Data-Efficient Dimensionality Reduction and Surrogate Modeling of High-Dimensional Stress Fields

A Samaddar, SK Ravi… - Journal of …, 2025 - asmedigitalcollection.asme.org
Tensor datatypes representing field variables like stress, displacement, velocity, etc., have
increasingly become a common occurrence in data-driven modeling and analysis of …

Heterogeneous Transfer Learning for Design and Manufacturing Process Modeling Through Input Map** and Multi-Fidelity Gaussian Process

SK Ravi, P Pandita, C Sun… - … and Information in …, 2024 - asmedigitalcollection.asme.org
Data-driven modeling and optimization have become a cornerstone in several engineering
design and modeling endeavors. Data-driven modeling frameworks enable faster …