A deep learning-based ODE solver for chemical kinetics. - Tianhan Zhang; Yaoyu Zhang; Weinan E; Yiguang Ju (CoRR, 2020)

Robust-Based Market Bidding Strategy and Profit Allocation Method for the Alliance of Wind Power Generators Considering Shared Energy Storage. - Tianhan Zhang; Xingli Zhai; Weiqiang Qiu; Ting Lv; Zhenzhi Lin; Li Yang (SSCI, 2022)

A deep learning-based model reduction (DeePMR) method for simplifying chemical kinetics. - Zhiwei Wang; Yaoyu Zhang; Yiguang Ju; Weinan E; Zhi-Qin John Xu; Tianhan Zhang (CoRR, 2022)

A multi-scale sampling method for accurate and robust deep neural network to predict combustion chemical kinetics. - Tianhan Zhang; Yuxiao Yi; Yifan Xu; Zhi X. Chen; Yaoyu Zhang; Weinan E; Zhi-Qin John Xu (CoRR, 2022)

PGAN-KD:Member Privacy Protection of GANs Based on Knowledge Distillation. - Tianhan Zhang; Juan Yu 002; Jianmin Han; Hao Peng 002; Sheng Qiu (IEEE Big Data, 2023)

DeepFlame: A deep learning empowered open-source platform for reacting flow simulations. - Runze Mao; Minqi Lin; Yan Zhang; Tianhan Zhang; Zhi-Qin John Xu; Zhi X. Chen (Comput. Phys. Commun., 2023)

Solving multiscale dynamical systems by deep learning. - Zhi-Qin John Xu; Junjie Yao; Yuxiao Yi; Liangkai Hang; Weinan E; Yaoyu Zhang; Tianhan Zhang (CoRR, 2024)

Solving multiscale dynamical systems by deep learning. - Junjie Yao; Yuxiao Yi; Liangkai Hang; Weinan E; Weizong Wang; Yaoyu Zhang; Tianhan Zhang; Zhi-Qin John Xu (Comput. Phys. Commun., 2025)

ChatCFD: an End-to-End CFD Agent with Domain-specific Structured Thinking. - E. Fan; Weizong Wang; Tianhan Zhang (CoRR, 2025)