: if the deviation degree corresponding to the battery cell at the preset time exceeds the preset range, And if the pressure difference deviation corresponding to the next time adjacent to the preset time also exceeds the preset range, it is determined that the battery cell is abnormal.

进一步地,在确定电芯发生异常之后,该方法还包括:依据异常,发出预警信息以提醒电芯发生异常。Further, after it is determined that the battery cell is abnormal, the method further includes: according to the abnormality, sending out an early warning message to remind the battery cell of the abnormality.

为了实现上述目的,根据本发明的另一方面,提供了一种确定电池单体电压发生异常的装置。该装置包括:第一处理单元,用于获取并处理目标车辆在预设时间段内的监控数据,以得到目标车辆在静置场景下的有效数据;第二处理单元,用于将有效数据处理成对应的有效数据表格,其中,有效数据表格中包括多行数据,每行数据对应包括多个电芯在同一时刻对应的电压;第三处理单元,用于依据滑窗算法处理有效数据表格中包含的电压数据,以获得多个电芯在多个时刻对应的多个压差偏离度;第一确定单元,用于依据每个电芯对应的多个压差偏离度,确定每个电芯在预设时间段内是否发生异常。In order to achieve the above purpose, according to another aspect of the present invention, a device for determining abnormal voltage of a battery cell is provided. The device includes: a first processing unit, used to acquire and process the monitoring data of the target vehicle within a preset time period, so as to obtain valid data of the target vehicle in a stationary scene; a second processing unit, used to process the valid data into a corresponding valid data table, wherein the valid data table includes multiple rows of data, and each row of data corresponds to the voltage corresponding to multiple batteries at the same time; the third processing unit is used to process the valid data table according to the sliding window algorithm The included voltage data is used to obtain multiple deviations of voltage difference corresponding to multiple cells at multiple times; the first determination unit is used to determine the deviation of each cell according to the multiple deviations of voltage difference corresponding to each cell Whether an exception occurred within a preset time period.

为了实现上述目的,根据本申请的另一方面,提供了一种计算机可读存储介质,该计算机可读存储介质包括存储的程序,其中,该程序执行上述任意一项的一种确定电池单体电压发生异常的方法。In order to achieve the above object, according to another aspect of the present application, a computer-readable storage medium is provided, the computer-readable storage medium includes a stored program, wherein the program performs any one of the above-mentioned determination of battery cell The method of voltage abnormality.

为了实现上述目的,根据本申请的另一方面,提供了一种处理器,处理器用于运行程序,其中,该程序执行上述任意一项的一种确定电池单体电压发生异常的方法。In order to achieve the above object, according to another aspect of the present application, a processor is provided, and the processor is used to run a program, wherein the program executes any one of the above methods for determining that the voltage of a battery cell is abnormal.

通过本发明,采用以下步骤:获取并处理目标车辆在预设时间段内的监控数据,以得到目标车辆在静置场景下的有效数据;将有效数据处理成对应的有效数据表格,其中,有效数据表格中包括多行数据,每行数据对应包括多个电芯在同一时刻对应的电压;依据滑窗算法处理有效数据表格中包含的电压数据,以获得多个电芯在多个时刻对应的多个压差偏离度;依据每个电芯对应的多个压差偏离度,确定每个电芯在预设时间段内是否发生异常,解决了相关技术中监控汽车电池电芯一致性的技术手段效率低的技术问题。进而达到了监控电池电芯在静置场景下的电压情况,将变化情况异常的车辆进行预警的效果。Through the present invention, the following steps are adopted: acquire and process the monitoring data of the target vehicle within a preset time period to obtain valid data of the target vehicle in a stationary scene; process the valid data into corresponding valid data tables, wherein the valid The data table includes multiple rows of data, and each row of data corresponds to the voltage corresponding to multiple cells at the same time; the voltage data contained in the effective data table is processed according to the sliding window algorithm to obtain the voltage corresponding to multiple cells at multiple times Multiple differential pressure deviations; according to the multiple differential pressure deviations corresponding to each battery cell, determine whether each battery cell is abnormal within a preset time period, and solve the technology of monitoring the consistency of automobile battery cells in related technologies Technical problems of inefficient means. In turn, it achieves the effect of monitoring the voltage of the battery cell in a static scene, and giving an early warning to vehicles with abnormal changes.

附图说明Description of drawings

构成本发明的一部分的附图用来提供对本发明的进一步理解,本发明的示意性实施例及其说明用于解释本发明,并不构成对本发明的不当限定。在附图中:The drawings constituting a part of the present invention are used to provide a further understanding of the present invention, and the schematic embodiments and descriptions of the present invention are used to explain the present invention, and do not constitute an improper limitation of the present invention. In the attached picture:

图1是根据本发明实施例提供的一种确定电池单体电压发生异常的方法的流程图;Fig. 1 is a flow chart of a method for determining abnormal battery cell voltage according to an embodiment of the present invention;

图2是根据本发明实施例提供的一种确定电池单体电压发生异常的装置的示意图。Fig. 2 is a schematic diagram of a device for determining abnormal battery cell voltage according to an embodiment of the present invention.

具体实施方式Detailed ways

需要说明的是,在不冲突的情况下,本发明中的实施例及实施例中的特征可以相互组合。下面将参考附图并结合实施例来详细说明本发明。It should be noted that, in the case of no conflict, the embodiments of the present invention and the features in the embodiments can be combined with each other. The present invention will be described in detail below with reference to the accompanying drawings and examples.

为了使本技术领域的人员更好地理解本发明方案,下面将结合本发明实施例中的附图,对本发明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发明一部分的实施例,而不是全部的实施例。基于本发明中的实施例,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,都应当属于本发明保护的范围。In order to enable those skilled in the art to better understand the solutions of the present invention, the technical solutions in the embodiments of the present invention will be clearly and completely described below in conjunction with the drawings in the embodiments of the present invention. Obviously, the described embodiments are only It is an embodiment of a part of the present invention, but not all embodiments. Based on the embodiments of the present invention, all other embodiments obtained by persons of ordinary skill in the art without making creative efforts shall fall within the protection scope of the present invention.

