Methods and systems for advanced battery charge capacity forecasting
The measured capacity of a rechargeable battery provides the full charge capacity of the battery, but does not reflect degradation of the battery capacity between measurements. Embodiments initiate a first measurement of a rechargeable battery capacity. Parameters of use of the rechargeable battery are monitored, such as the depth and number of discharge cycles of the battery. Until a second capacity measurement is initiated, a battery capacity correction factor is generated based on the monitored parameters of the use of the rechargeable battery. During this interval until the second measurement, a remaining available capacity of the rechargeable battery is reported based on an adjustment of the first capacity measurement using the generated correction factor. The correction factor for a particular battery may be based on learned battery degradation for a large number of batteries and also based on events and conditions of use of that particular battery.
1. A method for powering a first Information Handling System (IHS), the method comprising:
initiating a first measurement of a capacity of a rechargeable battery of the first IHS;
monitoring a plurality of parameters of use of the rechargeable battery;
until a second measurement of the capacity of the rechargeable battery is initiated, wherein no additional capacity measurements of the rechargeable battery are made until the second measurement of the rechargeable battery is initiated:
without any additional capacity measurements of the rechargeable battery being made, generating a battery capacity correction factor based on the monitored parameters of the use of the rechargeable battery;
adjusting the first capacity measurement using the generated correction factor; and
until the second capacity measurement is initiated, reporting the adjusted first capacity measurement of the rechargeable battery.
2. The method of claim 1 , wherein the first capacity measurement is initiated in response to detecting the remaining available capacity below a specified threshold.
3. The method of claim 1 , wherein a difference between the first capacity measurement and the second capacity measurement corresponds to degradation of a full charge capacity of the rechargeable battery during the time interval between the first capacity measurement and the second capacity measurement.
4. The method of claim 1 , wherein a portion of the monitored parameters of the use of the rechargeable battery are collected by a battery management unit of the first IHS.
5. The method of claim 1 , wherein the monitored parameters of the use of the rechargeable battery comprise a number of discharge cycles and a depth of discharge cycles of the rechargeable battery.
6. The method of claim 1 , wherein the monitored parameters of the use of the rechargeable battery comprise intervals of discharge rate of the rechargeable battery within a discharge rate zone.
7. The method of claim 1 , wherein the monitored parameters of the use of the rechargeable battery comprise detected temperatures of the rechargeable battery.
8. The method of claim 1 , wherein the monitored parameters of the use of the rechargeable battery comprise intervals of detected temperatures of the rechargeable battery within a temperature zone.
9. The method of claim 1 , wherein the battery capacity correction factor is generated by a first machine learning model trained in part using aggregated parameters of use of rechargeable battery of a plurality of IHSs.
10. The method of claim 1 , wherein the battery capacity correction factor is further generated by a second machine learning model trained in part using monitored parameters of the use of the rechargeable battery of the first IHS.
11. An Information Handling System (IHS) comprising:
one or more processors;
a memory device coupled to the one or more processors, the memory device storing computer-readable instructions that, upon execution by the one or more processors, cause execution of an operating system of the IHS;
a rechargeable battery system; and
an embedded controller comprising a memory having program instructions stored thereon that, upon execution by a logic unit of the embedded controller, cause the embedded controller to:
initiate a first measurement of a capacity of the rechargeable battery system;
monitor a plurality of parameters of use of the rechargeable battery system;
until a second measurement of the capacity of the rechargeable battery is initiated, wherein no additional capacity measurements of the rechargeable battery are made until the second measurement of the rechargeable battery system is initiated:
without any additional capacity measurements of the rechargeable battery system being made, generate a battery capacity correction factor based on the monitored parameters of the use of the rechargeable battery system;
adjust the first capacity measurement using the generated correction factor; and
until the second capacity measurement is initiated, report the adjusted first capacity measurement of the rechargeable battery system.
12. The IHS of claim 11 , wherein the first capacity measurement is initiated in response to detecting the remaining available capacity below a specified threshold.
13. The IHS of claim 11 , wherein a difference between the first capacity measurement and the second capacity measurement corresponds to degradation of a full charge capacity of the rechargeable battery system during the time interval between the first capacity measurement and the second capacity measurement.
14. The IHS of claim 11 , wherein a portion of the monitored parameters of the use of the rechargeable battery system are collected by a battery management unit of the rechargeable battery system.
15. The IHS of claim 11 , wherein the monitored parameters of the use of the rechargeable battery system comprise at least one of: a number of discharge cycles of the rechargeable battery system, a depth of discharge cycles of the rechargeable battery, intervals of discharge rate of the rechargeable battery system within a discharge rate zone, detected temperatures of the rechargeable battery system, and intervals of detected temperatures of the rechargeable battery system within a temperature zone.
16. An Information Handling System (IHS) comprising:
one or more processors;
a memory device coupled to the one or more processors, the memory device storing computer-readable instructions that, upon execution by the one or more processors, cause execution of an operating system of the IHS;
a rechargeable battery system; and
an embedded controller comprising a memory having program instructions stored thereon that, upon execution by a logic unit of the embedded controller, cause the embedded controller to:
initiate a first measurement of a capacity of the rechargeable battery system;
monitor a plurality of parameters of use of the rechargeable battery system;
until a second measurement of the capacity of the rechargeable battery is initiated, wherein no additional capacity measurements of the rechargeable battery are made until the second measurement of the rechargeable battery system is initiated:
without any additional capacity measurements of the rechargeable battery system being made, generate a battery capacity correction factor based on the monitored parameters of the use of the rechargeable battery system;
adjust the first capacity measurement using the generated correction factor; and
until the second capacity measurement is initiated, report the adjusted first capacity measurement of the rechargeable battery system.
17. The storage device of claim 16 , wherein the first capacity measurement is initiated in response to detecting the remaining available capacity below a specified threshold.
18. The storage device of claim 16 , wherein a difference between the first capacity measurement and the second capacity measurement corresponds to degradation of a full charge capacity of the rechargeable battery during the time interval between the first capacity measurement and the second capacity measurement.
19. The storage device of claim 16 , wherein a portion of the monitored parameters of the use of the rechargeable battery are collected by a battery management unit of the IHS.
20. The storage device of claim 16 , wherein the monitored parameters of the use of the rechargeable battery comprise at least one of: a number of discharge cycles of the rechargeable battery, a depth of discharge cycles of the rechargeable, intervals of discharge rate of the rechargeable battery within a discharge rate zone, detected temperatures of the rechargeable battery, and intervals of detected temperatures of the rechargeable battery within a temperature zone.