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Issues
November 2024
ISSN 1530-9827
EISSN 1944-7078
In this Issue
Special Issue: Scientific Machine Learning for Manufacturing Processes and Material Systems
Guest Editorial
Special Issue: Scientific Machine Learning for Manufacturing Processes and Material Systems
John G. Michopoulos, Anindya Bhaduri, Francisco Chinesta, Elias Cueto, Dehao Liu, Sandipp Krishnan Ravi, Jian-Xun Wang
J. Comput. Inf. Sci. Eng. November 2024, 24(11): 110301.
doi: https://doi.org/10.1115/1.4066791
Topics:
Machine learning
,
Manufacturing
,
Physics
Research Papers
Probabilistic Printability Maps for Laser Powder Bed Fusion Via Functional Calibration and Uncertainty Propagation
J. Comput. Inf. Sci. Eng. November 2024, 24(11): 111001.
doi: https://doi.org/10.1115/1.4063727
Topics:
Calibration
,
Lasers
,
Porosity
,
Uncertainty
,
Modeling
,
Geometry
A Physics-Informed General Convolutional Network for the Computational Modeling of Materials With Damage
J. Comput. Inf. Sci. Eng. November 2024, 24(11): 111002.
doi: https://doi.org/10.1115/1.4063863
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
J. Comput. Inf. Sci. Eng. November 2024, 24(11): 111003.
doi: https://doi.org/10.1115/1.4063986
Physics-Informed Fully Convolutional Networks for Forward Prediction of Temperature Field and Inverse Estimation of Thermal Diffusivity
J. Comput. Inf. Sci. Eng. November 2024, 24(11): 111004.
doi: https://doi.org/10.1115/1.4064555
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
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
J. Comput. Inf. Sci. Eng. November 2024, 24(11): 111006.
doi: https://doi.org/10.1115/1.4065525
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
J. Comput. Inf. Sci. Eng. November 2024, 24(11): 111007.
doi: https://doi.org/10.1115/1.4064650
Topics:
Artificial neural networks
,
Stress
,
Tensors
,
Errors
Unsupervised Anomaly Detection via Nonlinear Manifold Learning
J. Comput. Inf. Sci. Eng. November 2024, 24(11): 111008.
doi: https://doi.org/10.1115/1.4063642
Technical Brief
A Global Feature Reused Network for Defect Detection in Steel Images
J. Comput. Inf. Sci. Eng. November 2024, 24(11): 114501.
doi: https://doi.org/10.1115/1.4066170
Topics:
Algorithms
,
Flaw detection
,
Steel
,
Hardware
,
Ablation (Vaporization technology)
,
Stability
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Manufacturing Feature Recognition with a Sparse Voxel-based Convolutional Neural Network
J. Comput. Inf. Sci. Eng
Ontology-Guided Data Sharing and Federated Quality Control With Differential Privacy in Additive Manufacturing
J. Comput. Inf. Sci. Eng (January 2025)
Large Language Models in Design and Manufacturing
J. Comput. Inf. Sci. Eng