需要说明的是,本发明的说明书和权利要求书及上述附图中的术语“第一”、“第二”等是用于区别类似的对象,而不必用于描述特定的顺序或先后次序。应该理解这样使用的数据在适当情况下可以互换,以便这里描述的本发明的实施例。此外,术语“包括”和“具有”以及他们的任何变形,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、产品或设备不必限于清楚地列出的那些步骤或单元,而是可包括没有清楚地列出的或对于这些过程、方法、产品或设备固有的其它步骤或单元。It should be noted that the terms "first" and "second" in the description and claims of the present invention and the above drawings are used to distinguish similar objects, but not necessarily used to describe a specific sequence or sequence. It should be understood that the data so used may be interchanged under appropriate circumstances for the embodiments of the invention described herein. Furthermore, the terms "comprising" and "having", as well as any variations thereof, are intended to cover a non-exclusive inclusion, for example, a process, method, system, product or device comprising a sequence of steps or elements is not necessarily limited to the expressly listed instead, may include other steps or elements not explicitly listed or inherent to the process, method, product or apparatus.

根据本发明的实施例,提供了一种确定电池单体电压发生异常的方法。According to an embodiment of the present invention, a method for determining that the voltage of a battery cell is abnormal is provided.

图1是根据本发明实施例的一种确定电池单体电压发生异常的方法的流程图。如图1所示,该发明包括以下步骤:Fig. 1 is a flow chart of a method for determining abnormal voltage of a battery cell according to an embodiment of the present invention. As shown in Figure 1, the invention comprises the following steps:

步骤S101,获取并处理目标车辆在预设时间段内的监控数据,以得到目标车辆在静置场景下的有效数据。Step S101, acquiring and processing the monitoring data of the target vehicle within a preset period of time, so as to obtain valid data of the target vehicle in a stationary scene.

上述地,根据目标车辆的使用状态,可分为三种场景,分别为静置场景、行驶场景和充电场景。本申请依据静置场景数据进行判断,当目标车辆车速为零且电流为零时,目标车辆处于静置场景,根据目标车辆在预设时间段内的监控数据,得到符合静置场景下的有效数据。As mentioned above, according to the usage status of the target vehicle, it can be divided into three scenarios, which are the stationary scenario, the driving scenario and the charging scenario. This application judges based on the static scene data. When the speed of the target vehicle is zero and the current is zero, the target vehicle is in the static scene. According to the monitoring data of the target vehicle in the preset time period, the effective data.

步骤S102,将有效数据处理成对应的有效数据表格,其中,有效数据表格中包括多行数据,每行数据对应包括多个电芯在同一时刻对应的电压。In step S102, the valid data is processed into a corresponding valid data table, wherein the valid data table includes multiple rows of data, and each row of data corresponds to voltages corresponding to multiple cells at the same time.

上述地,将有效数据整理成对应的有效数据表格,其中,有效数据表格包含多行多列数据,每行数据包含多个电芯在同一时刻对应的多组数据,每列数据包括同一电芯在不同时刻对应的多组数据,需要说明的是,每组数据包括电芯在对应的时刻所有的状态以及参数数据,也包括目标车辆在同一时刻对应的所有运行以数据以及参数。As mentioned above, the valid data is sorted into a corresponding valid data table, wherein the valid data table contains multiple rows and multiple columns of data, each row of data contains multiple sets of data corresponding to multiple batteries at the same time, and each column of data includes the same battery Multiple sets of data corresponding to different times. It should be noted that each set of data includes all the state and parameter data of the battery cell at the corresponding time, and also includes all the operating data and parameters corresponding to the target vehicle at the same time.

步骤S103,依据滑窗算法处理有效数据表格中包含的电压数据,以获得多个电芯在多个时刻对应的多个压差偏离度。Step S103, process the voltage data included in the valid data table according to the sliding window algorithm, so as to obtain multiple deviation degrees of voltage difference corresponding to multiple cells at multiple times.

上述地,滑窗算法是通过限制各个时间窗口内所能接收到的最大信元数对业务量进行控制,本申请通过滑窗算法处理有效表格中的电压数据并获得电芯对应的压差偏离度,压差偏离度是指实际压差与均值之间的差值占目标压差的比重。As mentioned above, the sliding window algorithm controls the traffic volume by limiting the maximum number of cells that can be received in each time window. This application uses the sliding window algorithm to process the voltage data in the valid table and obtain the corresponding voltage difference deviation of the cell. The pressure difference deviation refers to the proportion of the difference between the actual pressure difference and the average value in the target pressure difference.

步骤S104,依据每个电芯对应的多个压差偏离度,确定每个电芯在预设时间段内是否发生异常。Step S104, according to the multiple pressure difference deviations corresponding to each battery cell, determine whether each battery cell is abnormal within a preset time period.

具体地,分析每个电芯压差偏离度波动情况,针对同一个电芯计算出来的电芯压差偏离度,分析各电芯偏离度的波动情况来进行异常判断Specifically, analyze the fluctuation of the deviation of the voltage difference of each cell, and analyze the fluctuation of the deviation of the deviation of each cell for the deviation of the voltage difference calculated by the same cell to judge the abnormality

在本申请提供的一个具体实施例中,通过绘制箱型图来分析电芯偏离度的波动情况。In a specific embodiment provided in the present application, the fluctuation of the cell deviation is analyzed by drawing a box diagram.

在一种可选的实例中,获取并处理目标车辆在预设时间段内的监控数据,以得到目标车辆在静置场景下的有效数据,包括:剔除监控数据中包含的第一场景数据以及第二场景数据以获得静置场景数据,其中,第一场景数据为目标车辆在行驶场景下对应的数据,第二场景数据为目标车辆在充电场景下对应的数据;对静置场景数据进行数据清洗,并将静置场景数据中的无效数据进行剔除,以获得有效数据。In an optional example, acquiring and processing the monitoring data of the target vehicle within a preset period of time to obtain valid data of the target vehicle in a stationary scene, including: removing the first scene data contained in the monitoring data and The second scene data is to obtain static scene data, wherein, the first scene data is the data corresponding to the target vehicle in the driving scene, and the second scene data is the corresponding data of the target vehicle in the charging scene; Clean and remove invalid data in static scene data to obtain valid data.

具体地,剔除监控数据中目标车辆处于行驶场景和充电场景下对应的数据,以获得静置场景数据,其中,静置场景数据中包含大量的数据组,每个数据组中包含目标车辆各个机构的参数,在获得静置场景数据后,将静置场景数据中的电压是零,电压是空值,缺失电压值的数据组以及电池温感值为负四十度或温感值为两百度以上的数据组、温感值为空值的数据组,温感值缺失的数据组进行删除,同时再将无效数据进行剔除得到有效数据。Specifically, eliminate the corresponding data of the target vehicle in the driving scene and charging scene in the monitoring data to obtain the static scene data, wherein the static scene data contains a large number of data groups, and each data group contains the target vehicle. After obtaining the static scene data, the voltage in the static scene data is zero, the voltage is a null value, the data group with missing voltage value and the temperature sensitivity value of the battery is negative 40 degrees or the temperature sensitivity value is two hundred degrees The above data groups, data groups with null temperature values, and data groups with missing temperature values are deleted, and at the same time, invalid data are eliminated to obtain valid data.

