Lithium ion battery SOC estimation method and device
A lithium-ion battery and current technology, applied in the direction of measuring devices, measuring electricity, measuring electrical variables, etc., can solve the problems of increasing estimation error, difficult to guarantee accuracy, and inaccurate estimation, so as to reduce the influence of SOC error and avoid SOC Estimation error, effect of improving SOC estimation accuracy
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Embodiment 1
[0042] Such as figure 1 As shown, this embodiment provides a method for estimating the SOC of a lithium-ion battery, which can be applied to terminal devices such as battery management systems for electric vehicles. The SOC estimation method of the lithium-ion battery provided in this embodiment includes:
[0043] S101. Obtain in real time the ohmic resistance, polarization internal resistance, polarization capacitance, and open circuit voltage of the lithium-ion battery according to a first preset algorithm.
[0044] In a specific application, the charging and discharging current and terminal voltage of the lithium-ion battery are obtained in real time, and the charging and discharging current and terminal voltage of the lithium-ion battery are calculated through the first preset algorithm to obtain the ohmic resistance, polarization resistance, polarized capacitance and open circuit voltage. Wherein, the first preset algorithm is a parameter identification algorithm based ...
Embodiment 2
[0051] Such as figure 2 As shown, this embodiment is a further description of the method steps in the first embodiment. In this embodiment, step S101 includes:
[0052] S1011. Read the terminal voltage of the lithium ion battery.
[0053] S1012, establishing a first-order equivalent circuit model of the lithium-ion battery.
[0054] In a specific application, the first-order equivalent circuit model of any single battery in a lithium-ion battery pack is as follows: image 3 shown. Among them, E is the terminal voltage, V OCV is the open circuit voltage, R 0 is the ohmic internal resistance, R 1 C 1 Used to describe the polarization characteristics of the battery during charging and discharging, the polarization resistance R 1 The voltage across the V 1 , I is the charging and discharging current. R 0 , R 1 , C 1 is the parameter to be identified. According to the circuit principle, let τ=R 1 C 1 , then the electrical characteristics of the lithium-ion battery...
Embodiment 3
[0080] Such as Figure 4 As shown, this embodiment is a further description of the method steps in the first embodiment. In this embodiment, step S102 includes:
[0081] S1021. Analyzing the historical charging and discharging data of the lithium-ion battery that has reached the service life. The data comes from the laboratory charge and discharge test. During the test process, the battery is fully charged with constant current and constant voltage, and the battery is left to stand for more than 1 hour, then discharged at a constant current to the cut-off voltage of the battery, and then left to stand for more than 1 hour, and the above process is repeated to record the experimental current. , voltage and discharge capacity.
[0082] According to the charging data under different cycle life, the charging time t from the voltage threshold V1 to the voltage threshold V2 under different cycle life is extracted as the input of the least squares support vector machine, and the ma...
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