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Large language model-empowered next-generation computer-aided engineering

delete2025-12-03
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PRE
AI
J
Jiachen Guo
C
Chanwook Park
钱冬 cover
钱冬 (Dong Qian)
T
Thomas J.R. Hughes
W
Wing Kam Liu
DOI:10.1016/j.cma.2025.118591delete
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Abstract

Abstract

En 中文
• CAE agents for autonomous workflows: LLMs plan, execute, and adapt workflows in CAE. • Overcoming intrusive MOR barriers: LLMs can automate derivations and code restructuring. • Reducing LLM hallucination: chain-of-thought prompting aids MOR derivations. • Extrapolating solver capabilities: LLMs can build advanced MOR solvers from simple examples. • Toward next-generation CAE: LLM agents deliver fast, accurate, scalable models for CAE tasks.

Journal

Computer Methods in Applied Mechanics and Engineering cover
Computer Methods in Applied Mechanics and Engineering
IF:
7.3
Papers:
1.3W
Citations:
5.6W

Organization

H
hidenn-ai, llc
Scholars:
1
Papers: 1
Citations: 0
U
university of texas at austin
Scholars:
1.3K
Papers: 646
Citations: 0
N
Northwestern University
Scholars:
6.2W
Papers: 5.3W
Citations: 3.9K
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Cited Papers

Cited Papers

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ChatGPT for good? On opportunities and challenges of large language models for education
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errKasneci, Enkelejda; Sessler, Kathrin; Kuechemann, Stefan; Bannert, Maria; Dementieva, Daryna; Fischer, Frank; Gasser, Urs; Groh, Georg; Guennemann, Stephan; Huellermeier, Eyke; Krusche, Stepha; Kutyniok, Gitta; Michaeli, Tilman; Nerdel, Claudia; Pfeffer, Juergen; Poquet, Oleksandra; Sailer, Michael; Schmidt, Albrecht; Seidel, Tina; Stadler, Matthias; Weller, Jochen; Kuhn, Jochen; Kasneci, Gjergji
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Hierarchical deep-learning neural networks: finite elements and beyond
err2020-10-14
err74
errOAAI
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Accelerating Neural ODEs Using Model Order Reduction
err2024-01-01
err8
errOAAI
errLehtimaki, Mikko; Paunonen, Lassi; Linne, Marja-Leena
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Tensor-decomposition-based A Priori Surrogate (TAPS) modeling for ultra large-scale simulations
err2025-06-09
err0
PREAI
errJiachen Guo; Gino Domel; Chanwook Park; Hantao Zhang; Ozgur Can Gumus; Ye Lu; Gregory J. Wagner; Dong Qian; Jian Cao; Thomas J.R. Hughes; Wing Kam Liu
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