Lithium plating detection and mitigation in electric vehicle batteries
A vehicle includes a traction battery and a controller. The controller is programmed to, in response to dynamic resistance and capacity of the traction battery for a drive cycle differing from dynamic resistance and capacity of the traction battery for a previous drive cycle by threshold percentages, controlling the traction battery to reduce lithium plating.
1. A vehicle comprising:
a traction battery; and
a controller programmed to:
store voltage data and current data of the traction battery during a drive cycle,
in response to the drive cycle ending, calculate a first dynamic resistance of the drive cycle based on the voltage and current data,
compare the first dynamic resistance to a second dynamic resistance of the traction battery from a previous drive cycle,
in response to the first resistance exceeding the second resistance by a first threshold percentage, calculate a first capacity of the traction battery for the drive cycle based on the current data,
in response to the first capacity being less than a second capacity of the traction battery from the previous drive cycle by a second threshold percentage, run a probe cycle of the battery to detect lithium plating of the traction battery, and
in response to the probe cycle detecting the lithium plating, control the traction battery to reduce the lithium plating.
2. The vehicle of claim 1 , wherein the probe cycle includes:
discharging the traction battery,
calculating a third capacity of the traction battery during the discharge,
comparing the third capacity to a calibration capacity, and
flagging the lithium plating in response to the third capacity being less than the calibration capacity by a third threshold percentage.
3. The vehicle of claim 2 , wherein the discharging is at a constant rate.
4. The vehicle of claim 1 , wherein the probe cycle is performed during key-off.
5. The vehicle of claim 1 , wherein the first threshold percentage is between 10 and 50 percent, inclusive.
6. The vehicle of claim 5 , wherein the second threshold percentage is between 2 and 5 percent, inclusive.
7. The vehicle of claim 1 , wherein the first dynamic resistance is calculated using linear regression of the voltage and current data.
8. The vehicle of claim 7 , wherein the first capacity is based on an integration of the current data.
9. The vehicle of claim 1 , wherein the control the traction battery to reduce the lithium plating includes reducing a charge rate of the traction battery.
10. A method of detecting and mitigating lithium plating in a vehicle traction battery, the method comprising:
storing voltage data and current data of the traction battery during a drive cycle;
in response to the drive cycle ending, calculating a first dynamic resistance of the drive cycle based on the voltage and current data;
comparing the first dynamic resistance to a second dynamic resistance of the traction battery from a previous drive cycle;
in response to the first resistance exceeding the second resistance by a first threshold percentage, calculating a first capacity of the traction battery for the drive cycle based on the current data;
in response to the first capacity being less than a second capacity of the traction battery from the previous drive cycle by a second threshold percentage, running a probe cycle of the traction battery to detect lithium plating of the traction battery; and
in response to the probe cycle detecting the lithium plating, controlling the traction battery to reduce the lithium plating.
11. The method of claim 10 wherein the probe cycle includes:
discharging the traction battery,
calculating a third capacity of the traction battery during the discharge,
comparing the third capacity to a calibration capacity, and
flagging the lithium plating in response to the third capacity being less than the calibration capacity by a third threshold percentage.
12. The method of claim 11 , wherein the discharging is at a constant rate.
13. The method of claim 10 , wherein the probe cycle is performed during key-off.
14. The method of claim 10 , wherein the first threshold percentage is between 10 and 50 percent, inclusive.
15. The method of claim 14 , wherein the second threshold percentage is between 2 and 5 percent, inclusive.
16. The method of claim 10 , wherein the first dynamic resistance is calculated using linear regression of the voltage and current data.
17. The method of claim 16 , wherein the first capacity is based on an integration of the current data.
18. The method of claim 10 , wherein the controlling the traction battery to reduce the lithium plating includes reducing a charge rate of the traction battery.