Zobrazeno 1 - 10
of 138
pro vyhledávání: '"Zhang, Tianhan"'
Autor:
Xu, Zhi-Qin John, Yao, Junjie, Yi, Yuxiao, Hang, Liangkai, E, Weinan, Zhang, Yaoyu, Zhang, Tianhan
Multiscale dynamical systems, modeled by high-dimensional stiff ordinary differential equations (ODEs) with wide-ranging characteristic timescales, arise across diverse fields of science and engineering, but their numerical solvers often encounter se
Externí odkaz:
http://arxiv.org/abs/2401.01220
In this work, we introduce DeepFlame, an open-source C++ platform with the capabilities of utilising machine learning algorithms and pre-trained models to solve for reactive flows. We combine the individual strengths of the computational fluid dynami
Externí odkaz:
http://arxiv.org/abs/2210.07094
Autor:
Zhang, Tianhan, Yi, Yuxiao, Xu, Yifan, Chen, Zhi X., Zhang, Yaoyu, E, Weinan, Xu, Zhi-Qin John
Machine learning has long been considered as a black box for predicting combustion chemical kinetics due to the extremely large number of parameters and the lack of evaluation standards and reproducibility. The current work aims to understand two bas
Externí odkaz:
http://arxiv.org/abs/2201.03549
Autor:
Wang, Zhiwei, Zhang, Yaoyu, Zhao, Enhan, Ju, Yiguang, E, Weinan, Xu, Zhi-Qin John, Zhang, Tianhan
A deep learning-based model reduction (DeePMR) method for simplifying chemical kinetics is proposed and validated using high-temperature auto-ignitions, perfectly stirred reactors (PSR), and one-dimensional freely propagating flames of n-heptane/air
Externí odkaz:
http://arxiv.org/abs/2201.02025
Publikováno v:
In Chemical Engineering Science 5 December 2024 300
Autor:
Wang, Zhiwei, Zhang, Yaoyu, Lin, Pengxiao, Zhao, Enhan, E, Weinan, Zhang, Tianhan, Xu, Zhi-Qin John
Publikováno v:
In Combustion and Flame March 2024 261
Publikováno v:
In Fuel 1 February 2024 357 Part B
Autor:
Zhang, Tianhan, Chen, Changming, Li, Zhicheng, Ma, Yuanqian, Zhang, Weijun, Zhang, Zhi, Chen, Dawei, Lin, Zhenzhi
Publikováno v:
In International Journal of Electrical Power and Energy Systems January 2024 155 Part B
Autor:
Wang, Yiqing, Guan, Xuefeng, Xie, Shumeng, Zhou, Mengni, Zhang, Zunhua, Chen, Zheng, Zhang, Tianhan
Publikováno v:
In Combustion and Flame January 2024 259
Publikováno v:
In International Journal of Electrical Power and Energy Systems January 2024 155 Part B