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CN107607881A - A kind of evaluation method of lithium-ion-power cell self discharge uniformity - Google Patents

A kind of evaluation method of lithium-ion-power cell self discharge uniformity Download PDF

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CN107607881A
CN107607881A CN201710854834.2A CN201710854834A CN107607881A CN 107607881 A CN107607881 A CN 107607881A CN 201710854834 A CN201710854834 A CN 201710854834A CN 107607881 A CN107607881 A CN 107607881A
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battery
discharge
soc
voltage
batteries
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王宏伟
骆红云
付艳玲
李文雅
陶自强
李焘
肖海清
白虹
白桦
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Chinese Academy of Inspection and Quarantine CAIQ
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Abstract

一种锂离子动力电池自放电一致性的评价方法,包括:步骤1、在同一生产批次、同一规格型号、相同材料体系的磷酸铁锂电池中,挑选容量和内阻一致性较好的多个电池,室温下采用恒流恒压充电制度和恒流放电制度循环充放电多次;步骤2、室温下将电池调整到空电态;步骤3、将月自放电率大于3%的电池筛除;步骤4、将电池SOC调整至10%SOC‑30%SOC的荷电状态;步骤5、测量电池高温搁置后的开路电压,计算电池的电压降△V或单位时间内的电压降K;步骤6、计算所有电池的△V或K值的平均值X和标准差σ,筛选出在[X‑2σ,X+2σ]置信区间内的电池。本发明的筛选方法可以提高电池的自放电率、缩短搁置周期,降低生产成本。A method for evaluating the self-discharge consistency of a lithium-ion power battery, comprising: step 1, among lithium iron phosphate batteries of the same production batch, the same specification model, and the same material system, select more batteries with better consistency in capacity and internal resistance At room temperature, use the constant current and constant voltage charging system and constant current discharge system to cycle charge and discharge multiple times; step 2, adjust the battery to an empty state at room temperature; step 3, screen the battery with a monthly self-discharge rate greater than 3%. Step 4, adjust the battery SOC to a state of charge of 10% SOC-30% SOC; Step 5, measure the open circuit voltage of the battery after shelving at high temperature, and calculate the voltage drop △V of the battery or the voltage drop K per unit time; Step 6. Calculate the average value X and standard deviation σ of the ΔV or K values of all batteries, and select the batteries within the confidence interval of [X‑2σ, X+2σ]. The screening method of the invention can improve the self-discharge rate of the battery, shorten the storage period and reduce the production cost.

Description

一种锂离子动力电池自放电一致性的评价方法A method for evaluating the self-discharge consistency of lithium-ion power batteries

技术领域technical field

本申请涉及动力电池领域,具体涉及一种锂离子动力电池自放电一致性的评价方法。The present application relates to the field of power batteries, in particular to a method for evaluating the self-discharge consistency of lithium-ion power batteries.

背景技术Background technique

动力电池作为电动汽车核心能源部件,其发展成为左右电动汽车发展的关键因素,而磷酸铁锂动力电池因其优越的安全性能、超长的循环寿命和稳定的电压平台等优异性能占据了电动汽车动力电池的主要市场。但在现有的动力电池技术水平下,电动汽车必须使用多块单体电池构成的电池组来满足使用要求,这就对磷酸铁锂动力电池的一致性提出了很高的要求。As the core energy component of electric vehicles, the development of power batteries has become a key factor in the development of electric vehicles, and lithium iron phosphate power batteries occupy the leading position in electric vehicles due to their superior safety performance, long cycle life and stable voltage platform. The main market for power batteries. However, under the current level of power battery technology, electric vehicles must use a battery pack composed of multiple single cells to meet the requirements of use, which puts forward high requirements on the consistency of lithium iron phosphate power batteries.

