On the Effect of Non-Raining Parameters in Retrieval of Surface Rain Rate Using TRMM PR and TMI Measurements. - Srinivasa Ramanujam K.; Chandrasekar Radhakrishnan; Deepak Subramani; Chakravarthy Balaji (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2012)

On the Training Efficiency of Shallow Architectures for Physics Informed Neural Networks. - J. Rishi; Azhar Gafoor; Sumanth Kumar; Deepak Subramani (ICCS (3), 2024)

Comparison of Convolutional Autoencoder Architectures for Representation Learning of MODIS Aqua and Terra Observations. - Akanksha M. Rajak; Deepak Subramani (IGARSS, 2024)

A Machine Learning Model for Active-Break Spell Forecasting of Indian Summer Monsoon from Outgoing Longwave Radiation Data. - Apoorva Dinesh Singh; Ritesh Jha; Ravi Nanjundiah; Deepak Subramani (IGARSS, 2024)

A physics-informed transformer neural operator for learning generalized solutions of initial boundary value problems. - Sumanth Kumar Boya; Deepak Subramani (CoRR, 2024)

Discrete Residual Loss Functions for Training Physics-Informed Neural Networks. - J. Rishi; Sumanth Kumar; Azhar Gafoor; Deepak Subramani (ICCS (Workshops 1), 2025)