1 citations · 1 across the 1 of their papers we have counts for
3 papers
cond-mat.soft2024
Polymer Composites Informatics for Flammability, Thermal, Mechanical and Electrical Property Predictions
Huan Tran, Chiho Kim, Rishi Gurnani +8
Polymer composite performance depends significantly on the polymer matrix, additives, processing conditions, and measurement setups. Traditional physics-based optimization methods…
cs.CE2024
A Physics-Enforced Neural Network to Predict Polymer Melt Viscosity
Ayush Jain, Rishi Gurnani, Arunkumar Rajan +2
Achieving superior polymeric components through additive manufacturing (AM) relies on precise control of rheology. One key rheological property particularly relevant to AM is melt…
cond-mat.mtrl-sci2024★ 1 cited
Gas permeability, diffusivity, and solubility in polymers: Simulation-experiment data fusion and multi-task machine learning
Brandon K. Phan, Kuan-Hsuan Shen, Rishi Gurnani +3
Machine learning (ML) models for predicting gas permeability through polymers have traditionally relied on experimental data. While these models exhibit robustness within familiar…