可选地,无效数据至少包括以下数据:Optionally, invalid data includes at least the following data:

1、电压采集线断线后上传的电压值,其中,电压采集线在折断回复后上传一个固定的值;1. The voltage value uploaded after the voltage acquisition line is broken, where the voltage acquisition line uploads a fixed value after it is broken;

2、不在各自对应的预设范围内的里程数据、剩余电量数据、电流数据以及充电状态数据;2. Mileage data, remaining power data, current data and charging status data that are not within the respective preset ranges;

3、目标车辆处于充电状态,且目标车辆的电池电流大于零的情况下对应的监控数据。3. The corresponding monitoring data when the target vehicle is in the charging state and the battery current of the target vehicle is greater than zero.

优选地,在一种可选的实例中,依据滑窗算法处理有效数据表格中包含的电压数据,以获得多个电芯在多个时刻对应的多个压差偏离度包括:确定滑窗算法中滑动窗口中包含的电压个数;确定目标数据列,其中,目标数据列中包含目标电芯在多个时刻对应的电压值;依据多个时刻对应的时间先后顺序,控制滑动窗口在目标数据列中进行滑动,以获得目标电芯在多个时刻对应的多个压差;依据多个压差,计算多个压差对应的多个压差偏离度。Preferably, in an optional example, processing the voltage data contained in the valid data table according to the sliding window algorithm, so as to obtain multiple voltage difference deviation degrees corresponding to multiple cells at multiple moments includes: determining the sliding window algorithm The number of voltages contained in the middle sliding window; determine the target data column, wherein the target data column contains the voltage values corresponding to the target cell at multiple times; according to the time sequence corresponding to multiple times, control the sliding window in the target data Slide in the column to obtain multiple pressure differences corresponding to the target cell at multiple times; according to the multiple pressure differences, calculate the multiple pressure difference deviations corresponding to the multiple pressure differences.

上述地,在本申请提供的一个可选的实施例中,在有效数据表格中,选取三行数据作为一个滑窗,滑窗对应三组有效数据,也即滑窗中同时存在三个电压V1、V2、V3,针对一个电芯,一个滑窗内计算Vdif=|V1-V3|,并将Vdif记录为滑窗内的第一行的压差的值,一个滑窗计算完成后逐行向下进行滑窗,依此类推完成所有目标电芯在多个时刻对应的压差的计算。As mentioned above, in an optional embodiment provided by this application, in the valid data table, three rows of data are selected as a sliding window, and the sliding window corresponds to three sets of valid data, that is, there are three voltages V1 in the sliding window at the same time , V2, V3, for one battery cell, calculate V dif = |V1-V3| in a sliding window, and record V dif as the value of the pressure difference in the first row in the sliding window, and then The sliding window is performed downward, and so on to complete the calculation of the corresponding pressure difference of all target cells at multiple moments.

在一种可选的实例中,依据多个压差,计算多个压差对应的多个压差偏离度,包括:获取预设压差;确定多个压差的压差均值;依据多个压差、压差均值以及预设压差,计算多个压差偏离度。In an optional example, calculating multiple pressure difference deviations corresponding to the multiple pressure differences based on the multiple pressure differences includes: obtaining a preset pressure difference; determining the average value of the multiple pressure differences; Differential pressure, average differential pressure and preset differential pressure, calculate multiple differential pressure deviations.

具体地,分析同一电芯压差的偏离度,同一电芯根据滑窗计算得到的压差进而计算压差的偏离度:偏离度=(压差-压差均值)/预设压差,优选地,预设压差为标注压差值。Specifically, analyze the deviation degree of the pressure difference of the same battery cell, and then calculate the deviation degree of the pressure difference calculated by the same battery cell according to the pressure difference calculated by the sliding window: deviation degree = (pressure difference - pressure difference average) / preset pressure difference, preferably Therefore, the preset differential pressure is the marked differential pressure value.

在一种可选的实例中,依据每个电芯对应的多个压差偏离度,确定每个电芯在预设时间段内是否发生异常,包括:如果电芯在预设时刻对应的偏离度超出预设范围,且预设时刻相邻的下一时刻对应的压差偏离度也超出预设范围,则确定电芯发生异常。In an optional example, it is determined whether each battery cell is abnormal within a preset time period according to the multiple pressure difference deviations corresponding to each battery cell, including: if the battery cell deviates at the preset time If the degree exceeds the preset range, and the deviation of the pressure difference corresponding to the next moment adjacent to the preset time also exceeds the preset range, it is determined that the battery cell is abnormal.

具体地,正常情况下,压差偏离度会相对较小,当压差变化异常时,电芯在某一时刻对应的偏离度超出预设范围,偏离度会异常突增,同时,与这一时刻相邻的下一时刻的压差偏离度也超出预设范围,即压差偏离度对应的电芯有很大可能在接下来的时刻对应的压差偏离度也是超出预设范围的,因此,在本申请提供的一个实施例中,基于两个时刻对应的超出预设范围的压差偏离度,即可确定电芯发生异常。Specifically, under normal circumstances, the differential pressure deviation will be relatively small. When the differential pressure changes abnormally, the deviation corresponding to the cell at a certain moment exceeds the preset range, and the deviation will increase abnormally. At the same time, with this The pressure difference deviation at the next moment adjacent to the time is also beyond the preset range, that is, the cell corresponding to the pressure difference deviation is likely to have a corresponding pressure difference deviation at the next moment also exceeds the preset range, so , in an embodiment provided by the present application, it can be determined that the battery cell is abnormal based on the deviation of the pressure difference corresponding to the two moments beyond the preset range.

需要说明的是,为了提高判断的准确度,可以通过多个时刻的压差偏离度来判断电芯是否发生异常。It should be noted that, in order to improve the accuracy of the judgment, it is possible to judge whether the cell is abnormal according to the deviation of the pressure difference at multiple moments.

在一种可选的实例中,在确定电芯发生异常之后,该方法还包括:依据异常,发出预警信息以提醒电芯发生异常。In an optional example, after it is determined that the battery cell is abnormal, the method further includes: according to the abnormality, sending an early warning message to remind the battery cell that the battery cell is abnormal.

具体地,确定电芯发生异常,发出预警信息进行提醒,将变化情况异常的电芯以及电芯对应的电池组预警出来以实现对电芯情况的监控以及预警。Specifically, it is determined that the battery cell is abnormal, and an early warning message is issued to remind, and the battery pack corresponding to the abnormal battery cell and the battery cell corresponding to the battery cell is given an early warning to realize the monitoring and early warning of the battery cell condition.

