Battery module lithium plating reduction
A battery system includes a lithium ion battery that couples to an electrical system. The battery system also includes a battery management system that electrically couples to the lithium ion battery and controls one or more recharge parameters of the lithium ion battery. Additionally, the battery management system monitors one or more parameters of the lithium ion battery. Further, the battery management system controls the recharge parameters of the lithium ion battery based on at least one lithium plating model and the monitored parameters. Furthermore, the at least one lithium plating model indicates a relationship between the one or more parameters of the lithium ion battery and a likelihood of lithium plating occurring in the lithium ion battery.
1. A method to control a charging operation of a lithium ion battery, comprising:
measuring, via a processor, one or more parameters of the lithium ion battery during the charging operation;
determining, via the processor, a likelihood of lithium plating at an anode based on a plurality of lithium plating models relating to the likelihood of lithium plating at an anode of the lithium ion battery, and wherein the plurality of lithium plating models comprises a physical model and an empirical model related to lithium plating at the anode of the lithium ion battery; and
controlling, via the processor, the charging operation of the lithium ion battery based on the likelihood of lithium plating at the anode, wherein controlling the charging operation of the lithium battery comprises:
identifying, via the processor, a temperature associated with the lithium ion battery based on the one or more parameters;
determining, via the processor, which of the physical model, the empirical model, or both to use as a trigger to control the charging operation of the lithium ion battery based on the temperature in view of the one or more parameters; and
controlling, via the processor, the charging operation of the lithium ion battery based on the trigger, the plurality of lithium plating models, and the one or more parameters, wherein controlling the charging operation comprises modifying an output current applied to the lithium ion battery.
2. The method of claim 1 , comprising:
observing cell voltage, current, and a temperature of the lithium ion battery during the charging operation; and
generating at least one model of the plurality of models based on one or more effects of the cell voltage, the current, and the temperature during the charging operation on the lithium plating at the anode.
3. The method of claim 2 , wherein the physical model relates observed physical characteristics of the lithium ion battery to the likelihood of lithium plating, and wherein the empirical model relates the cell voltage, the current, and the temperature observed over time to the likelihood of lithium plating.
4. The method of claim 1 , wherein at least one model of the plurality of models comprises a reduced order electrochemical model of the lithium ion battery configured to reduce computational complexity of an electrochemical model of the lithium ion battery.
5. The method of claim 1 , wherein at least one model of the plurality of models is represented as a look-up table.
6. The method of claim 1 , further comprising estimating a voltage between a separator and an anode of the battery.