Machine learning-based ensemble of Global climate models and trend analysis for projecting extreme precipitation indices under future climate scenarios

No abstract is available for this paper.

• Publication year

  2025

• Venue

  Environmental Monitoring & Assessment

• Publication date

  2025-08-12

• Fields of study

  Medicine, Computer Science, Environmental Science

• Identifiers
  DOI 10.1007/s10661-025-14469-6PMID 40794215
• External record

  Open on Semantic Scholar

• Source metadata

  Semantic Scholar, PubMed

• No claims are published for this paper.

• No concepts are published for this paper.

• Changes in physical characteristics of extreme rainfall events during the Indian summer monsoon based on downscaled and bias-corrected CMIP6 models

  2025cited by this paper
• Assessing high-resolution precipitation extremes in Central Asia: evaluation and future projections

  2025cited by this paper
• Multi-temporal evaluation of CMIP6 models for maximum temperature in East India: improving climate dynamics understanding

  2025influential reference
• Evaluating the extreme precipitation indices and their impacts in the Volta River Basin in West Africa from a nexus perspective

  2025cited by this paper
• Unveiling climate extremes: A bibliometric odyssey through resilience, adaptation, and sustainable development goal synergies

  2025cited by this paper
• Extreme Weather Patterns in Ethiopia: Analyzing Extreme Temperature and Precipitation Variability

  2025cited by this paper
• The Spatiotemporal Fluctuations of Extreme Rainfall and Their Potential Influencing Factors in Sichuan Province, China, from 1970 to 2022

  2025cited by this paper
• Frontline extension services as a buffer against social vulnerability to climate change: A case study of shifting cultivators in Northeast India.

  2025cited by this paper
• Optimizing the multi-model ensemble of CMIP6 GCMs for climate simulation over Bangladesh

  2025cited by this paper
• Future Climate Projections for Tacna, Peru: Assessing Changes in Temperature and Precipitation

  2025cited by this paper
• A Comparative Approach to Understand the Performance of CMIP6 Models for Maximum Temperature near Tropic of Cancer Using Multiple Machine Learning Ensembles

  2025cited by this paper
• Multi criteria evaluation of downscaled CMIP6 models in predicting precipitation extremes

  2025cited by this paper
• Exploring the spatiotemporal trends of extreme precipitation indices for the continental United States

  2025cited by this paper
• On the heat waves over India and their future projections under different SSP scenarios from CMIP6 models

  2024cited by this paper
• Performance evaluation of CMIP6 in simulating extreme precipitation in Madagascar

  2024cited by this paper
• Aerosol atmospheric rivers: patterns, impacts, and societal insights.

  2024cited by this paper
• The Influence of Land Use and Land Cover Transitions on Hydrology in a Tropical River Basin of Southwest India

  2024influential reference
• Determine the best method for analysing long-term (120 years) annual and seasonal rainfall trends in four east India river basins

  2024cited by this paper
• Identifying and ranking of CMIP6-global climate models for projected changes in temperature over Indian subcontinent

  2024cited by this paper
• Spatio-temporal Variability of Trends in Extreme Climatic Indices across India

  2024cited by this paper
• Time series trend analysis and forecasting of climate variability using deep learning in Thailand

  2024cited by this paper
• Temperature extremes Projections over Bangladesh from CMIP6 Multi-model Ensemble

  2024cited by this paper
• Ranking of CMIP 6 climate models in simulating precipitation over India

  2024cited by this paper
• A systematic review of regional and global climate extremes in CMIP6 models under shared socio-economic pathways

  2024cited by this paper
• Selection of optimum GCMs through Bayesian networks for developing improved machine learning based multi-model ensembles of precipitation and temperature

  2024cited by this paper
• Unveiling Tomorrow’s Deluge: Investigating Precipitation Extremes in the Brahmaputra River Basin Using NEX-GDDP Datasets

  2024cited by this paper
• Evaluation of the performance of CMIP6 models in simulating extreme precipitation and its projected changes in global climate regions

  2024cited by this paper
• Evaluating extreme climatic indices in a mountainous region using satellite data: a framework to advance climate resilience and sustainable development

  2024cited by this paper
• Multi-Model Ensemble Machine Learning Approaches to Project Climatic Scenarios in a River Basin in the Pyrenees