本发明实施例提供的一种确定电池单体电压发生异常的方法,通过获取并处理目标车辆在预设时间段内的监控数据,以得到目标车辆在静置场景下的有效数据;将有效数据处理成对应的有效数据表格,其中,有效数据表格中包括多行数据,每行数据对应包括多个电芯在同一时刻对应的电压;依据滑窗算法处理有效数据表格中包含的电压数据,以获得多个电芯在多个时刻对应的多个压差偏离度;依据每个电芯对应的多个压差偏离度,确定每个电芯在预设时间段内是否发生异常,解决了相关技术中监控汽车电池电芯一致性的技术手段效率低的技术问题。的问题。进而达到了监控电池电芯在静置场景下的电压情况,将变化情况异常的车辆进行预警的效果。The embodiment of the present invention provides a method for determining that the voltage of a battery cell is abnormal, by acquiring and processing the monitoring data of the target vehicle within a preset time period to obtain valid data of the target vehicle in a stationary scene; the valid data Process it into a corresponding valid data table, wherein the valid data table includes multiple rows of data, and each row of data corresponds to the voltage corresponding to multiple batteries at the same time; process the voltage data contained in the valid data table according to the sliding window algorithm, so as to Obtain multiple differential pressure deviations corresponding to multiple cells at multiple times; determine whether each cell is abnormal within a preset time period based on the multiple differential pressure deviations corresponding to each cell, and solve the related problems The technical problem of low efficiency of technical means to monitor the consistency of automobile battery cells in technology. The problem. In turn, it achieves the effect of monitoring the voltage of the battery cell in a static scene, and giving an early warning to vehicles with abnormal changes.

需要说明的是,在附图的流程图示出的步骤可以在诸如一组计算机可执行指令的计算机系统中执行,并且,虽然在流程图中示出了逻辑顺序,但是在某些情况下,可以以不同于此处的顺序执行所示出或描述的步骤。It should be noted that the steps shown in the flowcharts of the accompanying drawings may be performed in a computer system, such as a set of computer-executable instructions, and that although a logical order is shown in the flowcharts, in some cases, The steps shown or described may be performed in an order different than here.

本发明实施例还提供了一种确定电池单体电压发生异常的装置,需要说明的是,本发明实施例的一种确定电池单体电压发生异常的装置可以用于执行本发明实施例所提供的用于一种确定电池单体电压发生异常的方法。以下对本发明实施例提供的一种确定电池单体电压发生异常的装置进行介绍。The embodiment of the present invention also provides a device for determining the abnormal voltage of the battery cell. It should be noted that the device for determining the abnormal voltage of the battery cell in the embodiment of the present invention can be used to implement the It is used for a method of determining abnormality in battery cell voltage. A device for determining an abnormal battery cell voltage provided by an embodiment of the present invention is introduced below.

图2是根据本发明实施例的一种确定电池单体电压发生异常的装置的示意图。如图2所示,该装置包括:第一处理单元201,用于获取并处理目标车辆在预设时间段内的监控数据,以得到目标车辆在静置场景下的有效数据;第二处理单元202,用于将有效数据处理成对应的有效数据表格,其中,有效数据表格中包括多行数据,每行数据对应包括多个电芯在同一时刻对应的电压;第三处理单元203,用于依据滑窗算法处理有效数据表格中包含的电压数据,以获得多个电芯在多个时刻对应的多个压差偏离度;第一确定单元204,用于依据每个电芯对应的多个压差偏离度,确定每个电芯在预设时间段内是否发生异常。Fig. 2 is a schematic diagram of a device for determining an abnormal voltage of a battery cell according to an embodiment of the present invention. As shown in Figure 2, the device includes: a first processing unit 201, which is used to acquire and process monitoring data of the target vehicle within a preset time period, so as to obtain valid data of the target vehicle in a stationary scene; a second processing unit 202, for processing the valid data into a corresponding valid data table, wherein the valid data table includes multiple rows of data, and each row of data corresponds to the voltage corresponding to multiple batteries at the same time; the third processing unit 203 is used for Process the voltage data contained in the effective data table according to the sliding window algorithm to obtain multiple voltage deviation deviations corresponding to multiple cells at multiple times; the first determination unit 204 is used to obtain multiple Differential pressure deviation, to determine whether each cell is abnormal within a preset period of time.

在一种可选的实例中,第一处理单元201包括:剔除子单元,用于剔除监控数据中包含的第一场景数据以及第二场景数据以获得静置场景数据,其中,第一场景数据为目标车辆在行驶场景下对应的数据,第二场景数据为目标车辆在充电场景下对应的数据;清洗子单元,用于对静置场景数据进行数据清洗,并将静置场景数据中的无效数据进行剔除,以获得有效数据。In an optional example, the first processing unit 201 includes: a culling subunit, configured to cull the first scene data and the second scene data contained in the monitoring data to obtain static scene data, wherein the first scene data is the data corresponding to the target vehicle in the driving scene, and the second scene data is the data corresponding to the target vehicle in the charging scene; the cleaning subunit is used for data cleaning of the static scene data, and will invalidate the static scene data. The data are eliminated to obtain valid data.

在一种可选的实例中,无效数据至少包括以下数据:电压采集线断线后上传的电压值;不在各自对应的预设范围内的里程数据、剩余电量数据、电流数据以及充电状态数据;目标车辆处于充电状态,且目标车辆的电池电流大于零的情况下对应的监控数据。In an optional example, the invalid data includes at least the following data: a voltage value uploaded after the voltage acquisition line is disconnected; mileage data, remaining power data, current data, and charging state data that are not within their corresponding preset ranges; The corresponding monitoring data when the target vehicle is in charging state and the battery current of the target vehicle is greater than zero.

在一种可选的实例中,第三处理单元203包括:第一确定子单元,用于确定滑窗算法中滑动窗口中包含的电压个数;第二确定子单元,用于确定目标数据列,其中,目标数据列中包含目标电芯在多个时刻对应的电压值;控制子单元,用于依据多个时刻对应的时间先后顺序,控制滑动窗口在目标数据列中进行滑动,以获得目标电芯在多个时刻对应的多个压差;计算子单元,用于依据多个压差,计算多个压差对应的多个压差偏离度。In an optional example, the third processing unit 203 includes: a first determining subunit, configured to determine the number of voltages contained in the sliding window in the sliding window algorithm; a second determining subunit, configured to determine the target data column , wherein the target data column contains the voltage values corresponding to the target cell at multiple times; the control subunit is used to control the sliding window to slide in the target data column according to the time sequence corresponding to multiple times to obtain the target Multiple pressure differences corresponding to the battery cells at multiple times; the calculation subunit is used to calculate multiple pressure difference deviations corresponding to the multiple pressure differences based on the multiple pressure differences.

