Indian Institute of Tropical Meteorology | India
Author Profile
Scopus
Early Academic Pursuits
Dr. Bipin Kumar's academic journey began with a Bachelor of Science in Physical Sciences from the University of Allahabad in 1995, followed by a Master of Science in Mathematics from IIT Kanpur in 1998. He then pursued an MS in Research (Mathematics) at the National University of Singapore in 2006, focusing on computational methods for phase-field models. His quest for deeper expertise led him to earn a Ph.D. in Computing from Dublin City University in 2009, with a thesis on high-performance computing for multiphase fluid flows.
Professional Endeavors
Dr. Kumar’s career spans over two decades, encompassing roles in academia, research institutions, and industry. His notable positions include:
- Scientist and Research Guide at IITM, Pune, India.
- Associate Professor at Savitribai Phule Pune University.
- Visiting Scientist at NCAR, Boulder, USA, and Visiting Faculty at McGill University, Canada.
- Associate Faculty at the International Center for Theoretical Sciences, Bengaluru, India.
- Scientist at Max-Planck-Institute for Meteorology, Germany.
He has held various teaching and research positions, contributing to advancements in high-performance computing, data science, and atmospheric physics.
Contributions and Research Focus
Dr. Kumar's research is centered around:
- Data Science and AI/ML: Developing parallel Python routines and deep learning algorithms for weather forecasting, data downscaling, fire forecasting, and more.
- Atmospheric Physics: Studying cloud droplet and aerosol dynamics using DNS.
- High-Performance Computing (HPC): Enhancing parallel code for CFD problems, 3D visualization, and parallel I/O optimization.
- Numerical Linear Algebra: Creating parallel algorithms for solving large linear systems of equations.
Accolades and Recognition
Dr. Kumar has received several prestigious awards:
- DCU Teaching Excellence Nominee Award (2008)
- Microsoft Postgraduate Research Scholarship (Ireland, 2007-08)
- DCU Dean’s Connect Scholarship (Ireland, 2006-09)
- NUS Research Scholarship (Singapore, 2004-06)
- CSIR Senior Research Fellowship (India, 2004)
Impact and Influence
Dr. Kumar’s work has significantly influenced fields such as HPC, data science, and atmospheric physics. His contributions to developing computational methods for complex fluid flows and forecasting systems have advanced our understanding of cloud dynamics and weather patterns. His research has impacted both theoretical and practical aspects of meteorology and data analysis.
Legacy and Future Contributions
Dr. Kumar aims to broaden his impact through continued research and teaching. By leveraging his expertise in HPC, data science, and cloud microphysics, he aspires to address critical challenges in earth science and contribute to the development of innovative solutions for climate and environmental issues.
Publications
- Deep learning-based bias correction of ISMR simulated by GCM
Authors: Sumanta Chandra Mishra Sharma, Bipin Kumar, Adway Mitra, Subodh Kumar Saha
Journal: Atmospheric Research
Year: 2024
- Harnessing deep learning for forecasting fire-burning locations and unveiling PM2.5 emissions
Authors: Gaikwad, S., Kumar, B., Yadav, P.P., Rao, S.A., Ghude, S.D.
Journal: Modeling Earth Systems and Environment
Year: 2024
- Machine learning based quantification of VOC contribution in surface ozone prediction
Authors: Kalbande, R., Kumar, B., Maji, S., Rathore, D.S., Beig, G.
Journal: Chemosphere
Year: 2023
- On the modern deep learning approaches for precipitation downscaling
Authors: Kumar, B., Atey, K., Singh, B.B., Nanjundiah, R.S., Rao, S.A.
Journal: Earth Science Informatics
Year: 2023
- A modified deep learning weather prediction using cubed sphere for global precipitation
Authors: Singh, M., Acharya, N., Patel, P., Nanjundiah, R.S., Niyogi, D.
Journal: Frontiers in Climate
Year: 2023