State of charge dependent plating estimation and prevention
A battery system includes a lithium ion battery configured to couple to an electrical system, and a battery management system configured to electrically couple to the lithium ion battery and to control one or more recharge parameters of the lithium ion battery. The battery management system is programmed with an electrochemical model, and the battery management system is configured to monitor parameters of the lithium ion battery, and to control the one or more recharge parameters of the lithium ion battery based on the electrochemical model and the one or more monitored parameters. The electrochemical model determines lithium plating reaction kinetics at an anode of the lithium ion battery, determines a quantity of plated lithium at the anode of the lithium ion battery, or both, and indicates a relationship between the one or more monitored parameters and the lithium plating reaction kinetics, the quantity of plated lithium, or both.
1. A battery system, comprising:
a lithium ion battery configured to couple to an electrical system; and
a battery management system electrically coupled to the lithium ion battery and configured to control one or more recharge parameters of the lithium ion battery, the battery management system being programmed with an electrochemical model, the battery management system being configured to monitor one or more monitored parameters of the lithium ion battery, and to control the one or more recharge parameters of the lithium ion battery based on the electrochemical model and the one or more monitored parameters,
wherein the electrochemical model determines lithium plating reaction kinetics at an anode of the lithium ion battery and being a source of a current limit map, the current limit map describing plating current limits for a prevention of a reaction for lithium plating which forms plated lithium at the anode.
2. The battery system of claim 1 , wherein the battery management system is configured to control a charging current provided to the lithium ion battery as a function of outputs generated by the electrochemical model relating to the lithium plating at the anode.
3. The battery system of claim 2 , wherein the battery management system is configured to control a pulse duration and a current level of the charging current as a function of at least one of a state of charge of the lithium ion battery and a temperature of the lithium ion battery according to the plating current limits generated by the electrochemical model.
4. The battery system of claim 1 , wherein the electrochemical model comprises equations describing the lithium plating reaction kinetics and quantifying the plated lithium as a function of the lithium plating reaction kinetics.
5. The battery system of claim 1 , wherein the electrochemical model comprises a first equation that describes Butler-Volmer kinetics of a reaction at the anode.
6. The battery system of claim 5 , wherein the electrochemical model comprises a second equation that calculates the plated lithium as a result of the reaction occurring at the anode and side reactions involving the plated lithium at the anode.
7. The battery system of claim 6 , wherein the battery management system is configured to use the electrochemical model to evaluate a battery degradation due to the side reactions involving plated lithium at the anode.
8. The battery system of claim 1 , wherein the battery management system is configured to dynamically adjust a plating current limit for pulsed current charging operations of the lithium ion battery to prevent the lithium plating at the anode according to the current limit map generated by the electrochemical model.
9. The battery system of claim 8 , wherein the current limit map describes the plating current limit as a function of a temperature and a state of charge of the lithium ion battery for a variety of charging current pulse durations.
10. The battery system of claim 1 , wherein the lithium ion battery has a plurality of battery cells, at least one battery cell of the plurality of battery cells having a carbon-based anode active material.
11. A method to control a charging operation of a lithium ion battery, comprising:
measuring one or more parameters of the lithium ion battery during the charging operation;
determining lithium plating reaction kinetics at an anode of the lithium ion battery using an electrochemical model, determining a quantity of plated lithium at the anode of the lithium ion battery, or a combination thereof;
indicating a relationship, with a current limit map, between the one or more measured parameters and the lithium plating reaction kinetics, the quantity of the plated lithium, or the combination thereof using the electrochemical model, the current limit map being an illustration of a plating current limit as a function of a temperature and a state of charge of the lithium ion battery; and
controlling the charging operation of the lithium ion battery based on the indicated relationship.
12. The method of claim 11 , further comprising:
varying a state of charge of the lithium ion battery and performing electrochemical tests to determine overpotentials of cathode and an anode of the lithium ion battery and a plating current associated with lithium plating at the anode;
calibrating the electrochemical model using results from the electrochemical tests to model a negative overpotential and a modeled plating current limit as a function of a state of charge of the lithium ion battery; and
generating the current limit map to prevent lithium plating using the modeled plating current limit, wherein the current limit map describes plating current limit as a function of the temperature and the state of charge of the lithium ion battery for a variety of charging current pulse durations.
13. The method of claim 12 , wherein the indicated relationship is the current limit to be used for pulse charging of the lithium ion battery, the current limit being based on a correlation between a monitored state of charge, a monitored temperature, and a duration of charging current pulses defined by the current limit map.
14. The method of claim 11 , wherein the electrochemical model comprises equations describing the lithium plating reaction kinetics and quantifying the plated lithium as a function of the lithium plating reaction kinetics.
15. A lithium ion battery comprising:
a housing;
a plurality of lithium ion battery cells disposed in the housing;
one or more sensors disposed in the housing and configured to monitor one or more parameters of the plurality of lithium ion battery cells; and
a battery management system communicatively coupled to the one or more sensors and disposed in the housing and configured to control a charging operation of the lithium ion battery, the battery management system being programmed with an electrochemical model comprising equations describing lithium plating reaction kinetics and quantifying plated lithium as a function of the lithium plating reaction kinetics, the battery management system being configured for application of a current limit map, generated by the electrochemical model, to dynamically control the charging operation based on the one or more monitored parameters and modeled charging parameters generated by the electrochemical model to prevent lithium plating at an anode of the plurality of lithium ion battery cells.
16. The lithium ion battery of claim 15 , wherein the electrochemical model comprises equations describing the lithium plating reaction kinetics and quantifying plated lithium as a function of the lithium plating reaction kinetics.
17. The lithium ion battery of claim 15 , wherein the electrochemical model comprises a first equation that describes Butler-Volmer kinetics of a lithium plating reaction at the anode.
18. The lithium ion battery of claim 17 , wherein the electrochemical model comprises an equation that calculates plated lithium as a result of the plating reaction occurring at the anode and side reactions involving plated lithium at the anode.
19. The lithium ion battery of claim 15 , wherein the battery management system is configured to dynamically adjust a plating current limit for pulsed current charging operations of the lithium ion battery to prevent the lithium plating at the anode according to the current limit map generated by the electrochemical model.
20. The battery system of claim 1 , wherein the electrochemical model determines the lithium plating reaction kinetics, determines a quantity of the plated lithium at the anode of the lithium ion battery, or a combination thereof, and indicates a relationship between the one or more monitored parameters and the lithium plating reaction kinetics, and the quantity of the plated lithium, or the combination thereof.