在一种可选的实例中,计算子单元包括:获取模块,用于获取预设压差;确定模块,用于确定多个压差的压差均值;计算模块,用于依据多个压差、压差均值以及预设压差,计算多个压差偏离度。In an optional example, the calculation subunit includes: an acquisition module, used to obtain a preset pressure difference; a determination module, used to determine the average pressure difference of multiple pressure differences; a calculation module, used to , differential pressure average and preset differential pressure, and calculate multiple differential pressure deviations.

在一种可选的实例中,第一确定单元204包括:第三确定子单元,用于电芯在预设时刻对应的偏离度超出预设范围,且预设时刻相邻的下一时刻对应的压差偏离度也超出预设范围的情况下,确定电芯发生异常。In an optional example, the first determining unit 204 includes: a third determining subunit, configured to use the deviation degree corresponding to the battery cell at a preset moment to exceed a preset range, and the next moment adjacent to the preset moment corresponds to When the deviation of the pressure difference is also beyond the preset range, it is determined that the battery cell is abnormal.

在一种可选的实例中,该装置还包括:发送单元,用于在确定电芯发生异常之后,依据异常,发出预警信息以提醒电芯发生异常。In an optional example, the device further includes: a sending unit, configured to, after determining that the battery cell is abnormal, send an early warning message to remind the battery cell of the abnormality according to the abnormality.

本发明实施例提供的一种确定电池单体电压发生异常的装置,通过获取并处理目标车辆在预设时间段内的监控数据,以得到目标车辆在静置场景下的有效数据;将有效数据处理成对应的有效数据表格,其中,有效数据表格中包括多行数据,每行数据对应包括多个电芯在同一时刻对应的电压;依据滑窗算法处理有效数据表格中包含的电压数据,以获得多个电芯在多个时刻对应的多个压差偏离度;依据每个电芯对应的多个压差偏离度,确定每个电芯在预设时间段内是否发生异常,解决了相关技术中监控汽车电池电芯一致性的技术手段效率低的技术问题。进而达到了监控电池电芯在静置场景下的电压情况,将变化情况异常的车辆进行预警的效果。The embodiment of the present invention provides a device for determining that the voltage of a battery cell is abnormal. By acquiring and processing the monitoring data of the target vehicle within a preset period of time, the effective data of the target vehicle in the static scene can be obtained; the effective data Process it into a corresponding valid data table, wherein the valid data table includes multiple rows of data, and each row of data corresponds to the voltage corresponding to multiple batteries at the same time; process the voltage data contained in the valid data table according to the sliding window algorithm, so as to Obtain multiple differential pressure deviations corresponding to multiple cells at multiple times; determine whether each cell is abnormal within a preset time period based on the multiple differential pressure deviations corresponding to each cell, and solve the related problems The technical problem of low efficiency of technical means to monitor the consistency of automobile battery cells in technology. In turn, it achieves the effect of monitoring the voltage of the battery cell in a static scene, and giving an early warning to vehicles with abnormal changes.

一种确定电池单体电压发生异常的装置包括处理器和存储器,上述第一处理单元201等均作为程序单元存储在存储器中,由处理器执行存储在存储器中的上述程序单元来实现相应的功能。A device for determining that the voltage of a battery cell is abnormal includes a processor and a memory. The above-mentioned first processing unit 201 is stored in the memory as a program unit, and the processor executes the above-mentioned program unit stored in the memory to realize corresponding functions. .

处理器中包含内核,由内核去存储器中调取相应的程序单元。内核可以设置一个或以上,通过调整内核参数来解决相关技术中监控汽车电池电芯一致性的技术手段效率低的技术问题。The processor includes a kernel, and the kernel fetches corresponding program units from the memory. One or more cores can be set, and the technical problem of low efficiency in the technical means of monitoring the consistency of automobile battery cells in related technologies can be solved by adjusting the core parameters.

存储器可能包括计算机可读介质中的非永久性存储器,随机存取存储器(RAM)和/或非易失性内存等形式,如只读存储器(ROM)或闪存(flash RAM),存储器包括至少一个存储芯片。Memory may include non-permanent memory in computer-readable media, random access memory (RAM) and/or non-volatile memory, such as read-only memory (ROM) or flash memory (flash RAM), memory includes at least one memory chip.

本发明实施例提供了一种计算机可读存储介质,其上存储有程序,该程序被处理器执行时实现一种确定电池单体电压发生异常的方法。An embodiment of the present invention provides a computer-readable storage medium, on which a program is stored, and when the program is executed by a processor, a method for determining abnormal voltage of a battery cell is realized.

本发明实施例提供了一种处理器,处理器用于运行程序,其中,程序运行时执行一种确定电池单体电压发生异常的方法。An embodiment of the present invention provides a processor, and the processor is used to run a program, wherein, when the program is running, a method for determining that the voltage of a battery cell is abnormal occurs.

本发明实施例提供了一种设备,设备包括处理器、存储器及存储在存储器上并可在处理器上运行的程序,处理器执行程序时实现以下步骤:剔除监控数据中包含的第一场景数据以及第二场景数据以获得静置场景数据,其中,第一场景数据为目标车辆在行驶场景下对应的数据,第二场景数据为目标车辆在充电场景下对应的数据;对静置场景数据进行数据清洗,并将静置场景数据中的无效数据进行剔除,以获得有效数据。An embodiment of the present invention provides a device. The device includes a processor, a memory, and a program stored on the memory and operable on the processor. When the processor executes the program, the following steps are implemented: removing the first scene data contained in the monitoring data And the second scene data to obtain static scene data, wherein, the first scene data is the data corresponding to the target vehicle in the driving scene, and the second scene data is the corresponding data of the target vehicle in the charging scene; Data cleaning, and invalid data in static scene data are eliminated to obtain valid data.

在一种可选的实例中,无效数据至少包括以下数据:电压采集线断线后上传的电压值;不在各自对应的预设范围内的里程数据、剩余电量数据、电流数据以及充电状态数据;目标车辆处于充电状态,且目标车辆的电池电流大于零的情况下对应的监控数据。In an optional example, the invalid data includes at least the following data: a voltage value uploaded after the voltage acquisition line is disconnected; mileage data, remaining power data, current data, and charging state data that are not within their corresponding preset ranges; The corresponding monitoring data when the target vehicle is in charging state and the battery current of the target vehicle is greater than zero.

