Learning Droplet Dynamics on Rough Unstructured Surfaces Using Physics-Informed Neural Networks (Student Abstract). - Ganesh Sahadeo Meshram; Partha Pratim Chakrabarti; Suman Chakraborty (AAAI, 2026)

Extending deep learning U-Net architecture for predicting unsteady fluid flows in textured microchannels. - Ganesh Sahadeo Meshram; Partha Pratim Chakrabarti; Suman Chakraborty (CoRR, 2026)

Lattice-Boltzmann-Driven Physics-Informed Neural Networks for Droplet Wettability on Rough Surfaces. - Ganesh Sahadeo Meshram; Partha Pratim Chakrabarti; Suman Chakraborty (CoRR, 2026)

Amalgamation of Physics-Informed Neural Network and LBM for the Prediction of Unsteady Fluid Flows in Fractal-Rough Microchannels. - Ganesh Sahadeo Meshram; Partha Pratim Chakrabarti; Suman Chakraborty (CoRR, 2026)

μ-FlowNet: A Deep Learning Approach for Mapping Flow Fields in Irregular Microchannels Using an Attention-based U-Net Encoder-Decoder Architecture. - Ganesh Sahadeo Meshram; Suman Chakraborty; Nishant Sinha; Partha Pratim Chakrabarti (CoRR, 2026)

Droplet-LNO: Physics-Informed Laplace Neural Operators for Accurate Prediction of Droplet Spreading Dynamics on Complex Surfaces. - Ganesh Sahadeo Meshram; Partha Pratim Chakrabarti; Suman Chakraborty (CoRR, 2026)