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The seasonal prediction of the Indian summer monsoon (ISM) and Monsoon Intraseasonal Oscillations (MISO), as well as the Madden Julian Oscillations (MJO) that strongly modulate MISO, is important to the country for water and crop…

Atmospheric and Oceanic Physics · Physics 2024-01-15 Ushnanshu Dutta , Moumita Bhowmik , Anupam Hazra , Chein-Jung Shiu , Jen-Ping Chen

Large socio-economic impact of the Indian Summer Monsoon (ISM) extremes motivated numerous attempts at its long range prediction over the past century. However, a rather estimated low potential predictability limit (PPL) of seasonal…

Atmospheric and Oceanic Physics · Physics 2019-03-27 Subodh Kumar Saha , Anupam Hazra , Samir Pokhrel , Hemantkumar S. Chaudhari , K. Sujith , Archana Rai , Hasibur Rahaman , B. N. Goswami

The Indian summer monsoon rainfall (ISMR) has a decisive influence on India's agricultural output and economy. Extreme deviations from the normal seasonal amount of rainfall can cause severe droughts or floods, affecting Indian food…

The Indian Summer Monsoon (ISM) is a critical climate phenomenon, fundamentally impacting the agriculture, economy, and water security of over a billion people. Traditional long-range forecasting, whether statistical or dynamical, has…

Computer Vision and Pattern Recognition · Computer Science 2026-01-07 Parashjyoti Borah , Sanghamitra Sarkar , Ranjan Phukan

An unresolved problem of present generation coupled climate models is the realistic distribution of rainfall over Indian monsoon region, which is also related to the persistent dry bias over Indian land mass. Therefore, quantitative…

We analyse Indian summer monsoon (ISM) seasonal reforecasts by CFSv2 model, initiated from January (4-month lead time, L4) through May (0-month lead time, L0) initial conditions (ICs), to examine the cause for highest all-India ISM rainfall…

Atmospheric and Oceanic Physics · Physics 2021-01-20 K Rajendran , Sajani Surendran , Stella Jes Varghese , Arindam Chakraborty

Hourly rainfall extremes cause some of the most destructive weather disasters, yet numerical weather prediction models still struggle to forecast them, and a physical basis for their predictability remains unclear. Here, we identify a…

Atmospheric and Oceanic Physics · Physics 2026-03-26 Bijit Kumar Banerjee , Devabrat Sharma , Mahen Konwar , Simanta Das , Utpal Sarma , B. N. Goswami

Scientific basis for long-lead seasonal prediction of Indian summer monsoon rainfall (ISMR) critical for water resource and crop strategy planning is lacking. Using a new predictor discovery method, here we show that the depth of 20 degree…

Atmospheric and Oceanic Physics · Physics 2021-06-14 Devabrat Sharma , Santu Das , B. N. Goswami

The Indian summer monsoon (ISM) and associated monsoon intraseasonal oscillations (MISOs) influence the billions of people living in the Indian subcontinent. This study explores the role of autoconversion parameterization in microphysical…

Atmospheric and Oceanic Physics · Physics 2025-05-08 Ushnanshu Dutta , Moumita Bhowmik , Anupam Hazra , Suryachandra. A. Rao , Jen-Ping Chen

We study the role of galactic cosmic ray (GCR) variability in influencing the rainfall variability in Indian Summer Monsoon Rainfall (ISMR) season. We find that on an average during 'drought' (low ISMR) periods in India, GCR flux is…

Space Physics · Physics 2014-12-03 Badruddin , O. P. M Aslam

Quantifying uncertainties in estimating future hydropower production directly or indirectly affects India's energy security, planning, and management. The chaotic and nonlinear nature of atmospheric processes results in considerable…

Atmospheric and Oceanic Physics · Physics 2022-03-04 Divya Upadhyay , Sudhanshu Dixit , Udit Bhatia

This study assesses a Continuous Data Assimilation (CDA) dynamical-downscaling algorithm for enhancing the simulation of the Indian summer monsoon (ISM) system. CDA is a mathematically rigorous technique that has been recently introduced to…

We have analyzed the teleconnection of total cloud fraction (TCF) with global sea surface temperature (SST) in multi-model ensembles (MME) of the fifth and sixth Coupled Model Intercomparison Projects (CMIP5 and CMIP6). CMIP6-MME has a more…

Atmospheric and Oceanic Physics · Physics 2024-01-15 Ushnanshu Dutta , Anupam Hazra , Hemantkumar S. Chaudhari , Subodh Kumar Saha , Samir Pokhrel , Utkarsh Verma

Reliable prediction of the All India Summer Monsoon Rainfall (AISMR) is pivotal for informed policymaking for the country, impacting the lives of billions of people. However, accurate simulation of AISMR has been a persistent challenge due…

Artificial Intelligence · Computer Science 2024-09-26 Ujjawal Sharma , Madhav Biyani , Akhil Dev Suresh , Debi Prasad Bhuyan , Saroj Kanta Mishra , Tanmoy Chakraborty

What is the role of soil moisture in maintaining the land ITCZ during the active phase of the monsoon? This question has been addressed in this study by using ERA5 reanalysis datasets, and then we evaluate the question in the CFS model-free…

Atmospheric and Oceanic Physics · Physics 2024-07-08 Pratibha Gautam , Rajib Chattopadhyay , Gill Martin , Susmitha Joseph , A. K. Sahai

The Indian Summer Monsoon (ISM) and the West African Monsoon (WAM) are dominant drivers of boreal summer precipitation variability in tropical and subtropical regions. Although the regional precipitation dynamics in these two regions have…

Atmospheric and Oceanic Physics · Physics 2024-05-15 Felix Strnad , Kieran M. R. Hunt , Niklas Boers , Bedartha Goswami

Recent debates over the changing correlation between Indian summer monsoon rainfall (ISMR) and the El Nino-Southern Oscillation (ENSO) have raised inconclusive claims about the stability of the ENSO-Monsoon relationship (EMR) and ISMR…

Atmospheric and Oceanic Physics · Physics 2026-03-23 Devabrat Sharma , Shruti Tandon , Gaurav Chopra , R. I. Sujith , B. N. Goswami

The Indian summer monsoon is a highly complex and critical weather system that directly affects the livelihoods of over a billion people across the Indian subcontinent. Accurate short-term forecasting remains a major scientific challenge…

Machine Learning · Computer Science 2025-07-22 Apoorva Narula , Aastha Jain , Jatin Batra , MN Rajeevan , Sandeep Juneja

In this paper, the complexities in the relationship between rainfall and sea surface temperature (SST) anomalies during the winter monsoon (November-January) over India were evaluated statistically using scatter plot matrices and…

Chaotic Dynamics · Physics 2010-09-28 Goutami Chattopadhyay , Surajit Chattopadhyay , Rajni Jain

Forecasting rainfall in tropical areas is challenging due to complex atmospheric behaviour, elevated humidity levels, and the common presence of convective rain events. In the Indian context, the difficulty is further exacerbated because of…

Machine Learning · Computer Science 2024-04-02 Ajay Devda , Akshay Sunil , Murthy R , B Deepthi
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