在一种可选的实例中,依据滑窗算法处理有效数据表格中包含的电压数据,以获得多个电芯在多个时刻对应的多个压差偏离度包括:确定滑窗算法中滑动窗口中包含的电压个数;确定目标数据列,其中,目标数据列中包含目标电芯在多个时刻对应的电压值;依据多个时刻对应的时间先后顺序,控制滑动窗口在目标数据列中进行滑动,以获得目标电芯在多个时刻对应的多个压差;依据多个压差,计算多个压差对应的多个压差偏离度。In an optional example, processing the voltage data contained in the valid data table according to the sliding window algorithm to obtain multiple voltage difference deviations corresponding to multiple cells at multiple moments includes: determining the sliding window in the sliding window algorithm The number of voltages contained in ; determine the target data column, wherein the target data column contains the voltage values corresponding to the target cell at multiple times; according to the time sequence corresponding to multiple times, control the sliding window in the target data column Sliding to obtain multiple pressure differences corresponding to the target cell at multiple times; according to the multiple pressure differences, calculate the multiple pressure difference deviations corresponding to the multiple pressure differences.

在一种可选的实例中,依据多个压差,计算多个压差对应的多个压差偏离度,包括:获取预设压差;确定多个压差的压差均值;依据多个压差、压差均值以及预设压差,计算多个压差偏离度。In an optional example, calculating multiple pressure difference deviations corresponding to the multiple pressure differences based on the multiple pressure differences includes: obtaining a preset pressure difference; determining the average value of the multiple pressure differences; Differential pressure, average differential pressure and preset differential pressure, calculate multiple differential pressure deviations.

在一种可选的实例中,依据每个电芯对应的多个压差偏离度,确定每个电芯在预设时间段内是否发生异常,包括:如果电芯在预设时刻对应的偏离度超出预设范围,且预设时刻相邻的下一时刻对应的压差偏离度也超出预设范围,则确定电芯发生异常。In an optional example, it is determined whether each battery cell is abnormal within a preset time period according to the multiple pressure difference deviations corresponding to each battery cell, including: if the battery cell deviates at the preset time If the degree exceeds the preset range, and the deviation of the pressure difference corresponding to the next moment adjacent to the preset time also exceeds the preset range, it is determined that the battery cell is abnormal.

在一种可选的实例中,在确定电芯发生异常之后,该方法还包括:依据异常,发出预警信息以提醒电芯发生异常。In an optional example, after it is determined that the battery cell is abnormal, the method further includes: according to the abnormality, sending an early warning message to remind the battery cell that the battery cell is abnormal.

本文中的设备可以是服务器、PC、PAD、手机等。The devices in this article can be servers, PCs, PADs, mobile phones, etc.

本发明还提供了一种计算机程序产品,当在数据处理设备上执行时,适于执行初始化有如下方法步骤的程序:剔除监控数据中包含的第一场景数据以及第二场景数据以获得静置场景数据,其中,第一场景数据为目标车辆在行驶场景下对应的数据,第二场景数据为目标车辆在充电场景下对应的数据;对静置场景数据进行数据清洗,并将静置场景数据中的无效数据进行剔除,以获得有效数据。The present invention also provides a computer program product, which, when executed on a data processing device, is suitable for executing a program initialized with the following method steps: removing the first scene data and the second scene data contained in the monitoring data to obtain static Scene data, wherein the first scene data is the data corresponding to the target vehicle in the driving scene, and the second scene data is the data corresponding to the target vehicle in the charging scene; data cleaning is performed on the static scene data, and the static scene data is Eliminate invalid data in order to obtain valid data.

在一种可选的实例中,无效数据至少包括以下数据:电压采集线断线后上传的电压值;不在各自对应的预设范围内的里程数据、剩余电量数据、电流数据以及充电状态数据;目标车辆处于充电状态,且目标车辆的电池电流大于零的情况下对应的监控数据。In an optional example, the invalid data includes at least the following data: a voltage value uploaded after the voltage acquisition line is disconnected; mileage data, remaining power data, current data, and charging state data that are not within their corresponding preset ranges; The corresponding monitoring data when the target vehicle is in charging state and the battery current of the target vehicle is greater than zero.

在一种可选的实例中,依据滑窗算法处理有效数据表格中包含的电压数据,以获得多个电芯在多个时刻对应的多个压差偏离度包括:确定滑窗算法中滑动窗口中包含的电压个数;确定目标数据列,其中,目标数据列中包含目标电芯在多个时刻对应的电压值;依据多个时刻对应的时间先后顺序,控制滑动窗口在目标数据列中进行滑动,以获得目标电芯在多个时刻对应的多个压差;依据多个压差,计算多个压差对应的多个压差偏离度。In an optional example, processing the voltage data contained in the valid data table according to the sliding window algorithm to obtain multiple voltage difference deviations corresponding to multiple cells at multiple moments includes: determining the sliding window in the sliding window algorithm The number of voltages contained in ; determine the target data column, wherein the target data column contains the voltage values corresponding to the target cell at multiple times; according to the time sequence corresponding to multiple times, control the sliding window in the target data column Sliding to obtain multiple pressure differences corresponding to the target cell at multiple times; according to the multiple pressure differences, calculate the multiple pressure difference deviations corresponding to the multiple pressure differences.

在一种可选的实例中,依据多个压差,计算多个压差对应的多个压差偏离度,包括:获取预设压差;确定多个压差的压差均值;依据多个压差、压差均值以及预设压差,计算多个压差偏离度。In an optional example, calculating multiple pressure difference deviations corresponding to the multiple pressure differences based on the multiple pressure differences includes: obtaining a preset pressure difference; determining the average value of the multiple pressure differences; Differential pressure, average differential pressure and preset differential pressure, calculate multiple differential pressure deviations.

在一种可选的实例中,依据每个电芯对应的多个压差偏离度,确定每个电芯在预设时间段内是否发生异常,包括:如果电芯在预设时刻对应的偏离度超出预设范围,且预设时刻相邻的下一时刻对应的压差偏离度也超出预设范围,则确定电芯发生异常。In an optional example, it is determined whether each battery cell is abnormal within a preset time period according to the multiple pressure difference deviations corresponding to each battery cell, including: if the battery cell deviates at the preset time If the degree exceeds the preset range, and the deviation of the pressure difference corresponding to the next moment adjacent to the preset time also exceeds the preset range, it is determined that the battery cell is abnormal.

在一种可选的实例中,在确定电芯发生异常之后,该方法还包括:依据异常,发出预警信息以提醒电芯发生异常。In an optional example, after it is determined that the battery cell is abnormal, the method further includes: according to the abnormality, sending an early warning message to remind the battery cell that the battery cell is abnormal.

