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Battery system SOC consistency evaluation method and internal resistance consistency evaluation method

A battery system and consistent technology, applied in the direction of measuring electricity, measuring electrical variables, measuring devices, etc., can solve the problems of relying on historical data, unable to deal with battery differences, and complicated training methods, so as to simplify calculation methods and improve accuracy , the effect of improving the accuracy

Active Publication Date: 2021-08-13
HEFEI GUOXUAN HIGH TECH POWER ENERGY
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  • Application Information

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Problems solved by technology

By learning the influence of charging and discharging process on SOC, it can complete high-accuracy SOC evaluation under unfavorable conditions such as variable sampling frequency and position load profile. However, its training method is relatively complicated and relies too much on historical data to deal with battery Cases with large differences

Method used

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  • Battery system SOC consistency evaluation method and internal resistance consistency evaluation method
  • Battery system SOC consistency evaluation method and internal resistance consistency evaluation method
  • Battery system SOC consistency evaluation method and internal resistance consistency evaluation method

Examples

Experimental program
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Embodiment 1

[0061] Such as figure 1 As shown, this embodiment provides a battery system SOC consistency evaluation method, including

[0062] Step A: Obtain the monitoring data of the battery operation process, clean the process monitoring data, and slice the charging status in the cleaned data;

[0063] The monitoring data includes time, total voltage, total electricity, current, cell voltage, cell temperature, and mileage, and the collection interval does not exceed 30 seconds;

[0064] The cleaning data is to eliminate erroneous data, including data containing collection errors and missing values, so as to provide an effective data set for the model;

[0065] Slicing is performed on the clean data obtained after cleaning, and the data of the charging state is selected for SOC consistency evaluation. In this embodiment, the charging data in the range of SOC≥40% is selected for SOC consistency evaluation.

[0066] Step B: Calculate the absolute deviation degree and relative deviation d...

Embodiment 2

[0082] refer to Figure 7 , this embodiment provides a battery system internal resistance consistency evaluation method. The difference between this embodiment and Embodiment 1 is that in step A, the data slice of the discharge state is used for calculation. In addition, the value of the deviation base in the sigmoid function is 2.5, Slice in the range of SOC ≥ 20% to obtain the data required for calculation.

[0083] Taking the electric vehicle B in normal use as an example to evaluate the consistency of internal resistance, the voltage data of a discharge process of electric vehicle B after cleaning and slicing are obtained as follows: Figure 8 As shown, through the calculation of the absolute deviation degree and relative deviation degree, the relative deviation degree of the voltage of each battery cell of electric vehicle B during this discharge process is obtained, from which it can be concluded that the voltage of the battery cell of No. 53 The abnormality is obviousl...

Embodiment 3

[0085] refer to Figure 10 , this embodiment provides a battery system consistency evaluation method, including

[0086] S1: Obtain the monitoring data of the battery operation process;

[0087] S2: Clean the process monitoring data;

[0088] S3: Slice the monitored data after cleaning according to the charging, discharging, and shelving states, and record the same state in consecutive time periods as a stage slice;

[0089] S4: Select the charge stage slice and the discharge stage slice to calculate the absolute deviation degree and relative deviation degree of each monomer in this stage slice respectively;

[0090] S5: Use the sigmoid function to convert the relative deviation degree of the slice in the charging stage into the abnormal rate of SOC consistency; convert the relative deviation degree of the slice in the discharging stage into the difference rate of the internal resistance consistency.

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Abstract

The invention provides a battery system SOC consistency evaluation method. The method comprises the steps of A acquiring monitoring data of a battery operation process, cleaning the monitoring data of the process, and slicing a charging state in the cleaned data; B calculating the absolute deviation degree and the relative deviation degree of the voltage; and C converting the relative deviation degree into an abnormal rate of SOC consistency by using a sigmoid function. The invention further provides a method for evaluating the internal resistance consistency through the discharge data. The invention has the advantages that the calculation mode is greatly simplified, clean sample data are obtained through early-stage data cleaning, the accuracy of later-stage calculation is improved, the charging and discharging processes of the battery are accurately divided through slicing, corresponding data are obtained for SOC consistency evaluation, a reference is provided for fault early warning of the battery, and the health state of the battery system and the change condition along with time can be better known.

Description

technical field [0001] The invention relates to the technical field of lithium battery consistency analysis, in particular to a battery system SOC consistency evaluation method and an internal resistance consistency evaluation method. Background technique [0002] The vigorous development of new energy vehicles has driven the in-depth development of the lithium battery industry. The advantages of lithium batteries such as high energy density and long cycle life have made the proportion of batteries continue to increase. However, the control of battery consistency in the battery pack has become a technical problem that needs to be solved urgently in the industry. [0003] Lithium battery management system is generally used in the industry to control the consistency of batteries in the battery pack to avoid overcharging and overdischarging that may be caused by inconsistent batteries during use, thereby protecting the lithium battery pack and prolonging the service life of the...

Claims

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Application Information

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IPC IPC(8): G01R31/3842G01R31/389G01R31/392G01R31/396
CPCG01R31/3842G01R31/389G01R31/392G01R31/396
Inventor 赵长军厉运杰周祥杨思文
Owner HEFEI GUOXUAN HIGH TECH POWER ENERGY