Future transition in climate extremes over Western Ghats of India based on CMIP6 models

dc.contributor.authorShetty, S.
dc.contributor.authorUmesh, P.
dc.contributor.authorShetty, A.
dc.date.accessioned2026-02-04T12:26:36Z
dc.date.issued2023
dc.description.abstractThe effect of climate change on the tropical river catchments in the Western Ghats of India is studied using the Coupled Model Intercomparison Project-6 data (CMIP-6). Multi-model ensembles of rainfall and temperature are constructed using the Random Forest ensemble technique for bias-corrected GCMs in the near future (2014–2050) and far future (2051–2100) horizons. For the two catchments each in the southern, central, and northern Ghats, the trend in minimum and maximum temperatures, precipitation, and other indices are calculated. By 2100, dry sub-humid and humid catchments will see a higher increase in mean annual temperature than per-humid central catchments. In future decades, the warm days and nights increase by 45–50% and 40–70%, respectively, with twofold warming in the winter season. Under a climate change scenario, annual rainfall increases in Vamanapuram, Ulhas, and Purna, while Chaliyar, Netravati, and Aghanashini catchments experience a decrease in rainfall in the far future with an increase in pre-monsoon rainfall. The southern catchments are anticipated to have contrasting variations in the rainfall extremes; northern catchments face a substantial increase in very wet to extremely wet days and medium to heavy rainfall. In all catchments (excluding Vamanapuram), cumulative wet days increase with a decrease in cumulative dry days. After the mid-twenty-first century, humid to per-humid catchments encompass an increase in cool nights, whereas it disappears in dry sub-humid catchments of the Ghat. Interestingly, warming tendencies begin to slow down after 2050. This investigation can assist in comprehending the regional climate extremes in the Western Ghats to formulate better climate risk planning and adaptation strategies. © 2023, The Author(s), under exclusive licence to Springer Nature Switzerland AG.
dc.identifier.citationEnvironmental Monitoring and Assessment, 2023, 195, 5, pp. -
dc.identifier.issn1676369
dc.identifier.urihttps://doi.org/10.1007/s10661-023-11090-3
dc.identifier.urihttps://idr.nitk.ac.in/handle/123456789/21902
dc.publisherSpringer Science and Business Media Deutschland GmbH
dc.subjectCatchments
dc.subjectClimate models
dc.subjectForestry
dc.subjectRain
dc.subjectRunoff
dc.subject'Dry' [
dc.subjectClimate extremes
dc.subjectCMIP6
dc.subjectCoupled Model Intercomparison Project
dc.subjectETCCDI index
dc.subjectRandom forests
dc.subjectRiver catchment
dc.subjectSub-humid
dc.subjectTropical rivers
dc.subjectWestern ghats
dc.subjectClimate change
dc.subjectrain
dc.subjectair temperature
dc.subjectclimate change
dc.subjectclimate modeling
dc.subjectCMIP
dc.subjectextreme event
dc.subjectmachine learning
dc.subjectrainfall
dc.subjectArticle
dc.subjectcatchment area
dc.subjectclimate model
dc.subjectclimate warming
dc.subjectenvironmental temperature
dc.subjecthumidity
dc.subjectIndia
dc.subjectprecipitation
dc.subjectrainy season
dc.subjectrandom forest
dc.subjectriver basin
dc.subjectsupport vector machine
dc.subjectwinter
dc.subjectenvironmental monitoring
dc.subjectriver
dc.subjectseason
dc.subjecttemperature
dc.subjectWestern Ghats
dc.subjectClimate Change
dc.subjectEnvironmental Monitoring
dc.subjectRivers
dc.subjectSeasons
dc.subjectTemperature
dc.titleFuture transition in climate extremes over Western Ghats of India based on CMIP6 models

Files

Collections