Secondary battery management system
A method of managing a battery system, the method including receiving at least one measured characteristic of the at least one battery cell from the at least one sensor, estimating at least one state of the at least one battery cell at a first time by applying an electrochemical-based battery model, estimating at least one physical parameter of the at least one battery cell based on the at least one measured characteristic and the estimation of the at least one state, estimating the at least one state at a second time, subsequent to the first time, by applying the electrochemical-based battery model based on the estimated at least one parameter, and regulating at least one of charging or discharging of the at least one battery cell based on the estimation of the at least one state.
1. A method of managing a battery system, the battery system including at least one battery cell, at least one sensor configured to measure at least one characteristic of the battery cell, and a battery management system including a microprocessor and a memory, the method comprising
receiving, by the battery management system, at least one measured characteristic of the at least one battery cell from the at least one sensor;
estimating, by the battery management system, at least one state of the at least one battery cell at a first time by applying an electrochemical-based battery model that accounts for physical parameters of a chemical composition of the at least one battery cell;
estimating, by the battery management system, at least one physical parameter of the at least one battery cell based on the at least one measured characteristic and the estimation of the at least one state;
estimating, by the battery management system, the at least one state of the at least one battery cell at a second time, subsequent to the first time, by applying the electrochemical-based battery model based on the estimated at least one parameter; and
regulating by the battery management system, at least one of charging or discharging of the at least one battery cell based on the estimation of the at least one state of the at least one battery cell.
2. The method of claim 1 , wherein receiving the at least one measured characteristic of the at least one battery cell from the at least one sensor includes receiving at least one of a current measurement or a voltage measurement of the at least one battery cell.
3. The method of claim 1 , wherein the at least one state of the at least one battery cell includes at least one of a state-of-charge or a state-of-health of the at least one battery cell.
4. The method of claim 1 , wherein estimating the at least one physical parameter of the at least one battery cell based on the at least one measured characteristic and the estimation of the at least one state includes
determining, by the battery management system, a linearized representation of the electrochemical-based battery model based on the estimated at least one state of the at least one battery cell at the first time,
converting the linearized representation of the electrochemical-based battery model into a scalar representation of the electrochemical-based battery model,
determining, by the battery management system, a scalar representation of the at least one physical parameter based on the scalar representation of the electrochemical-based battery model, and
determining, by the battery management system, the estimated at least one parameter based on the scalar representation of the at least one physical parameter.
5. The method of claim 4 , wherein determining the estimated at least one parameter based on the scalar representation of the at least one physical parameter includes applying a linear recursive least square filter to the scalar representation of the electrochemical-based battery model to determine the scalar representation of the at least one physical parameter.
6. The method of claim 5 , wherein determining the estimated at least one parameter based on the scalar representation of the at least one physical parameter further includes maintaining a constant cost of estimation and preventing unbounded estimation gains by applying a time varying forgetting factor to the scalar representation of the electrochemical-based battery model.
7. A battery management system comprising a processor and a memory storing instructions that, when executed by the processor, cause the battery management system to:
receive at least one measured characteristic of the at least one battery cell from the at least one sensor, the at least one measured characteristics including a characteristic selected from a group consisting of a current measurement of the at least one battery cell and a voltage measurement of the at least one battery cell;
estimate at least one state of the at least one battery cell at a first time by applying a electrochemical-based battery model that account for physical parameters of a chemical composition of the at least one battery cell;
estimate at least one physical parameter of the at least one battery cell based on the at least one measured characteristic and the estimation of the at least one state;
estimate the at least one state of the at least one battery cell at a second time, subsequent to the first time, by applying the electrochemical-based battery model based on the estimated at least one parameter; and
regulate at least one of charging or discharging of the at least one battery cell based on the estimation of the at least one state of the at least one battery cell.
8. The battery management system of claim 7 , wherein the instructions, when executed by the processor, cause the battery management system to estimate the at least one state of the at least one battery cell by estimating a state-of-charge and a state-of-health of the at least one battery cell.
9. The battery management system of claim 7 , wherein the instructions, when executed by the processor, cause the battery management system to estimate the at least one physical parameter of the at least one battery cell based on the at least one measured characteristic and the estimation of the at least one state by
determining a linearized representation of the electrochemical-based battery model based on the estimated at least one state of the at least one battery cell at the first time,
converting the linearized representation of the electrochemical-based battery model into a scalar representation of the electrochemical-based battery model,
determining a scalar representation of the at least one physical parameter based on the scalar representation of the electrochemical-based battery model, and
determining the estimated at least one parameter based on the scalar representation of the at least one physical parameter.
10. The battery management system of claim 9 , wherein the instructions, when executed by the processor, cause the battery management system to determine the estimated at least one parameter based on the scalar representation of the at least one physical parameter by applying a linear recursive least square filter to the scalar representation of the electrochemical-based battery model to determine the scalar representation of the at least one physical parameter.
11. The battery management system of claim 10 , wherein the instructions, when executed by the processor, cause the battery management system to determine the estimated at least one parameter based on the scalar representation of the at least one physical parameter further by maintaining a constant cost of estimation and preventing unbounded estimation gains by applying a time varying forgetting factor to the scalar representation of the electrochemical-based battery model.