Quantifying CMIP6 models' performance in simulating marine heatwaves over the Indian Ocean region: A comprehensive analysis of key MHW properties and future projections

被引:0
作者
Swetha, S. [1 ,2 ]
Ramesh, K., V [2 ,3 ]
机构
[1] Council Sci & Ind Res Fourth Paradigm Inst CSIR 4P, Earth & Engn Sci Div, Bengaluru 560037, Karnataka, India
[2] Acad Sci & Innovat Res AcSIR, Ghaziabad 201 002, India
[3] CSIR Natl Inst Interdisciplinary Sci & Technol NII, Artificial Intelligence & Machine Learning Unit, Thiruvananthapuram 695019, Kerala, India
关键词
Marine heatwaves; CMIP; 6; Indian Ocean;
D O I
10.1007/s12040-025-02532-2
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
This study quantifies CMIP6 models' performance in simulating marine heatwaves (MHWs) over the Indian Ocean based on MHW properties like frequency, heatdays, and intensity. Spatial and temporal variations were assessed using spatial skill scores (SS score) and M2 scores, with model skills quantified by the performance score (PS), ranging from 0 to 100. The top three qualifying models, CMCC-ESM2, CMCC-CM2-SR5, and GFDL-ESM4, demonstrated notable accuracy in capturing the spatial and temporal features of MHWs close to observations for the period 1981-2014. The models are reliable in simulating the trend in intensity (both mean and maximum intensity) and frequency. However, selected models tended to underestimate MHW properties with a maximum deviation from observations of similar to 62% for MHW frequency and MHW intensity and the least deviation of only similar to 28% for MHW heatdays. Surface flux analysis revealed an overestimation of upwelling latent heat flux, longwave flux, and sensible heat flux, leading to a cold bias, particularly in the Southern Indian Ocean region, which could be a possible reason for the model's underestimation of MHW properties. Future projections for the middle and end century (2041-2100) under SSP585 showed an alarming increase in MHW frequency, heatdays, and intensities, with MHW heatdays reaching a near-permanent state by the end of the century (2100). Over a period of 60 years, the MHW frequency displays an increasing trend of similar to 0.4 events annually, MHW heatdays increasing at similar to 1.5 events annually, MHW maximum intensity increasing at similar to 0.14 degrees C and mean intensity increasing at similar to 0.1 degrees C annually for the highest emission scenario SSP585.
引用
收藏
页数:19
相关论文
共 46 条
  • [1] Marine Heatwaves, Sewage and Eutrophication Combine to Trigger Deoxygenation and Biodiversity Loss: A SW Atlantic Case Study
    Brauko, Kalina M.
    Cabral, Alex
    Costa, Natasha, V
    Hayden, Juliana
    Dias, Carlos E. P.
    Leite, Edilene S.
    Westphal, Renan D.
    Mueller, Carolina M.
    Hall-Spencer, Jason M.
    Rodrigues, Regina R.
    Rorig, Leonardo R.
    Pagliosa, Paulo R.
    Fonseca, Alessandra L.
    Alarcon, Orestes E.
    Hortat, Paulo A.
    [J]. FRONTIERS IN MARINE SCIENCE, 2020, 7
  • [2] Marine heatwaves in the Arabian Sea
    Chatterjee, Abhisek
    Anil, Gouri
    Shenoy, Lakshmi R.
    [J]. OCEAN SCIENCE, 2022, 18 (03) : 639 - 657
  • [3] Probabilistic Projections of Climate Change over China under the SRES A1B Scenario Using 28 AOGCMs
    Chen, Weilin
    Jiang, Zhihong
    Li, Laurent
    [J]. JOURNAL OF CLIMATE, 2011, 24 (17) : 4741 - 4756
  • [4] How fast are the oceans warming?
    Cheng, Lijing
    Abraham, John
    Hausfather, Zeke
    Trenberth, Kevin E.
    [J]. SCIENCE, 2019, 363 (6423) : 128 - 129
  • [5] Mass coral bleaching due to unprecedented marine heatwave in Papahanaumokuakea Marine National Monument (Northwestern Hawaiian Islands)
    Couch, Courtney S.
    Burns, John H. R.
    Liu, Gang
    Steward, Kanoelani
    Gutlay, Tiffany Nicole
    Kenyon, Jean
    Eakin, C. Mark
    Kosaki, Randall K.
    [J]. PLOS ONE, 2017, 12 (09):
  • [6] Successive marine heatwaves cause disproportionate coral bleaching during a fast phase transition from El Nino to La Nina
    Dalton, Steven J.
    Carroll, Andrew G.
    Sampayo, Eugenia
    Roff, George
    Harrison, Peter L.
    Entwistle, Kristina
    Huang, Zhi
    Salih, Anya
    Diamond, Sandra L.
    [J]. SCIENCE OF THE TOTAL ENVIRONMENT, 2020, 715
  • [7] Future evolution of Marine Heatwaves in the Mediterranean Sea
    Darmaraki, Sofia
    Somot, Samuel
    Sevault, Florence
    Nabat, Pierre
    Narvaez, William David Cabos
    Cavicchia, Leone
    Djurdjevic, Vladimir
    Li, Laurent
    Sannino, Gianmaria
    Sein, Dmitry V.
    [J]. CLIMATE DYNAMICS, 2019, 53 (3-4) : 1371 - 1392
  • [8] Di Lorenzo E, 2016, NAT CLIM CHANGE, V6, P1042, DOI [10.1038/nclimate3082, 10.1038/NCLIMATE3082]
  • [9] Overview of the Coupled Model Intercomparison Project Phase 6 (CMIP6) experimental design and organization
    Eyring, Veronika
    Bony, Sandrine
    Meehl, Gerald A.
    Senior, Catherine A.
    Stevens, Bjorn
    Stouffer, Ronald J.
    Taylor, Karl E.
    [J]. GEOSCIENTIFIC MODEL DEVELOPMENT, 2016, 9 (05) : 1937 - 1958
  • [10] Marine heatwaves under global warming
    Frolicher, Thomas L.
    Fischer, Erich M.
    Gruber, Nicolas
    [J]. NATURE, 2018, 560 (7718) : 360 - +