Academic interests
A Civil Engineer who transitioned into the field of geoscience, with a particular focus on Glaciers. Presently, I am actively involved in the implementation of ML techniques on global-scale glaciers under Prof. Regine Hock’s group. My research interests are:
- Machine Learning/Deep Learning
- Glaciology
- Hydrology
- Satellite Remote Sensing
Background
- 2024 – Present: PhD Research Fellow under ERC-funded GLACMASS project at the Department of Geosciences, University of Oslo, Norway.
- Theme: Machine Learning-based Global Glacier modelling.
- 2021 – 2023: M.Tech Earthquake Science and Engineering, Indian Institute of Technology (Indian School of Mines), Dhanbad.
- Thesis: Filling temporal gaps in GRACE/GRACE-FO using Deep Learning.
- 2017 – 2021: B.Tech Civil Engineering, National Institute of Technology, Hamirpur.
- Thesis: 2D Unsteady flow modelling through HEC-RAS.
Tags:
Machine Learning & Deep Learning,
Glaciology,
Hydrology,
Remote sensing
Selected publications
Publications 2023
- Moudgil, P. S., & Rao, G. S. (2023). Groundwater levels estimation from GRACE/GRACE-FO and hydro-meteorological data using deep learning in Ganga River basin, India. Environmental Earth Sciences, 82(19), 441.
- Moudgil, P.S., Rao, G.S, and Heki, K.. Bridging the Temporal Gaps in GRACE/GRACE-FO Terrestrial Water Storage Anomalies over the Major Indian River Basins using Deep Learning. (Accepted).
Conferences
- Moudgil, P.S., Dhyey Dabhi, and Rao. G.S. “Predicting Groundwater Level Changes in Northern India from GRACE and GRACE Follow-On Data using Deep Learning Algorithms.” Fall Meeting 2022. AGU. (Online poster).
- Moudgil, P. S., and Rao, G. S. “Filling Temporal Gaps within and between GRACE and GRACE-FO Terrestrial Water Storage Changes Over Indian Sub-Continent using Deep Learning.”, EGU April 2022 (Online oral presentation).
- Moudgil, P.S., and Rao, G.S. “Predicting Groundwater Level Changes in Northern India from GRACE and GRACE Follow-On Data using CNN.” In “National Seminar on Machine Learning and Deep Learning Application in Geosciences” Seminar at IIT-Bombay April 2022 (Oral presentation).
Published
Jan. 30, 2024 9:45 AM
- Last modified
Feb. 20, 2024 4:11 PM