Topics: Boundary-value problems , Errors , Physics , Stress , Displacement , Finite element analysis , Damage , Geometry , Convolutional neural networks

Multi-Fidelity Physics-Informed Generative Adversarial Network for Solving Partial Differential Equations

Mehdi Taghizadeh, Mohammad Amin Nabian, Negin Alemazkoor

J. Comput. Inf. Sci. Eng. November 2024, 24(11): 111003. doi: https://doi.org/10.1115/1.4063986

Abstract

View articletitled, Multi-Fidelity Physics-Informed Generative Adversarial Network for Solving Partial Differential Equations

Open the PDF for in another window

Topics: Generative adversarial networks , Generators , Hafnium , Physics , Artificial neural networks , Partial differential equations , Errors

Physics-Informed Fully Convolutional Networks for Forward Prediction of Temperature Field and Inverse Estimation of Thermal Diffusivity

Tong Zhu, Qiye Zheng, Yanglong Lu

J. Comput. Inf. Sci. Eng. November 2024, 24(11): 111004. doi: https://doi.org/10.1115/1.4064555

Abstracts

View articletitled, Physics-Informed Fully Convolutional Networks for Forward Prediction of Temperature Field and Inverse Estimation of Thermal Diffusivity

Open the PDF for in another window

Topics: Heat conduction , Physics , Temperature , Thermal diffusivity , Artificial neural networks , Boundary-value problems , Inverse problems

Machine-Learning Metacomputing for Materials Science Data

J. C. Steuben, A. B. Geltmacher, S. N. Rodriguez, A. J. Birnbaum, B. D. Graber, A. K. Rawlings, A. P. Iliopoulos, J. G. Michopoulos

J. Comput. Inf. Sci. Eng. November 2024, 24(11): 111005. doi: https://doi.org/10.1115/1.4064975

Abstracts

View articletitled, Machine-Learning Metacomputing for Materials Science Data

Open the PDF for in another window

Topics: Electron backscatter diffraction , Machine learning , Materials science , Noise (Sound) , Modeling , Errors , Maintenance , Simulation

Stochastic Defect Localization for Cooperative Additive Manufacturing Using Gaussian Mixture Maps

Sean Rescsanski, Vihaan Shah, Jiong Tang, Farhad Imani

J. Comput. Inf. Sci. Eng. November 2024, 24(11): 111006. doi: https://doi.org/10.1115/1.4065525

Abstracts

View articletitled, Stochastic Defect Localization for Cooperative Additive Manufacturing Using Gaussian Mixture Maps

Open the PDF for in another window

Topics: Additive manufacturing , Flaw detection , Manufacturing , Random-access memory , Robotics , Simulation , Robots

Stress Representations for Tensor Basis Neural Networks: Alternative Formulations to Finger–Rivlin–Ericksen

Jan N. Fuhg, Nikolaos Bouklas, Reese E. Jones

J. Comput. Inf. Sci. Eng. November 2024, 24(11): 111007. doi: https://doi.org/10.1115/1.4064650

Abstracts

View articletitled, Stress Representations for Tensor Basis Neural Networks: Alternative Formulations to Finger–Rivlin–Ericksen

Open the PDF for in another window

Topics: Artificial neural networks , Stress , Tensors , Errors

Unsupervised Anomaly Detection via Nonlinear Manifold Learning

Amin Yousefpour, Mehdi Shishehbor, Zahra Zanjani Foumani, Ramin Bostanabad

J. Comput. Inf. Sci. Eng. November 2024, 24(11): 111008. doi: https://doi.org/10.1115/1.4063642

Abstract

View articletitled, Unsupervised Anomaly Detection via Nonlinear Manifold Learning

Open the PDF for in another window

Topics: Manifolds , Errors

Technical Brief

A Global Feature Reused Network for Defect Detection in Steel Images

Chengli Yang, Qingqing Wang, Zhanqiang Liu, Yanhai Cheng

J. Comput. Inf. Sci. Eng. November 2024, 24(11): 114501. doi: https://doi.org/10.1115/1.4066170

Abstracts

View articletitled, A Global Feature Reused Network for Defect Detection in Steel Images

Open the PDF for in another window

Topics: Algorithms , Flaw detection , Steel , Hardware , Ablation (Vaporization technology) , Stability

All Issues

Email alerts

Accepted Manuscript Alert

New Issue Alert

RSS Feeds

Open Issues RSS Feed

Latest
Most Read
Most Cited

Special Issue: Scientific Machine Learning for Manufacturing Processes and Material Systems

J. Comput. Inf. Sci. Eng

A Conceptual Design Method based on C-K Theory and Large Language Models

J. Comput. Inf. Sci. Eng

Evaluating Large Language Models for Material Selection

J. Comput. Inf. Sci. Eng

A Modified Simulated Annealing-Based Method for Hybrid Lattice Support Structure Design in LPBF Additive Manufacturing

J. Comput. Inf. Sci. Eng

A Matrix-based Approach to Unified Synthesis of Planar Four-Bar Mechanisms for Motion Generation with Position, Velocity, and Acceleration Constraints

J. Comput. Inf. Sci. Eng

Special Issue: Scientific Machine Learning for Manufacturing Processes and Material Systems

Research Papers

Probabilistic Printability Maps for Laser Powder Bed Fusion Via Functional Calibration and Uncertainty Propagation

A Physics-Informed General Convolutional Network for the Computational Modeling of Materials With Damage

Multi-Fidelity Physics-Informed Generative Adversarial Network for Solving Partial Differential Equations

Physics-Informed Fully Convolutional Networks for Forward Prediction of Temperature Field and Inverse Estimation of Thermal Diffusivity

Machine-Learning Metacomputing for Materials Science Data

Stochastic Defect Localization for Cooperative Additive Manufacturing Using Gaussian Mixture Maps

Stress Representations for Tensor Basis Neural Networks: Alternative Formulations to Finger–Rivlin–Ericksen

Unsupervised Anomaly Detection via Nonlinear Manifold Learning

Technical Brief

A Global Feature Reused Network for Defect Detection in Steel Images

Email alerts

RSS Feeds

ASME Journals

ASME Conference Proceedings

ASME eBooks

Resources

Opportunities

Issues

Special Issue: Scientific Machine Learning for Manufacturing Processes and Material Systems

Research Papers

Technical Brief

Email alerts

RSS Feeds

ASME Journals

ASME Conference Proceedings

ASME eBooks

Resources

Opportunities

This Feature Is Available To Subscribers Only