4 papers
Battery Valuation and Management for Battery Swapping Station with an Intertemporal Framework
Xinjiang Chen, Yu Yang, Jianxiao Wang +2
Battery swapping as a business model for battery energy storage (BES) has great potential in future integrated low-carbon energy and transportation systems. However, frequent batte…
Improving Sample Efficiency of Deep Learning Models in Electricity Market
Guangchun Ruan, Jianxiao Wang, Haiwang Zhong +2
The superior performance of deep learning relies heavily on a large collection of sample data, but the data insufficiency problem turns out to be relatively common in global electr…
Electrochemical Parameter Identification for Lithium-ion Battery Sources in Self-Sustained Transportation Energy Systems
Yuxuan Gu, Jianxiao Wang, Yuanbo Chen +3
Lithium-ion battery (LIB) sources have played an essential role in self-sustained transportation energy systems and have been widely deployed in the last few years. To realize reli…
Defending Against Adversarial Attacks by Energy Storage Facility
Jiawei Li, Jianxiao Wang, Lin Chen +1
Adversarial attacks on data-driven algorithms applied in the power system will be a new type of threat to grid security. Literature has demonstrated that the adversarial attack on…