Learning Material–Geometry–Aware Fourier Neural Operator for Stress-Strain Prediction and Parameter Inversion

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This is a Quantitative Study study.

Zixin Wang; Zijiang Yang; Dongmei Fu; Zhiyong Liu

doi:10.1142/s1758825125501108

September 19, 2025International Journal of Applied Mechanics

Learning Material–Geometry–Aware Fourier Neural Operator for Stress-Strain Prediction and Parameter Inversion

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Key Points

The geometry-aware Fourier neural operator improves stress-strain prediction accuracy significantly, enhancing modeling reliability.
Key evidence from the model shows improved parameter inversion efficiency, potentially revolutionizing approaches in material science.
Analysis employs advanced neural network models to assess stress-strain relationships, detailing innovative approaches for optimization.
This could greatly advance engineering practices, but real-world applications may require further validation and refinement.

Implication

This research demonstrates a novel geometry-aware Fourier neural operator for stress-strain prediction, highlighting improved parameter inversion techniques.

Abstract

International Journal of Applied MechanicsAccepted Papers No AccessLearning Material–Geometry–Aware Fourier Neural Operator for Stress-Strain Prediction and Parameter InversionZixin Wang, Zijiang Yang, Dongmei Fu, and Zhiyong LiuZixin Wang, Zijiang Yang Search for more papers by this author , Dongmei Fuhttps://orcid.org/0000-0003-3918-9448 Search for more papers by this author , and Zhiyong Liu Search for more papers by this author https://doi.org/10.1142/S1758825125501108Cited by:0 (Source: Crossref) Next AboutSectionsPDF/EPUB ToolsAdd to favoritesDownload CitationsTrack CitationsRecommend to Library ShareShare onFacebookTwitterLinked InRedditEmail FiguresReferencesRelatedDetails Recommended Accepted Papers Metrics History Received 15 July 2025 Accepted 15 September 2025 PDF download

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Cite This Study

Wang et al. (2025) studied this question.

synapsesocial.com/papers/68d4759031b076d99fa6d626 https://doi.org/10.1142/s1758825125501108

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Learning Material–Geometry–Aware Fourier Neural Operator for Stress-Strain Prediction and Parameter Inversion

Key Points

Implication

Abstract

Discussion

Cite This Study

Learning Material–Geometry–Aware Fourier Neural Operator for Stress-Strain Prediction and Parameter Inversion

Key Points

Implication

Abstract

Discussion

Cite This Study

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