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Xiangju Liang

Northwestern Polytechnic University (NPU) - State Key Laboratory of Solidification Processing

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Scalable Data-Driven Modeling of Microstructure Evolution by Learning Local Dependency and Spatiotemporal Translation Invariance Rules in Phase Field Simulation

Number of pages: 40 Posted: 09 Oct 2025
Zishuo Lan, Qionghuan Zeng, Weilong Ma, Xiangju Liang, Yue Li, Yu Chen, Yiming Chen, Xiaobing Hu, Junjie Li, Lei Wang, Jing Zhang, Zhijun Wang and Jincheng Wang
Northwestern Polytechnic University (NPU) - State Key Laboratory of Solidification Processing, Northwestern Polytechnic University (NPU) - State Key Laboratory of Solidification Processing, Xi’an University of Technology, Northwestern Polytechnic University (NPU) - State Key Laboratory of Solidification Processing, Northwestern Polytechnic University (NPU) - State Key Laboratory of Solidification Processing, Soochow University, Northwestern Polytechnic University (NPU) - State Key Laboratory of Solidification Processing, Xi'an University of Architecture & Technology, Northwestern Polytechnic University (NPU) - State Key Laboratory of Solidification Processing, Northwestern Polytechnical University, China, Northwestern Polytechnic University (NPU), Northwestern Polytechnic University (NPU) - State Key Laboratory of Solidification Processing and Northwestern Polytechnic University (NPU) - State Key Laboratory of Solidification Processing
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Machine learning, Microstructure evolution, phase-field simulation, Convolutional Neural Network