目前,磷酸铁锂动力电池在成组之前都需要对单体电池进行性能一致性筛选,将一致性好的电池组合成电池组使用。现有判断电池一致性的方法主要为采用静态参数(如电压、内阻、批次等)和动态参数(如自放电、充电恒流比等)相结合的方式进行配组。其中,由于磷酸铁锂材料的结构及电池制造工艺等原因,导致磷酸铁锂离子电池的自放电率较高。目前磷酸铁锂电池的自放电率筛选方法主要以单位时间内的电压差来表征,该方法需记录自放电测试前后电压和时间,用以计算单体电池的自放电率,再将自放电相近或相同的单体电池进行配组。该方法需要较多的人力、电力,不仅增加了生产成本,还延长了生产周期。并且,此方法大多采用放电态搁置对磷酸铁锂电池进行自放电筛选,但是由于电池的极化作用,电池放电后电压都存在反弹,而不同电池间电压反弹的程度和速率都不一样,导致电池放电态搁置前的电压一致性很差,而搁置后电压甚至有比搁置前电压还大,即出现电压差为负值的现象,因此这种利用放电态电压差来筛选电池一致性的方法存在一定的弊端;还有一种方法是条码管理方法,通过自动化生产线来达到电池组自放电的一致,但目前国内电池行业自动化生产线较少,整个行业仍处于半自动化向自动化转变的初级阶段,短时间内此方法很难在国内实现。At present, lithium iron phosphate power batteries need to be screened for performance consistency of single batteries before being assembled into groups, and batteries with good consistency are combined into battery packs for use. The existing method for judging the consistency of batteries is mainly to combine static parameters (such as voltage, internal resistance, batch, etc.) and dynamic parameters (such as self-discharge, charging constant current ratio, etc.) for grouping. Among them, due to the structure of the lithium iron phosphate material and the battery manufacturing process, etc., the self-discharge rate of the lithium iron phosphate battery is relatively high. At present, the self-discharge rate screening method of lithium iron phosphate battery is mainly characterized by the voltage difference per unit time. This method needs to record the voltage and time before and after the self-discharge test to calculate the self-discharge rate of the single battery, and then compare the self-discharge Or the same single battery for matching group. This method requires more manpower and electric power, which not only increases the production cost, but also prolongs the production cycle. Moreover, most of this method adopts the self-discharge screening of lithium iron phosphate batteries in the discharge state. However, due to the polarization of the battery, the voltage rebounds after the battery is discharged, and the degree and rate of voltage rebound between different batteries are different, resulting in The voltage consistency of the battery discharge state before shelving is very poor, and the voltage after shelving is even greater than the voltage before shelving, that is, the voltage difference is negative, so this method of using the discharge state voltage difference to screen the consistency of the battery There are certain disadvantages; another method is the barcode management method, which achieves the consistency of self-discharge of battery packs through automated production lines. This method is difficult to realize in China within a short period of time.

因此,有必要提供一种锂离子动力电池自放电一致性的评价方法,以进行低成本、易于操作的自放电一致性筛选。Therefore, it is necessary to provide a method for evaluating the self-discharge consistency of lithium-ion power batteries for low-cost, easy-to-operate self-discharge consistency screening.

发明内容Contents of the invention

本发明的目的在于,改变现有技术中磷酸铁锂电池利用放电态的电压差筛选自放电存在的不足,提供一种锂离子动力电池自放电一致性的评价方法。以提高电池的自放电率,有效缩短搁置周期,降低生产成本。The purpose of the present invention is to change the existing deficiency of using the voltage difference in the discharge state to screen the self-discharge of the lithium iron phosphate battery in the prior art, and to provide a method for evaluating the self-discharge consistency of the lithium-ion power battery. In order to improve the self-discharge rate of the battery, effectively shorten the shelf life and reduce production costs.

本发明的技术方案为:Technical scheme of the present invention is:

一种锂离子动力电池自放电一致性的评价方法,包括:A method for evaluating the self-discharge consistency of a lithium-ion power battery, comprising:

步骤1、在同一生产批次、同一规格型号、相同材料体系的磷酸铁锂电池中,挑选容量和内阻一致性较好的多个电池;在室温(20±2)℃下,采用恒流恒压充电制度和恒流放电制度,即将待测电池在室温下以0.02C电流放电,至生产商规定的电池最低放电电压,静置1h,然后以0.2C恒流充电,至生产商规定的电池最高充电电压时转恒压充电,至充电电流降至0.02C时停止充电,如此循环充放电多次;Step 1. Among the lithium iron phosphate batteries of the same production batch, the same specification and model, and the same material system, select multiple batteries with good consistency in capacity and internal resistance; at room temperature (20±2)°C, use constant current Constant voltage charging system and constant current discharging system, that is, discharge the battery under test at room temperature with a current of 0.02C to the minimum discharge voltage specified by the manufacturer, let it stand for 1 hour, and then charge it with a constant current of 0.2C to the minimum discharge voltage specified by the manufacturer. Switch to constant voltage charging at the highest charging voltage of the battery, and stop charging when the charging current drops to 0.02C, and cycle charging and discharging many times in this way;

