activity
20202023
most citedOn the modern deep learning approaches for precipitation downscaling

64 citations · 175 across the 10 of their papers we have counts for

collaborators

10 papers

physics.ao-ph2023★ 1 cited

Understanding the soil water dynamics during excess and deficit rainfall conditions over the Core monsoon zone of India

Mangesh M. Goswami, Milind Mujumdar, Bhupendra Bahadur Singh +8

Observations of soil moisture (SM) during excess and deficit monsoon seasons between 2000 to 2021 present a unique opportunity to understand the soil water dynamics (SWD) over core…

physics.ao-ph2023★ 3 cited

FlashBench: A lightning nowcasting framework based on the hybrid deep learning and physics-based dynamical models

Manmeet Singh, Vaisakh S. B., Dipjyoti Mudiar +9

Lightning strikes are a well-known danger, and are a leading cause of accidental fatality worldwide. Unfortunately, lightning hazards seldom make headlines in international media c…

physics.ao-ph2022★ 64 cited

On the modern deep learning approaches for precipitation downscaling

Bipin Kumar, Kaustubh Atey, Bhupendra Bahadur Singh +5

Deep Learning (DL) based downscaling has become a popular tool in earth sciences recently. Increasingly, different DL approaches are being adopted to downscale coarser precipitatio…

physics.ao-ph2022★ 39 cited

Assessing the impact of soil moisture-temperature coupling on temperature extremes over the Indian region

Naresh G Ganeshi, Milind Mujumdar, Takaya Yuhei +4

While previous model sensitivity studies have mainly focused on discerning the soil moisture-precipitation feedback processes over the Indian region, the present study investigates…

physics.ao-ph2021★ 26 cited

Deep Learning Based Forecasting of Indian Summer Monsoon Rainfall

Bipin Kumar, Namit Abhishek, Rajib Chattopadhyay +7

Accurate short range weather forecasting has significant implications for various sectors. Machine learning based approaches, e.g., deep learning, have gained popularity in this do…

physics.ao-ph2021★ 33 cited

Quantifying COVID-19 enforced global changes in atmospheric pollutants using cloud computing based remote sensing

Manmeet Singh, Bhupendra Bahadur Singh, Raunaq Singh +4

Global lockdowns in response to the COVID-19 pandemic have led to changes in the anthropogenic activities resulting in perceivable air quality improvements. Although several recent…