  2024cited by this paper
• Long-term changes in tropospheric temperature in India: Insights from radiosonde measurements, reanalysis data and CMIP6 model projections

  2024cited by this paper
• Joint probabilistic behaviour of climate extremes over the Godavari River basin, India

  2024influential reference
• Longitudinal assessment of extreme climate events in Kinnaur district, Himachal Pradesh, north-western Himalaya, India

  2024cited by this paper
• Investigation of meteorological variables and associated extreme events over North-East India and its adjoining areas using high-resolution IMDAA reanalysis

  2024cited by this paper
• Past and future joint return period of precipitation extremes over South Asia and Southeast Asia

  2024cited by this paper
• Spatial and temporal variations in temperature and precipitation trends in South Korea over the past half-century (1974–2023) using innovative trend analysis

  2024cited by this paper
• Assessment for the response and uncertainty of energy poverty to climate extremes in China

  2024cited by this paper
• Trend analysis of extreme rainfall indices from CHIRPS precipitation estimates over the Lake Tana sub-basin, Abbay Basin of Ethiopia

  2024cited by this paper
• Monitoring climate change vulnerability in the Himalayas

  2024cited by this paper
• Detection of Climate Non Stationarity of Indian Rainfall Using Innovative Trend Family of Techniques

  2024cited by this paper
• CMIP6 Model Evaluation for Mean and Extreme Precipitation Over India

  2024cited by this paper
• Spatio-temporal distribution of intensity and frequency of extreme temperature events over Nigeria

  2024cited by this paper
• Assessment of CMIP6 GCMs for selecting a suitable climate model for precipitation projections in Southern Thailand

  2024cited by this paper
• Multi-criteria evaluation of CMIP6 precipitation and temperature simulations over Iran

  2024cited by this paper
• A comparative study of TOPSIS‐based GCMs selection and multi‐model ensemble

  2023cited by this paper
• Identification of Best CMIP6 Global Climate Model for Rainfall by Ensemble Implementation of MCDM Methods and Statistical Inference

  2023influential reference
• Editorial: Climate change and stress mitigation strategy in plants

  2023cited by this paper
• Exploring temperature dynamics in Madhya Pradesh: a spatial-temporal analysis

  2023cited by this paper
• Climate Change 2021 – The Physical Science Basis

  2023cited by this paper
• The effectiveness of machine learning‐based multi‐model ensemble predictions of CMIP6 in Western Ghats of India

  2023influential reference
• Changes in atmospheric moisture transport over tropical South America: an analysis under a climate change scenario

  2023cited by this paper
• Multi-criteria evaluation of satellite-based precipitation estimates over agro-climatic zones of India

  2023cited by this paper
• Potential of Artificial Intelligence-Based Techniques for Rainfall Forecasting in Thailand: A Comprehensive Review

  2023cited by this paper
• Assessment and prediction of regional climate based on a multimodel ensemble machine learning method

  2023cited by this paper
• Precipitation trend identification with a modified innovative trend analysis technique over Lake Issyk-Kul, Kyrgyzstan

  2023cited by this paper
• Adapting to sea level rise: participatory, solution-oriented policy tools in vulnerable Mediterranean areas

  2023cited by this paper
• Climate indices and drought characteristics in the river catchments of Western Ghats of India

  2023influential reference
• Risk attachment Sen’s Slope calculation in hydrometeorological trend analysis

  2023cited by this paper
• Application of MK trend and test of Sen's slope estimator to measure impact of climate change on the adoption of conservation agriculture in Ethiopia

  2023cited by this paper
• Analysing diurnal temperature range and extreme temperature events over Delhi and Mumbai mega cities

  2023cited by this paper
• Characterizing the spatio-temporal distribution, detection, and prediction of aerosol atmospheric rivers on a global scale.

