MODELING CHANGES IN THE STATE-OF-CHARGE OPEN CIRCUIT VOLTAGE CURVE BY USING REGRESSED PARAMETERS IN A REDUCED ORDER PHYSICS BASED MODEL

Patent №

US 9,130,248

Granted

2015-09-08

Filed 2012

Owner

GM GLOBAL TECHNOLOGY OPERATIONS LLC

Lab

AI components

1

evo

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

13481290

A method for modeling changes in the state of charge vs. open circuit voltage (SOC-OCV) curve for a lithium-ion battery cell as it ages. During battery pack charging, voltage and current data are gathered for a battery cell. A set of state equations are used to determine the stoichiometry and state of charge of the cathode half-cell based on the charging current profile over time. The voltage and current data, along with the stoichiometry and state of charge of the cathode half-cell, are then used to estimate maximum and minimum solid concentration values at the anode, using an error function parameter regression/optimization. With stoichiometric conditions at both the cathode and anode calculated, the cell's capacity and a new SOC-OCV curve can be determined.

Evolutionary computationH01M 10/482B60L 58/12B60L 58/16B60L 58/21G01R 31/374B60L 2240/547B60L 2240/549G01R 31/367+4 more

AI classification

Evolutionary computation0.74
Machine learning0.02
Planning0.01
AI hardware0.01
Speech0.00
Natural language0.00
Vision0.00
Knowledge representation0.00

Ownership

GM GLOBAL TECHNOLOGY OPERATIONS LLC

assignment · 284100322

From the same owner

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