3. How to Cite

If you use DeepFlame for a publication, please use the citation:

Runze Mao, Minqi Lin, Yan Zhang, Tianhan Zhang, Zhi-Qin John Xu, Zhi X. Chen. DeepFlame: A deep learning empowered open-source platform for reacting flow simulations. Comput. Phys. Commun. 291:108842 (2023). doi:10.1016/j.cpc.2023.108842

If you have used the DNN model provided from us, please use the citation:

Han Li, Ruixin Yang, Min Zhang, Runze Mao, Zhi X. Chen. A comprehensive study on the accuracy and generalization of deep learning-generated chemical ODE integrators. arXiv:2312.16387

If you have used the DFODE-kit package to train your own DNN models, please use the citation: Han Li, Ke Xiao, Yangchen Xu, Haoze Zhang, Zhenyi Chen, Runze Mao, Zhi X. Chen. DFODE-Kit: Deep learning package for solving flame chemical kinetics with high-dimensional stiff ordinary differential equations. doi.org/10.1016/j.cpc.2025.110013