本领域内的技术人员应明白,本发明的实施例可提供为方法、系统、或计算机程序产品。因此,本发明可采用完全硬件实施例、完全软件实施例、或结合软件和硬件方面的实施例的形式。而且,本发明可采用在一个或多个其中包含有计算机可用程序代码的计算机可用计算机可读存储介质(包括但不限于磁盘存储器、CD-ROM、光学存储器等)上实施的计算机程序产品的形式。Those skilled in the art should understand that the embodiments of the present invention may be provided as methods, systems, or computer program products. Accordingly, the present invention can take the form of an entirely hardware embodiment, an entirely software embodiment, or an embodiment combining software and hardware aspects. Furthermore, the present invention may take the form of a computer program product embodied on one or more computer-usable computer-readable storage media (including but not limited to disk storage, CD-ROM, optical storage, etc.) having computer-usable program code embodied therein. .

本发明是参照根据本发明实施例的方法、设备(系统)、和计算机程序产品的流程图和/或方框图来描述的。应理解可由计算机程序指令实现流程图和/或方框图中的每一流程和/或方框、以及流程图和/或方框图中的流程和/或方框的结合。可提供这些计算机程序指令到通用计算机、专用计算机、嵌入式处理机或其他可编程数据处理设备的处理器以产生一个机器,使得通过计算机或其他可编程数据处理设备的处理器执行的指令产生用于实现在流程图一个流程或多个流程和/或方框图一个方框或多个方框中指定的功能的装置。The present invention is described with reference to flowchart illustrations and/or block diagrams of methods, apparatus (systems), and computer program products according to embodiments of the invention. It should be understood that each procedure and/or block in the flowchart and/or block diagram, and a combination of procedures and/or blocks in the flowchart and/or block diagram can be realized by computer program instructions. These computer program instructions may be provided to a general purpose computer, special purpose computer, embedded processor, or processor of other programmable data processing equipment to produce a machine such that the instructions executed by the processor of the computer or other programmable data processing equipment produce a An apparatus for realizing the functions specified in one or more procedures of the flowchart and/or one or more blocks of the block diagram.

这些计算机程序指令也可存储在能引导计算机或其他可编程数据处理设备以特定方式工作的计算机可读存储器中,使得存储在该计算机可读存储器中的指令产生包括指令装置的制造品,该指令装置实现在流程图一个流程或多个流程和/或方框图一个方框或多个方框中指定的功能。These computer program instructions may also be stored in a computer-readable memory capable of directing a computer or other programmable data processing apparatus to operate in a specific manner, such that the instructions stored in the computer-readable memory produce an article of manufacture comprising instruction means, the instructions The device realizes the function specified in one or more procedures of the flowchart and/or one or more blocks of the block diagram.

这些计算机程序指令也可装载到计算机或其他可编程数据处理设备上,使得在计算机或其他可编程设备上执行一系列操作步骤以产生计算机实现的处理,从而在计算机或其他可编程设备上执行的指令提供用于实现在流程图一个流程或多个流程和/或方框图一个方框或多个方框中指定的功能的步骤。These computer program instructions can also be loaded onto a computer or other programmable data processing device, causing a series of operational steps to be performed on the computer or other programmable device to produce a computer-implemented process, thereby The instructions provide steps for implementing the functions specified in the flow chart or blocks of the flowchart and/or the block or blocks of the block diagrams.

在一个典型的配置中,计算设备包括一个或多个处理器(CPU)、输入/输出接口、网络接口和内存。In a typical configuration, a computing device includes one or more processors (CPUs), input/output interfaces, network interfaces, and memory.

存储器可能包括计算机可读介质中的非永久性存储器,随机存取存储器(RAM)和/或非易失性内存等形式,如只读存储器(ROM)或闪存(flash RAM)。存储器是计算机可读介质的示例。Memory may include non-permanent storage in computer readable media, in the form of random access memory (RAM) and/or nonvolatile memory such as read only memory (ROM) or flash RAM. The memory is an example of a computer readable medium.

计算机可读介质包括永久性和非永久性、可移动和非可移动媒体可以由任何方法或技术来实现信息存储。信息可以是计算机可读指令、数据结构、程序的模块或其他数据。计算机的存储介质的例子包括,但不限于相变内存(PRAM)、静态随机存取存储器(SRAM)、动态随机存取存储器(DRAM)、其他类型的随机存取存储器(RAM)、只读存储器(ROM)、电可擦除可编程只读存储器(EEPROM)、快闪记忆体或其他内存技术、只读光盘只读存储器(CD-ROM)、数字多功能光盘(DVD)或其他光学存储、磁盒式磁带,磁带磁磁盘存储或其他磁性存储设备或任何其他非传输介质,可用于存储可以被计算设备访问的信息。按照本文中的界定,计算机可读介质不包括暂存电脑可读媒体(transitory media),如调制的数据信号和载波。Computer-readable media, including both permanent and non-permanent, removable and non-removable media, can be implemented by any method or technology for storage of information. Information may be computer readable instructions, data structures, modules of a program, or other data. Examples of computer storage media include, but are not limited to, phase change memory (PRAM), static random access memory (SRAM), dynamic random access memory (DRAM), other types of random access memory (RAM), read only memory (ROM), Electrically Erasable Programmable Read-Only Memory (EEPROM), Flash memory or other memory technology, Compact Disc Read-Only Memory (CD-ROM), Digital Versatile Disc (DVD) or other optical storage, Magnetic tape cartridge, tape magnetic disk storage or other magnetic storage device or any other non-transmission medium that can be used to store information that can be accessed by a computing device. As defined herein, computer-readable media excludes transitory computer-readable media, such as modulated data signals and carrier waves.

还需要说明的是,术语“包括”、“包含”或者其任何其他变体意在涵盖非排他性的包含,从而使得包括一系列要素的过程、方法、商品或者设备不仅包括那些要素,而且还包括没有明确列出的其他要素,或者是还包括为这种过程、方法、商品或者设备所固有的要素。在没有更多限制的情况下,由语句“包括一个……”限定的要素,并不排除在包括要素的过程、方法、商品或者设备中还存在另外的相同要素。It should also be noted that the term "comprises", "comprises" or any other variation thereof is intended to cover a non-exclusive inclusion such that a process, method, article, or apparatus comprising a set of elements includes not only those elements, but also includes Other elements not expressly listed, or elements inherent in the process, method, commodity, or apparatus are also included. Without further limitations, an element defined by the phrase "comprising a ..." does not preclude the presence of additional identical elements in the process, method, article, or apparatus that includes the element.

