2 citations · 4 across the 7 of their papers we have counts for
7 papers
MAVEN: A Mesh-Aware Volumetric Encoding Network for Simulating 3D Flexible Deformation
Zhe Feng, Shilong Tao, Haonan Sun +3
Deep learning-based approaches, particularly graph neural networks (GNNs), have gained prominence in simulating flexible deformations and contacts of solids, due to their ability t…
Neural Latent Arbitrary Lagrangian-Eulerian Grids for Fluid-Solid Interaction
Shilong Tao, Zhe Feng, Shaohan Chen +3
Fluid-solid interaction (FSI) problems are fundamental in many scientific and engineering applications, yet effectively capturing the highly nonlinear two-way interactions remains…
Domain Knowledge integrated for Blast Furnace Classifier Design
Shaohan Chen, Di Fan, Chuanhou Gao
Blast furnace modeling and control is one of the important problems in the industrial field, and the black-box model is an effective mean to describe the complex blast furnace syst…
Transfer Learning in Information Criteria-based Feature Selection
Shaohan Chen, Nikolaos V. Sahinidis, Chuanhou Gao
This paper investigates the effectiveness of transfer learning based on Mallows' Cp. We propose a procedure that combines transfer learning with Mallows' Cp (TLCp) and prove that i…
Knowledge Integrated Classifier Design Based on Utility Optimization
Shaohan Chen, Chuanhou Gao
This paper proposes a systematic framework to design a classification model that yields a classifier which optimizes a utility function based on prior knowledge. Specifically, as t…
Efficacy of regularized multi-task learning based on SVM models
Shaohan Chen, Zhou Fang, Sijie Lu +1
This paper investigates the efficacy of a regularized multi-task learning (MTL) framework based on SVM (M-SVM) to answer whether MTL always provides reliable results and how MTL ou…
Enhancing Interpretability of Black-box Soft-margin SVM by Integrating Data-based Priors
Shaohan Chen, Chuanhou Gao, Ping Zhang
The lack of interpretability often makes black-box models difficult to be applied to many practical domains. For this reason, the current work, from the black-box model input port,…