RUL prediction
Definition
Given a cell's measurements up to the current cycle (capacity trajectory, cycling signals and operating conditions), predict the remaining useful life: the number of cycles until capacity falls below an end-of-life threshold. Unlike knee prediction, the forecast can be made at any point in the cell's life, not only from early data.
Input
Degradation history up to the current cycle
RUL prediction model
Output
- Remaining cycles to end of life
Models for this task
Battery RUL predictorDikshant
Hybrid ML-MCDM battery end-of-life frameworkRISHABH KUMARSynthetic + experimentalDatasets for this task
BatteryLifeHKUST (Guangzhou) · CALBExperimental
Severson 2019 LFP fast-chargingSeverson et al. (2019)Experimental