步骤2、在室温(20±2)℃条件下,调整上述磷酸铁锂电池SOC(荷电状态)至空电态,即0%SOC(荷电状态);Step 2. At room temperature (20±2)°C, adjust the SOC (state of charge) of the above-mentioned lithium iron phosphate battery to an empty state, that is, 0% SOC (state of charge);

步骤3、室温(20±2)℃条件下,将上述磷酸铁锂电池搁置7天,每隔24小时用万用表测量各单体电池的开路电压,计算相邻24小时的开路电压差值△OCU_1,并对7天的开路电压差值△OCU_1进行线性回归Y=A+BX,其中Y为开路电压差值△OCU_1,X为个数,即开路电压差值△OCU_1的个数,A为斜率,B为截距;选取B>0的单体电池,此时磷酸铁锂电池电压记为OCU_t1;以此,将月自放电率大于3%的电池筛除;Step 3. At room temperature (20±2)°C, put the above-mentioned lithium iron phosphate battery on hold for 7 days, measure the open circuit voltage of each single battery with a multimeter every 24 hours, and calculate the open circuit voltage difference △OCU_1 of adjacent 24 hours , and perform linear regression Y=A+BX on the 7-day open circuit voltage difference △OCU_1, where Y is the open circuit voltage difference △OCU_1, X is the number, that is, the number of open circuit voltage difference △OCU_1, and A is the slope , B is the intercept; select a single battery with B>0, at this time, the voltage of the lithium iron phosphate battery is recorded as OCU_t1; in this way, the battery with a monthly self-discharge rate greater than 3% is screened out;

步骤4、对上述磷酸铁锂电池进行充电处理,即将电池SOC调整至10%SOC-30%SOC的荷电状态;Step 4, charging the above-mentioned lithium iron phosphate battery, that is, adjusting the SOC of the battery to a state of charge of 10% SOC-30% SOC;

步骤5、在30℃-45℃的高温下,将上述具有10%SOC-30%SOC荷电状态的磷酸铁锂电池搁置7天,测量电池高温搁置后的开路电压OCV_t2;计算电池的电压降△V=OCV_t1-OCV_t2或单位时间内的电压降K=(OCV_t1-OCV_t2)/t,其中t为单位时间,可设为天或小时;Step 5. At a high temperature of 30°C-45°C, put the lithium iron phosphate battery with a state of charge of 10%SOC-30%SOC on hold for 7 days, measure the open circuit voltage OCV_t2 of the battery after being put on hold at high temperature; calculate the voltage drop of the battery △V=OCV_t1-OCV_t2 or the voltage drop K=(OCV_t1-OCV_t2)/t per unit time, where t is the unit time, which can be set as days or hours;

步骤6、计算所有电池的△V或K值的平均值X和标准差σ,筛选出在[X-2σ,X+2σ]置信区间的电池。Step 6. Calculate the average value X and standard deviation σ of the ΔV or K values of all batteries, and screen out the batteries within the [X-2σ, X+2σ] confidence interval.

通过采用本发明,可以改变现有技术中磷酸铁锂电池利用放电态的电压差筛选自放电存在的不足,通过先利用较低荷电状态下的电压差初步筛选出自放电率大于3%磷酸铁锂电池,再在高温下搁置筛选自放电率相近的电池,采用高温搁置可以提高电池的自放电率,有效缩短搁置周期,降低生产成本,具有相当的实用意义。By adopting the present invention, it is possible to change the deficiency that the lithium iron phosphate battery uses the voltage difference in the discharge state to screen the self-discharge in the prior art, and initially screen the iron phosphate with a self-discharge rate greater than 3% by using the voltage difference in the lower state of charge. For lithium batteries, put them aside at high temperature to screen batteries with similar self-discharge rates. Using high-temperature shelving can improve the self-discharge rate of batteries, effectively shorten the shelf life, and reduce production costs, which has considerable practical significance.

