Publications

Journal Articles

• Sreevathsa Golla, Midhun Murukesh, & Pankaj Kumar, "Comparative assessment of image super-resolution techniques for spatial downscaling of gridded rainfall data", SN Computer Science. https://doi.org/10.1007/s42979-024-02653-3 

• Midhun Murukesh, Sreevathsa Golla, & Pankaj Kumar (2023), "Downscaling and reconstruction of high-resolution rainfall data over India using deep learning-based generative adversarial networks", Modelling Earth Systems and Environment.  https://doi.org/10.1007/s40808-023-01899-9 

• Pankaj Kumar, Aaquib Javed, Rupa Kumar Kolli, Disha Sachan, Anand Singh Dinesh, Midhun Murukesh, .... (2023). "National Colloquium for Advances in Weather and Climate Prediction and Climate Change Projection over South Asia: Applications in Water and Agriculture Sectors", Bulletin of the American Meteorological Society, 104(9), E1564-E1569. https://doi.org/10.1175/BAMS-D-23-0128.1 

Conferences/Presentations

• Midhun Murukesh and Pankaj Kumar (2024), "Downscaling and reconstruction of high-resolution precipitation fields using a deep residual neural network: An assessment over Indian subcontinent", European Geophysical Union General Assembly 2024 (EGU 2024), April 14–19, 2024, Vienna, Austria and online. https://doi.org/10.5194/egusphere-egu24-2552 

• Pankaj Kumar and Midhun Murukesh (2024), "Deep learning-based super-resolution generative adversarial network for gridded precipitation downscaling across India", European Geophysical Union General Assembly 2024 (EGU 2024), April 14–19, 2024, Vienna, Austria and online. https://doi.org/10.5194/egusphere-egu24-1590 

• Midhun Murukesh (oral presentation), "Statistical Downscaling of Gridded Precipitation across India using Super-resolution Generative Adversarial Network (SRGAN)".  39th M.P. Young Scientist Congress (MPYSC 2024), February 21–23, 2023, Gwalior, India. https://www.mpysc.in/Abstracts_39th_MPYSC.pdf 

• Midhun Murukesh & Pankaj Kumar (poster presentation), "A comprehensive intercomparison of novel deep learning techniques for super-resolution bias-correction of gridded precipitation". American Geophysical Union Annual Meeting 2023 (AGU 2023), December 11–15, 2023, San Francisco, CA and online.

• Midhun Murukesh & Pankaj Kumar (oral presentation), "Investigating the impact of custom loss functions to train a deep neural network for downscaling gridded precipitation data". International Conference of Regional Climate - CORDEX 2023 (ICRC-CORDEX 2023), September 25–29, 2023, IITM Pune. https://icrc-cordex2023.tropmet.res.in/session-a4-a5.php 

• Midhun Murukesh & Pankaj Kumar (poster presentation), "Evaluating the transferability of a deep learning technique to downscale gridded precipitation data". International Climate Research Conclave (ICRC 2023), May 26–27, 2023, IIT Bombay. 

• Midhun Murukesh, Srevathsa Golla, & Pankaj Kumar (oral presentation), "Downscaling gridded rainfall across India using deep learning-based generative adversarial networks". 103rd Annual Meeting of American Meteorological Society, January 8–12, 2023, Denver, Colorado, USA. https://ams.confex.com/ams/103ANNUAL/meetingapp.cgi/Paper/414954 

• Midhun Murukesh, Sreevathsa Golla, & Pankaj Kumar (oral presentation), "Spatial downscaling of IMD gridded rainfall using generative adversarial networks". TROPMET-2022, November 29–December 2, 2022, IISER Bhopal. https://conf.iiserb.ac.in/TROPMET/file/Abstract_book_final.pdf