  2023cited by this paper
• Extreme precipitation indices over India using CMIP6: a special emphasis on the SSP585 scenario

  2023cited by this paper
• Assessment on the Climate Change Impact Using CMIP6

  2023cited by this paper
• Large-scale atmospheric teleconnections and spatiotemporal variability of extreme rainfall indices across India

  2023cited by this paper
• pymcdm - The universal library for solving multi-criteria decision-making problems

  2023cited by this paper
• Spatio-temporal patterns of precipitation in arid and semi-arid regions in western India

  2023cited by this paper
• Current and Future Climate Extremes Over Latin America and Caribbean: Assessing Earth System Models from High Resolution Model Intercomparison Project (HighResMIP)

  2022cited by this paper
• Deciphering the projected changes in CMIP-6 based precipitation simulations over the Krishna River Basin

  2022cited by this paper
• Analysis of temperature variability utilising Mann–Kendall and Sen's slope estimator tests in the Accra and Kumasi Metropolises in Ghana

  2022cited by this paper
• Extreme indices of temperature and precipitation in South America: trends and intercomparison of regional climate models

  2022cited by this paper
• Spatio‐Temporal Changes in Extreme Rainfall Events Over Different Indian River Basins

  2022cited by this paper
• Defining a Sustainable Development Target Space for 2030 and 2050

  2022cited by this paper
• Ranking of general circulation models for the Surat City by using a hybrid approach

  2022cited by this paper
• Uncertainties in evapotranspiration projections associated with estimation methods and CMIP6 GCMs for South Korea.

  2022cited by this paper
• Precipitation and temperature extremes and association with large-scale climate indices: An observational evidence over India

  2022cited by this paper
• Impact of recent climate change on corn, rice, and wheat in southeastern USA

  2022cited by this paper
• Climate change and its impacts on Vietnam agriculture: A macroeconomic perspective

  2022cited by this paper
• Ranking of CMIP6 based High-resolution Global Climate Models for India using TOPSIS

  2022cited by this paper
• Long-term trends in daily extreme air temperature indices in Ireland from 1885-2018

  2022cited by this paper
• Evaluation of the CMIP6 Precipitation Simulations Over Global Land

  2022cited by this paper
• NASA Global Daily Downscaled Projections, CMIP6

  2022cited by this paper
• Simulation and projection of climate extremes in China by multiple CMIP6 models

  2022cited by this paper
• Assessment of spatio-temporal trends of satellite-based aerosol optical depth using Mann–Kendall test and Sen’s slope estimator model

  2022cited by this paper
• A review of the global climate change impacts, adaptation, and sustainable mitigation measures

  2022cited by this paper
• Moisture transport enhanced by the nocturnal low level jet in association with the passage of a monsoon depression over the Indian subcontinent

  2022cited by this paper
• Improving multiple model ensemble predictions of daily precipitation and temperature through machine learning techniques

  2022influential reference
• Impact of climate change on runoff regime of the Godavari River in India

  2022cited by this paper
• A multimodel ensemble machine learning approach for CMIP6 climate model projections in an Indian River basin

  2022influential reference
• Ranking of downscaled CMIP5 and CMIP6 GCMs at a basin scale: case study of a tropical river basin on the South West coast of India

  2022cited by this paper
• Evapotranspiration Response to Climate Change in Semi-Arid Areas: Using Random Forest as Multi-Model Ensemble Method

  2021cited by this paper
• Assessing Normalization Techniques for Simple Additive Weighting Method

  2021cited by this paper
• Innovative trend analysis of annual precipitation in Serbia during 1946–2019

  2021cited by this paper
• Changes in the drought condition over northern East Asia and the connections with extreme temperature and precipitation indices

  2021cited by this paper
• Materials selection method using TOPSIS with some popular normalization methods

  2021cited by this paper
• Trend Analysis of the Variations of Ambient Temperature Using Mann-Kendall Test and Sen’s Estimate in Calabar, Southern Nigeria

  2021cited by this paper
• Impact of Madden-Julian oscillations on the Indian summer monsoon sub-divisional rainfalls

  2021cited by this paper
• Simulation of Indian summer monsoon rainfall, interannual variability and teleconnections: evaluation of CMIP6 models

  2021cited by this paper
• A novel framework for risk assessment and resilience of critical infrastructure towards climate change

  2021cited by this paper
• Trends in extreme climate indices in Cherrapunji for the period 1979 to 2020

  2021influential reference
• Spatial Variations and Long-Term Trends (1901–2013) of Rainfall Across Uttarakhand Himalaya, India

  2021cited by this paper
• Rainfall trend analysis using Mann-Kendall and Sen’s slope estimator test in West Kalimantan

  2021cited by this paper

• Hourly and quarter-hourly future precipitation trends and their implications in climatic change of Athens (Greece), Bogota (Colombia), Delhi (India), Rome (Italy), and Tokyo (Japan)

  2026cites this paper