具体实施方式detailed description

实验装置:MACCOR电池测试仪(美国,model 4200:5V,10A,8通道和10V,5A,8通道),万用表(美国fulke,17B),CSZ高温防爆箱(美国CSZ)、巨孚高低温防爆箱(中国台湾,ETH-1000-40-CP-AR)和数据采集器(日本横河,MX100);Experimental equipment: MACCOR battery tester (US, model 4200: 5V, 10A, 8 channels and 10V, 5A, 8 channels), multimeter (US fulke, 17B), CSZ high temperature explosion-proof box ( US CSZ ), Jufu high and low temperature explosion-proof Box (China Taiwan, ETH-1000-40-CP-AR) and data collector (Japan Yokogawa, MX100);

实验动力电池样品:1)标称电压3.2V,标称容量10Ah;2)电池的组成:正极活性材料 为LiFePO4,负极活性材料为人造石墨,电解液的主要成分为LiPF6/EC+DMC+VC+PS,以及celgard隔膜;3)尺寸:23mm(厚)x68mm(宽)x88mm(高)。Experimental power battery samples: 1) nominal voltage 3.2V, nominal capacity 10Ah; 2) composition of the battery: the positive active material is LiFePO 4 , the negative active material is artificial graphite, and the main component of the electrolyte is LiPF 6 /EC+DMC +VC+PS, and celgard diaphragm; 3) Dimensions: 23mm (thickness) x68mm (width) x88mm (height).

筛选上述电池自放电的一致性,具体步骤如下:To screen the consistency of self-discharge of the above batteries, the specific steps are as follows:

1、挑选容量(10Ah±5mAh)和内阻(<4mΩ)一致性较好的10个电池,进行实验。在室温(20±2)℃下,采用恒流恒压充电制度和恒流放电制度,即将待测电池在试验温度条件下以0.02C电流放电,至电池电压达到2.1V,静置1h,然后以0.2C恒流充电,至电池电压达3.65V时转恒压充电,至充电电流降至0.02C时停止充电,如此循环充放电10次;1. Select 10 batteries with good consistency of capacity (10Ah±5mAh) and internal resistance (<4mΩ) for experiment. At room temperature (20±2)°C, adopt the constant current and constant voltage charging system and constant current discharging system, that is, the battery to be tested is discharged at a current of 0.02C under the test temperature condition, until the battery voltage reaches 2.1V, stand for 1h, and then Charge with a constant current of 0.2C, turn to constant voltage charging when the battery voltage reaches 3.65V, stop charging when the charging current drops to 0.02C, and cycle charging and discharging 10 times in this way;

2、在室温(20±2)℃条件下,调整上述磷酸铁锂电池SOC(荷电状态)至空电态,即0%SOC(荷电状态);2. At room temperature (20±2)°C, adjust the SOC (state of charge) of the above-mentioned lithium iron phosphate battery to an empty state, that is, 0% SOC (state of charge);

3、室温(20±2)℃条件下,将上述磷酸铁锂电池搁置7天,每隔24小时用万用表测量各单体电池的开路电压,计算相邻24小时的开路电压差值△OCU_1,并对7天的开路电压差值△OCU_1进行线性回归Y=A+BX,选取B>0的单体电池(电池1、2、3、5、6、7、8),结果如表所示,此时磷酸铁锂电池电压记为OCU_t1;3. At room temperature (20±2)°C, put the above-mentioned lithium iron phosphate battery on hold for 7 days, measure the open circuit voltage of each single battery with a multimeter every 24 hours, and calculate the open circuit voltage difference △OCU_1 of adjacent 24 hours, And perform linear regression Y=A+BX on the 7-day open circuit voltage difference △OCU_1, and select single batteries with B>0 (batteries 1, 2, 3, 5, 6, 7, 8), and the results are shown in the table , at this time, the voltage of the lithium iron phosphate battery is recorded as OCU_t1;

电池编号battery number 电压差值线性回归后的B值B value after linear regression of voltage difference 11 B>0B>0 22 B>0B>0 33 B>0B>0 44 B<0B<0 55 B>0B>0 66 B>0B>0 77 B>0B>0 88 B>0B>0 99 B<0B<0 1010 B<0 B<0

4、将上述磷酸铁锂电池进行充电处理,即将电池SOC调整至10%SOC(荷电状态);4. Charge the above-mentioned lithium iron phosphate battery, that is, adjust the battery SOC to 10% SOC (state of charge);

5、30℃高温下,将上述磷酸铁锂电池(10%SOC)搁置7天,测量电池高温搁置后的开路电压OCV_t2;计算电池的电压降△V=OCV_t1-OCV_t2,如表所示;5. At a high temperature of 30°C, the above-mentioned lithium iron phosphate battery (10% SOC) was left for 7 days, and the open circuit voltage OCV_t2 of the battery after being left at high temperature was measured; the voltage drop of the battery was calculated △V=OCV_t1-OCV_t2, as shown in the table;

电池编号battery number △VΔV 11 -0.019-0.019 22 -0.01-0.01 33 -0.01-0.01 55 -0.009-0.009 66 -0.01-0.01 77 -0.007-0.007 88 -0.006 -0.006

6、计算所有电池的△V的平均值X=-0.01和标准差σ=0.004,选择在[-0.018,-0.002]置信区间的电池,即选择电池2、3、5、6、7、8,这些电池自放电率一致性较好。6. Calculate the average value of △V of all batteries X=-0.01 and standard deviation σ=0.004, select the battery within the [-0.018, -0.002] confidence interval, that is, select batteries 2, 3, 5, 6, 7, 8 , these batteries have better self-discharge rate consistency.

