Physics-Aware Mesh-Free Deep Learning for Rectangular Elastic Plate Deformation with Support-Dependent Boundary Enforcement

Q: What type of study is this?

This is a Experimental Study study.

Hassan Ijaz; Ali Qabur; Khaled Aati; Abdulrahman Abbadi; S.M. Akram Ullah

doi:10.1142/s1758825125501091

September 12, 2025International Journal of Applied Mechanics

Physics-Aware Mesh-Free Deep Learning for Rectangular Elastic Plate Deformation with Support-Dependent Boundary Enforcement

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Key Points

The approach improves rectangular elastic plate deformation accuracy with novel boundary enforcement techniques.
Key metrics indicate enhanced performance using support-dependent methods compared to traditional models.
Methods were developed in a physics-aware framework, allowing for efficient simulations in engineering applications.
This work highlights the potential for mesh-free deep learning models to advance computational mechanics.

Implication

The study demonstrates advancements in mesh-free deep learning for plate deformation, highlighting boundary enforcement methods.

Abstract

International Journal of Applied MechanicsAccepted Papers No AccessPhysics-Aware Mesh-Free Deep Learning for Rectangular Elastic Plate Deformation with Support-Dependent Boundary EnforcementHaroon Ijaz, Ali Qabur, Khaled Aati, Abdulrahman Abbadi, and Salamat UllahHaroon Ijaz, Ali Qabur Search for more papers by this author , Khaled Aati Search for more papers by this author , Abdulrahman Abbadi Search for more papers by this author , and Salamat Ullahhttps://orcid.org/0000-0002-5287-1620 Search for more papers by this author https://doi.org/10.1142/S1758825125501091Cited by:0 (Source: Crossref) Next AboutSectionsPDF/EPUB ToolsAdd to favoritesDownload CitationsTrack CitationsRecommend to Library ShareShare onFacebookTwitterLinked InRedditEmail FiguresReferencesRelatedDetails Recommended Accepted Papers Metrics History Received 11 July 2025 Accepted 7 September 2025 PDF download

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Cite This Study

Ijaz et al. (2025) studied this question.

synapsesocial.com/papers/68d4605131b076d99fa5fcab https://doi.org/10.1142/s1758825125501091

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Physics-Aware Mesh-Free Deep Learning for Rectangular Elastic Plate Deformation with Support-Dependent Boundary Enforcement

Key Points

Implication

Abstract

Discussion

Cite This Study

Physics-Aware Mesh-Free Deep Learning for Rectangular Elastic Plate Deformation with Support-Dependent Boundary Enforcement

Key Points

Implication

Abstract

Discussion

Cite This Study

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