Lithium-Ion Battery Charging Schedule Optimization to Balance Battery Usage and Degradation

Autor:	Azoulay, Jacob, Carballal, Nico
Rok vydání:	2022
Předmět:	Mathematics - Optimization and Control Computer Science - Performance
Druh dokumentu:	Working Paper
Popis:	This work optimizes a lithium-ion battery charging schedule while considering a joint revenue and battery degradation model. The study extends the work of Meheswari et. al. to encourage battery usage/charging at optimal intervals depending on energy cost forecasts. This paper utilizes central difference Nesterov momentum gradient descent to come to optimal charging strategies and deal with the non-linearities of the battery degradation model. This optimization strategy is tested against constant, random varied price forecasts and a novel Gaussian process cost forecasting model. Contrary to many other papers regarding battery charging, formulating schedule optimization as a multivariate optimization problem provides meaningful insight to the inherent balance between these two competing objectives. Comment: 8 pages, 14 figures
Databáze:	arXiv
Externí odkaz:	http://arxiv.org/abs/2205.15440 Zobrazit plný text záznamu View this record from Arxiv