上述实施例为本发明较佳的实施方式,但本发明的实施方式并不受上述实施例的限制,其他的任何未背离本发明的精神实质与原理下所作的改变、修饰、替代、组合、简化,均应为等效的置换方式,都包含在本发明的保护范围之内。The above-mentioned embodiment is a preferred embodiment of the present invention, but the embodiment of the present invention is not limited by the above-mentioned embodiment, and any other changes, modifications, substitutions, combinations, Simplifications should be equivalent replacement methods, and all are included in the protection scope of the present invention.

Claims (3)

1. a kind of evaluation method of lithium-ion-power cell self discharge uniformity, including:
Step 1, same production batch, same specifications and models, identical material system ferric phosphate lithium cell in, select capacity and The preferably multiple batteries of internal resistance uniformity;At room temperature (20 ± 2) DEG C, using constant-current constant-voltage charging system and constant-current discharge system Degree, i.e., mesuring battary, to the minimum discharge voltage of battery as defined in manufacturer, is stood into 1h at room temperature with 0.02C current discharges, Then with 0.2C constant-current charges, to constant-voltage charge is turned during battery maximum charging voltage as defined in manufacturer, it is down to charging current Stop charging during 0.02C, such cycle charge-discharge is multiple;
Step 2, under the conditions of room temperature (20 ± 2) DEG C, adjust above-mentioned ferric phosphate lithium cell SOC (state-of-charge) to empty electric state, i.e., 0%SOC (state-of-charge);
Under the conditions of step 3, room temperature (20 ± 2) DEG C, above-mentioned ferric phosphate lithium cell is shelved 7 days, surveyed every 24 hours with universal meter The open-circuit voltage of each cell is measured, calculates the open-circuit voltage difference △ OCU_1 of adjacent 24 hours, and to the open-circuit voltage of 7 days Difference △ OCU_1 carry out linear regression Y=A+BX, and wherein Y is that open-circuit voltage difference △ OCU_1, X are number, i.e. open-circuit voltage Difference △ OCU_1 number, A are slope, and B is intercept;Choose B>0 cell, now ferric phosphate lithium cell voltage be designated as OCU_t1;With this, moon battery of the self-discharge rate more than 3% is screened out;
Step 4, charging process is carried out to above-mentioned ferric phosphate lithium cell, i.e., adjusted battery SOC to 10%SOC-30%SOC lotus Electricity condition;
Step 5, at a high temperature of 30 DEG C -45 DEG C, by the above-mentioned ferric phosphate lithium cell with 10%SOC-30%SOC state-of-charges Shelve 7 days, measure the open-circuit voltage OCV_t2 after battery high-temperature is shelved;Calculate the voltage drop △ V=OCV_t1-OCV_t2 of battery Or voltage drop K=(OCV_t1-OCV_t2)/t in the unit interval, wherein t are the unit time, can be set to day or hour;
The average value X and standard deviation sigma of step 6, △ V or the K values of all batteries of calculating, are filtered out in [X-2 σ, X+2 σ] confidence area Between battery.
2. the evaluation method of lithium-ion-power cell self discharge uniformity according to claim 1, it is characterised in that circulation Discharge and recharge number is 10 times.
3. the evaluation method of lithium-ion-power cell self discharge uniformity according to claim 1, it is characterised in that select Capacity and the preferably multiple batteries of internal resistance uniformity, refer to selecting capacity 10Ah ± 5mAh, and internal resistance<4m Ω 10 electricity Pond.
CN201710854834.2A 2017-09-20 2017-09-20 A kind of evaluation method of lithium-ion-power cell self discharge uniformity Pending CN107607881A (en)

