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个人简介
His research develops new computational analysis, design, and manufacturing technologies with wide-ranging applications in the space of mechanical CAD, topology optimization, additive manufacturing, electronics design, and bio-engineering. To this end, his research combines principles of machine learning, optimization, and geometric modeling to develop new knowledge and computational software for use in next-generation design systems.
Some of his recent projects show how machine learning can aid in many of the conventionally tedious and expensive design steps. Examples include deep learned physics to replace expensive structural simulations, learning from past designs to automatically generate novel products, robust sampling to reduce the cost in combinatorial design optimization scenarios, the use of deep reinforcement learning for electronic chip design, and crowdsourcing to learn semantic maps between human preferred language and 3D computer models.
Some of his recent projects show how machine learning can aid in many of the conventionally tedious and expensive design steps. Examples include deep learned physics to replace expensive structural simulations, learning from past designs to automatically generate novel products, robust sampling to reduce the cost in combinatorial design optimization scenarios, the use of deep reinforcement learning for electronic chip design, and crowdsourcing to learn semantic maps between human preferred language and 3D computer models.
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论文共 149 篇作者统计合作学者相似作者
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Sijie Chen,Tong Lin, Ruchira Basu, Jeremy Ritchey,Shen Wang, Yichuan Luo, Xingcan Li,Dehua Pei,Levent Burak Kara,Xiaolin Cheng
Nature Communicationsno. 1 (2024): 1611-1611
Haolin Liu,Christian Gobert, Kevin Ferguson, Brandon Abranovic,Hongrui Chen,Jack L. Beuth,Anthony D. Rollett,Levent Burak Kara
Additive Manufacturingpp.104057, (2024)
JOURNAL OF COMPUTING AND INFORMATION SCIENCE IN ENGINEERINGno. 1 (2024): 1-18
CoRR (2023): 1-11
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Haolin Liu,Christian Gobert, Kevin Ferguson, Brandon Abranovic,Hongrui Chen, Jack L. Beuth,Anthony D. Rollett,Levent Burak Kara
arxiv(2023)
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Journal of Mechanical Designno. 9 (2023)
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arxiv(2023)
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