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Machine Learning for Thermal Transport

Thermal transport is a fundamental process that plays a key role in many applications, such as thermal management of electronic devices, energy conversion (e.g., thermoelectrics), and thermal insulation. Remarkable progress has been made in understanding and engineering thermal transport in recent decades across different scales. However, many challenges still exist, particularly for complex heat transfer problems. Machine learning is emerging as a powerful tool to tackle problems that are difficult to solve using traditional analytical, computational, or experimental approaches. This special topic aims to provide a timely forum for presenting and discussing the most recent advances in the development and application of machine learning to study thermal transport in applied physics.

Guest Editors: Ruiqiang Guo, Bing-Yang Cao, Tengfei Luo, and Alan McGaughey

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Dylan A. Folkner; Zekun Chen; Giuseppe Barbalinardo; Florian Knoop; Davide Donadio
Ruiqiang Guo; Bing-Yang Cao; Tengfei Luo; Alan J. H. McGaughey
Zheng Liu; Pouya Kabirzadeh; Hao Wu; Wuchen Fu; Haoyun Qiu; Nenad Miljkovic; Yumeng Li; Pingfeng Wang
C. Dunlap; C. Li; H. Pandey; N. Le; H. Hu
Jiajian Luo; Jaeho Lee
Shanmukhi Sripada; Aalok U. Gaitonde; Justin A. Weibel; Amy M. Marconnet
Hongfan Cao; Beomjin Kwon; Peter K. Kang
Nikita Rybin; Alexander Shapeev
Xiangjun Liu; Baolong Wang; Kun Jia; Quanjie Wang; Di Wang; Yucheng Xiong
Jialin Tang; Jiongzhi Zheng; Xiaohan Song; Lin Cheng; Ruiqiang Guo
Mohammed Al-Fahdi; Ming Hu
Changliang Zhu; Tianlin Luo; Baowen Li; Xiangying Shen; Guimei Zhu
Xiang Huang; Shenghong Ju
Ming Hu
Jayesh Vyas; Rishika Kohli; Shaifu Gupta; Harish Pothukuchi
Hongshuo Huang; Amir Barati Farimani
Haikuan Dong; Yongbo Shi; Penghua Ying; Ke Xu; Ting Liang; Yanzhou Wang; Zezhu Zeng; Xin Wu; Wenjiang Zhou; Shiyun Xiong; Shunda Chen; Zheyong Fan
Amun Jarzembski; Zachary T. Piontkowski; Wyatt Hodges; Matthew Bahr; Anthony McDonald; William Delmas; Greg W. Pickrell; Luke Yates
Rongkun Chen; Yu Tian; Jiayi Cao; Weina Ren; Shiqian Hu; Chunhua Zeng
Mohammad Ali Boroumand; Gabriele Morra; Peter Mora
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