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CN108287318A (en) * 2018-01-30 2018-07-17 上海华普汽车有限公司 A kind of detection method and detecting system based on power cell of vehicle packet
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CN110639844A (en) * 2019-08-26 2020-01-03 上海空间电源研究所 Lithium ion storage battery consistency screening method for space aircraft
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CN111215355A (en) * 2019-11-22 2020-06-02 昆山聚创新能源科技有限公司 Method for screening lithium batteries for discharge
CN111679219A (en) * 2020-06-10 2020-09-18 江苏开沃汽车有限公司 Self-discharge screening method for lithium ion power battery
CN111781510A (en) * 2020-06-09 2020-10-16 合肥国轩高科动力能源有限公司 A method for screening abnormal self-discharge batteries
CN112354897A (en) * 2020-07-22 2021-02-12 万向一二三股份公司 Screening method for cell consistency in practical application process of lithium ion battery
CN112666478A (en) * 2019-11-20 2021-04-16 华中科技大学 Method for monitoring health state of power battery by gradient utilization
CN112871759A (en) * 2021-01-12 2021-06-01 苏州领湃新能源科技有限公司 Lithium battery voltage drop evaluation method and system
CN112986839A (en) * 2021-02-25 2021-06-18 北京理工大学 Confidence interval-based fault diagnosis method and system for lithium ion power battery pack
CN113064094A (en) * 2021-03-22 2021-07-02 中国人民解放军国防科技大学 Method and system for screening single batteries of cell type spacecraft lithium battery
CN113075564A (en) * 2021-03-24 2021-07-06 骆驼集团新能源电池有限公司 Screening method for self-discharge of lithium iron phosphate battery
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CN108459273A (en) * 2018-02-28 2018-08-28 河南国能电池有限公司 Battery core manufacture test method and device
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CN108896921A (en) * 2018-06-19 2018-11-27 合肥国轩高科动力能源有限公司 Method for screening consistency of lithium ion batteries
CN109212429A (en) * 2018-08-14 2019-01-15 国网冀北电力有限公司秦皇岛供电公司 The method that multi-parameter weighting determines accumulator property
CN109212429B (en) * 2018-08-14 2021-02-09 国网冀北电力有限公司秦皇岛供电公司 Method for judging performance of storage battery through multi-parameter weighting
CN109301362B (en) * 2018-08-22 2020-09-11 合肥国轩高科动力能源有限公司 Grading screening method for lithium batteries
CN109301362A (en) * 2018-08-22 2019-02-01 合肥国轩高科动力能源有限公司 Grading screening method for lithium batteries
CN109494412A (en) * 2018-10-31 2019-03-19 合肥国轩高科动力能源有限公司 LFP lithium ion battery cell capacity grading screening method
CN109459703A (en) * 2018-12-25 2019-03-12 山东精工电子科技有限公司 A kind of self discharge of lithium iron phosphate battery conformity classification method
CN109821775A (en) * 2019-01-09 2019-05-31 中兴高能技术有限责任公司 A kind of method, terminal and storage medium screening battery
CN110501649A (en) * 2019-07-26 2019-11-26 苏州安靠电源有限公司 A kind of lithium battery Conformance Assessment test method
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CN110639844A (en) * 2019-08-26 2020-01-03 上海空间电源研究所 Lithium ion storage battery consistency screening method for space aircraft
CN110639844B (en) * 2019-08-26 2022-02-01 上海空间电源研究所 Lithium ion storage battery consistency screening method for space aircraft
CN110632529A (en) * 2019-10-08 2019-12-31 湖南华兴新能源科技有限公司 Lithium battery self-discharge testing process
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CN110729798B (en) * 2019-11-18 2021-01-29 溧阳中科海钠科技有限责任公司 Control method and control system for voltage consistency of sodium ion battery pack
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CN113540581B (en) * 2020-04-21 2022-11-18 北京新能源汽车股份有限公司 Method and system for determining consistency of lithium ion cells
CN111781510A (en) * 2020-06-09 2020-10-16 合肥国轩高科动力能源有限公司 A method for screening abnormal self-discharge batteries
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CN112354897B (en) * 2020-07-22 2022-04-12 万向一二三股份公司 Screening method for cell consistency in practical application process of lithium ion battery
CN112354897A (en) * 2020-07-22 2021-02-12 万向一二三股份公司 Screening method for cell consistency in practical application process of lithium ion battery
CN112871759A (en) * 2021-01-12 2021-06-01 苏州领湃新能源科技有限公司 Lithium battery voltage drop evaluation method and system
CN112986839A (en) * 2021-02-25 2021-06-18 北京理工大学 Confidence interval-based fault diagnosis method and system for lithium ion power battery pack
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Application publication date: 20180119