学术论文

Journal of Energy Storage

Battery state-of-health estimation via thermoelectric graph learning and interpretable temporal decomposition for real-world electric vehicles

Zhilong Lv, Shiqi (Shawn) Ou, Hao Jing, Haobo Dong, Dapai Shi, Jingyuan Zhao

Communications in Transportation Research

Cross-temporal framework for driving behavior impact on electric vehicle battery health

Hao Qi, Shiqi (Shawn) Ou, Ya-Hui Jia, Zhixia Li, Yuan Lin

IEEE Transactions on Evolutionary Computation

Evolutionary Reinforcement Learning with  Late-start Evolution and Clustering Archive

Qiuting Cai, Ya-Hui Jia, Kaitong Zheng, Shiqi Ou, Wei-Neng Chen

Energy

Quantitative modeling of China’s commercial vehicle powertrain transition toward 2050: Market penetration, uncertainty, and policy impacts

Luyang Han, Shiqi(Shawn) Ou, Luo Chen, Ziming Yan, Yi Zhou, Xin He, Tianduo Peng, Vivek T. Seshan, Daniel J. De Castro Gomez

Journal of Energy Storage

A data-driven and physics-based model for assessing real-world usage behavior impacts on electric vehicle battery life

Hao Jing, Jianyao Hu, Shiqi (Shawn) Ou, Xinwu Qian, Hao Qi, Jiankuan Zhu, Haobo Dong 

Energy and Climate Change

Transportation in net-zero emissions futures: Insights from the EMF-37 model intercomparison study

Christopher Hoehne, Matteo Muratori, John Bistline, Carol Lenox, David L. McCollum, Morgan Browning, Kara Podkaminer, Robert H. Beach, Robbie Orvis, Shiqi Ou, …

Journal of Energy Chemistry

Scalable and generalizable deep learning for battery state of health estimation in on-road electric vehicles

Hao Jing, Jianyao Hu, Shiqi (Shawn) Ou*, Zhilong Lv, Renzhi Lyu, Jingyuan Zhao*

Transportation Research Part D

Assessing Chinese user satisfaction with electric vehicle battery performance from online reviews

Lanxin Shi, Shiqi (Shawn) Ou*, Yanzi Zhou, Yonglin Wu, Xiaolu Tan, Xin He, Daniel J. De Castro Gomez, Zhenhong Lin

SAE The WCX™ 2025 World Congress Experience（SAE WCX2025）

Decoding User Experience: A Study of Public EV Charging Stations Based on Amap Comments

Haifeng Guo, Shiqi (Shawn) Ou*, Hao Jing, Hao Qi, Lanxin Shi

SAE The WCX™ 2025 World Congress Experience（SAE WCX2025）

Assessing the Energy Impact of Intelligent Driving Technologies on Electric Vehicle: A Comprehensive Review

Tianyi Liu, Hao Qi, Shiqi (Shawn) Ou*

SAE The WCX™ 2025 World Congress Experience（SAE WCX2025）

Projected Perceived Cost of Ownership for Commercial Vehicle Powertrains in China by 2040

Xiaolu Tan, Shiqi(Shawn) Ou*, Shuhong Wu, Yongjian Chen, Zhenhong Lin

SAE The WCX™ 2025 World Congress Experience（SAE WCX2025）

Optimizing Battery Charging Strategies through Q-Learning and Electric Vehicle Powertrain System Modeling

Jiayi Wang, Hao Jing, Shiqi (Shawn) Ou*, Zhenhong Lin

SAE The WCX™ 2025 World Congress Experience（SAE WCX2025）

An Integrated Data-Driven and Physics-Based Approach for Dynamic Operation Simulation of Electric Vehicles

Hao Jing, Jianyao HU, Jianheng Ouyang, Shiqi(Shawn) Ou*

SAE Technical Paper

Reinforcement Learning in Optimizing the Electric Vehicle Battery System Coupling with Driving Behaviors

AIrem Altiner and Shiqi(Shawn) Ou

iScience

Assessing the cost-effectiveness of carbon neutrality for light-duty vehicle sector in China

Xu Hao, Mohamed Ali Saafi, Shiqi Ou*, Xin He, Yilan Jiang, Zhenhong Lin, Rujie Yu, Yu Gan and Zifeng Lu

Transportation Research Part D

Deployment priority of public charging speeds for increasing battery electric vehicle usability

Wan Li, Zhenhong Lin, Shiqi(Shawn) Ou*, Boyu Wang