本领域技术人员应明白,本发明的实施例可提供为方法、系统或计算机程序产品。因此,本发明可采用完全硬件实施例、完全软件实施例或结合软件和硬件方面的实施例的形式。而且,本发明可采用在一个或多个其中包含有计算机可用程序代码的计算机可用计算机可读存储介质(包括但不限于磁盘存储器、CD-ROM、光学存储器等)上实施的计算机程序产品的形式。Those skilled in the art should understand that the embodiments of the present invention may be provided as methods, systems or computer program products. Accordingly, the present invention can take the form of an entirely hardware embodiment, an entirely software embodiment or an embodiment combining software and hardware aspects. Furthermore, the present invention may take the form of a computer program product embodied on one or more computer-usable computer-readable storage media (including but not limited to disk storage, CD-ROM, optical storage, etc.) having computer-usable program code embodied therein. .

以上仅为本发明的实施例而已,并不用于限制本发明。对于本领域技术人员来说,本发明可以有各种更改和变化。凡在本发明的精神和原理之内所作的任何修改、等同替换、改进等,均应包含在本发明的权利要求范围之内。The above are only examples of the present invention, and are not intended to limit the present invention. Various modifications and variations of the present invention will occur to those skilled in the art. Any modification, equivalent replacement, improvement, etc. made within the spirit and principle of the present invention shall be included within the scope of the claims of the present invention.

Claims (8)

1. A method of determining an abnormality in cell voltage, comprising:
acquiring and processing monitoring data of a target vehicle in a preset time period to obtain effective data of the target vehicle in a static scene;
processing the effective data into a corresponding effective data table, wherein the effective data table comprises a plurality of rows of data, and each row of data correspondingly comprises voltages corresponding to a plurality of battery cells at the same moment;
processing voltage data contained in the effective data table according to a sliding window algorithm to obtain a plurality of differential pressure deviation degrees corresponding to a plurality of battery cores at a plurality of moments;
determining whether each battery cell is abnormal in the preset time period according to the differential pressure deviation degrees corresponding to the battery cells;
processing the voltage data contained in the effective data table according to a sliding window algorithm to obtain a plurality of differential pressure deviations corresponding to a plurality of battery cells at a plurality of moments, wherein the steps comprise: determining the number of voltages contained in a sliding window in the sliding window algorithm; determining a target data column, wherein the target data column comprises voltage values corresponding to a target battery cell at a plurality of moments; controlling the sliding window to slide in the target data column according to the time sequence corresponding to the moments so as to obtain a plurality of pressure differences corresponding to the target battery cell at the moments; calculating a plurality of differential pressure deviation degrees corresponding to a plurality of differential pressures according to the differential pressures;
according to the differential pressures, calculating a plurality of differential pressure deviations corresponding to the differential pressures comprises the following steps: acquiring a preset pressure difference; determining a differential pressure average value of a plurality of differential pressures; and calculating a plurality of differential pressure deviation degrees according to the differential pressure, the differential pressure average value and the preset differential pressure.
2. The method of claim 1, wherein acquiring and processing the monitored data of the target vehicle over the preset period of time to obtain the valid data of the target vehicle in the stationary scenario comprises:
removing first scene data and second scene data contained in the monitoring data to obtain standing scene data, wherein the first scene data is data corresponding to the target vehicle in a driving scene, and the second scene data is data corresponding to the target vehicle in a charging scene;
and cleaning the data of the static scene data, and eliminating invalid data in the static scene data to obtain the valid data.
3. The method according to claim 2, wherein the invalid data comprises at least the following data:
the voltage value uploaded after the voltage acquisition line is disconnected;
mileage data, remaining power data, current data, and charge state data, which are not within respective corresponding preset ranges;
and the target vehicle is in a charging state, and the corresponding monitoring data is generated when the battery current of the target vehicle is greater than zero.
4. A method according to any one of claims 1 to 3, wherein determining whether each of the cells is abnormal within the preset time period according to the corresponding plurality of differential pressure deviations of each of the cells comprises:
if the deviation degree of the battery cell corresponding to the preset time exceeds a preset range and the differential pressure deviation degree corresponding to the next time adjacent to the preset time also exceeds the preset range, determining that the battery cell is abnormal.
5. The method of claim 4, wherein after determining that the cell is abnormal, the method further comprises:
and sending out early warning information according to the abnormality to remind the battery cell of the abnormality.
6. An apparatus for determining the occurrence of an abnormality in the voltage of a battery cell, comprising:
the first processing unit is used for acquiring and processing monitoring data of the target vehicle in a preset time period to obtain effective data of the target vehicle in a static scene;
the second processing unit is used for processing the effective data into a corresponding effective data table, wherein the effective data table comprises a plurality of rows of data, and each row of data correspondingly comprises voltages corresponding to a plurality of battery cells at the same moment;
the third processing unit is used for processing the voltage data contained in the effective data table according to a sliding window algorithm so as to obtain a plurality of differential pressure deviations corresponding to a plurality of battery cells at a plurality of moments;
the first determining unit is used for determining whether each electric core is abnormal in the preset time period according to the differential pressure deviation degree corresponding to each electric core;
the third processing unit includes: the first determining subunit is used for determining the number of voltages contained in a sliding window in the sliding window algorithm; the second determining subunit is used for determining a target data column, wherein the target data column comprises voltage values corresponding to the target battery cell at a plurality of moments; the control subunit is used for controlling the sliding window to slide in the target data column according to the time sequence corresponding to the multiple moments so as to obtain multiple pressure differences corresponding to the target battery cell at the multiple moments; the calculating subunit is used for calculating a plurality of differential pressure deviation degrees corresponding to the differential pressures according to the differential pressures;
the computing subunit includes: the acquisition module is used for acquiring a preset pressure difference; the determining module is used for determining a differential pressure average value of a plurality of differential pressures; the calculating module is used for calculating a plurality of differential pressure deviation degrees according to the differential pressure, the differential pressure average value and the preset differential pressure.
7. A computer-readable storage medium, characterized in that the computer-readable storage medium includes a stored program, wherein the program, when run, controls a device in which the computer-readable storage medium is located to execute a method of determining that an abnormality occurs in a cell voltage according to any one of claims 1 to 5.
8. A processor for running a program, wherein the program runs to perform a method of determining that an abnormality has occurred in a cell voltage according to any one of claims 1 to 5.
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CN115257457A (en) * 2022-07-27 2022-11-01 浙江极氪智能科技有限公司 Vehicle battery cell consistency assessment method, device, equipment and storage medium
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