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eess.SY2026
StateFormer: A Multivariate Transformer for Learning History-Dependent Battery State Dynamics and Long-Horizon Health Forecasting
Zhe Bai, Stephen Harris
This paper introduces a novel multivariate Transformer \emph{StateFormer} that forecasts degradation dynamics of large-scale battery systems. The model learns across time scales, f…
eess.SY2024
Extra Throughput versus Days Lost in load-shifting V2G services: Influence of dominant degradation mechanism
Hamidreza Movahedi, Sravan Pannala, Jason Siegel +3
Electric vehicle (EV) batteries are often underutilized. Vehicle-to-grid (V2G) services can tap into this unused potential, but increased battery usage may lead to more degradation…