Real-time battery fault detection and state-of-health monitoring
Battery management systems and methods can provide real-time automated monitoring of various aspects of battery health and operation. Some battery management systems can use an equivalent cell circuit model to predict a range for the expected behavior of a battery cell under actual operating conditions in real-time. The prediction can be compared to the actual behavior of the cell to determine whether an anomaly exists. Some battery management systems can maintain an estimate of battery state-of-health parameters such as charge capacity and internal resistance and can update these estimates in real time while the battery is being discharged and/or charged. Anomalous variations in a monitored parameter can trigger a real-time fault notification.
1. A method for monitoring charge capacity of a battery cell, the method comprising:
while the battery cell is in an idle state, determining an initial state of charge of the battery cell, wherein determining the initial state of charge includes:
measuring an initial cell potential and an initial cell temperature of the battery cell while the battery cell is in the idle state; and
computing a state of charge for the battery cell based on an equivalent cell circuit model using the initial cell potential and the initial cell temperature; thereafter
monitoring a total amount of charge transferred from or to the battery cell while the battery cell is an active state;
after the battery cell returns to the idle state, determining a final state of charge of the battery cell;
computing an unfiltered charge capacity value using the initial state of charge, the final state of charge, and the total amount of charge transferred; and
updating a charge capacity estimate using the unfiltered charge capacity value.
2. The method of claim 1 further comprising:
computing a magnitude of change in the charge capacity estimate relative to a previous estimate; and
generating a cell capacity fault notification in the event that the magnitude of change in the charge capacity exceeds a threshold value.
3. The method of claim 1 wherein determining the final state of charge includes:
measuring a final cell potential and a final cell temperature of the battery cell when the battery cell returns to the idle state; and
computing a state of charge for the battery cell based on the equivalent cell circuit model using the final cell potential and the final cell temperature.
4. The method of claim 1 wherein monitoring the total amount of charge transferred while the battery cell is in the active state includes:
measuring a current through the battery cell at regular time intervals; and
adding a product of the measured current and a time step defined by the regular time intervals to a running total of charge transferred.
5. The method of claim 1 wherein the active state is a discharging state in which charge is transferred from the battery cell to a load.
6. The method of claim 1 wherein updating the charge capacity estimate includes:
applying an infinite impulse response filter to the unfiltered charge capacity value and a previously stored charge capacity estimate.
7. A battery monitoring system comprising:
a battery interface to receive sensor data from a battery sensor of a battery cell;
a control system interface to provide output data to a control system;
a memory; and
a processor coupled to the memory, the battery interface, and the control system, the processor configured to:
determine, while the battery cell is in an idle state, an initial state of charge of the battery cell, wherein determining the initial state of charge includes:
measuring an initial cell potential and an initial cell temperature of the battery cell while the battery cell is in the idle state; and
computing a state of charge for the battery cell based on an equivalent cell circuit model using the initial cell potential and the initial cell temperature; thereafter
monitor a total amount of charge transferred from or to the battery cell while the battery cell is an active state;
determine, after the battery cell returns to the idle state, a final state of charge of the battery cell;
compute an unfiltered charge capacity value using the initial state of charge, the final state of charge, and the total amount of charge transferred; and
update a charge capacity estimate stored in the memory using the unfiltered charge capacity value.
8. The battery monitoring system of claim 7 wherein the processor is further configured to:
compute a magnitude of change in the charge capacity estimate relative to a previous estimate; and
generate a cell capacity fault notification in the event that the magnitude of change in the charge capacity exceeds a threshold value.
9. The battery monitoring system of claim 7 wherein the processor is further configured such that determining the final state of charge includes:
measuring a final cell potential and a final cell temperature of the battery cell when the battery cell returns to the idle state; and
computing a state of charge for the battery cell based on the equivalent cell circuit model using the final cell potential and the final cell temperature.
10. The battery monitoring system of claim 7 wherein the processor is further configured such that wherein monitoring the total amount of charge transferred while the battery cell is in the active state includes:
measuring a current through the battery cell at regular time intervals; and
adding a product of the measured current and a time step defined by the regular time intervals to a running total of charge transferred.
11. The battery monitoring system of claim 7 wherein the active state is a charging state in which charge is transferred from an external power source to the battery cell.
12. The battery monitoring system of claim 7 wherein the processor is further configured such that updating the charge capacity estimate includes:
applying an infinite impulse response filter to the unfiltered charge capacity value and a previously stored charge capacity estimate.
13. A computer-readable storage medium having stored therein program instructions that, when executed by a processor in a battery monitoring system coupled to a battery cell, cause the processor to execute a method comprising:
while the battery cell is in an idle state, determining an initial state of charge of the battery cell, wherein determining the initial state of charge includes:
measuring an initial cell potential and an initial cell temperature of the battery cell while the battery cell is in the idle state; and
computing a state of charge for the battery cell based on an equivalent cell circuit model using the initial cell potential and the initial cell temperature; thereafter
monitoring a total amount of charge transferred from or to the battery cell while the battery cell is an active state;
after the battery cell returns to the idle state, determining a final state of charge of the battery cell;
computing an unfiltered charge capacity value using the initial state of charge, the final state of charge, and the total amount of charge transferred; and
updating a charge capacity estimate using the unfiltered charge capacity value.
14. The computer-readable storage medium of claim 13 wherein the method further comprises:
computing a magnitude of change in the charge capacity estimate relative to a previous estimate; and
generating a cell capacity fault notification in the event that the magnitude of change in the charge capacity exceeds a threshold value.
15. The computer-readable storage medium of claim 13 wherein determining the final state of charge includes:
measuring a final cell potential and a final cell temperature of the battery cell when the battery cell returns to the idle state; and
computing a state of charge for the battery cell based on the equivalent cell circuit model using the final cell potential and the final cell temperature.
16. The computer-readable storage medium of claim 13 wherein monitoring the total amount of charge transferred while the battery cell is in the active state includes:
measuring a current through the battery cell at regular time intervals; and
adding a product of the measured current and a time step defined by the regular time intervals to a running total of charge transferred.
17. The computer-readable storage medium of claim 13 wherein updating the charge capacity estimate includes:
applying an infinite impulse response filter to the unfiltered charge capacity value and a previously stored charge capacity estimate.