A new approach for seasonal prediction using the coupled model CFSv2 with special emphasis on Indian Summer Monsoon

被引:1
|
作者
Fousiya, T. S. [1 ]
Gnanaseelan, Chellappan [1 ]
Halder, Subrota [1 ,2 ]
Kakatkar, Rashmi [1 ]
Chowdary, Jasti S. [1 ]
Darshana, Patekar [1 ,2 ]
Parekh, Anant [1 ]
机构
[1] Indian Inst Trop Meteorol, Minist Earth Sci, Pune 411008, India
[2] Savitribai Phule Pune Univ, Dept Atmospher & Space Sci, Pune, India
关键词
coupled model NCEP-CFSv2; ENSO; Indian Summer Monsoon; initial shock; initialization strategy; prediction; seasonal forecast; SUBSURFACE TEMPERATURE BIAS; FORECAST SYSTEM; INTERANNUAL VARIABILITY; CLIMATE MODEL; NCEP CFSV2; DRY BIAS; SEA-ICE; OCEAN; RAINFALL; SIMULATION;
D O I
10.1002/joc.8126
中图分类号
P4 [大气科学(气象学)];
学科分类号
0706 ; 070601 ;
摘要
Predicting Indian Summer Monsoon (ISM) is a challenging task due to its complexity and nonlinear interactions. Any improvement in the seasonal prediction skill of models would highly benefit a large population and the economy. In this context, three sets of hindcast experiments are carried out for 9 months each, for the period 1993-2019, using the National Centers for Environmental Prediction-Climate Forecast System version 2 (NCEP-CFSv2). The experiments differ from each other in the way they are initialized: one is initialized in February (FebIC), and the second in May (MayIC), whereas in the third one (Exp), ocean is initialized in February and allowed to evolve but the atmosphere reinitialized every month up to May. So, hindcasts of Exp are from the pre-evolved ocean with realistic atmospheric initial conditions of May. The representation of mean tropical Indo-Pacific Sea surface temperature (SST), Walker circulation, mean monsoon circulation and moisture transport to Indian landmass are better represented in Exp. The ISM rainfall prediction (interannual) skill improved in Exp as compared to FebIC and MayIC over central India, Indian land mass and extended monsoon region. The initialization strategy adopted in Exp reduces the model initial shocks especially in the upper ocean heat content and SST over the Indo-Pacific region, thereby offering a cost-effective alternative approach for reduction of the initial shock. The well-known cold tongue SST bias over the equatorial Pacific in MayIC is reduced significantly in Exp with improved monsoon teleconnections and the overdependence of ISM rainfall on El Nino Southern Oscillation in MayIC is also reduced in Exp.
引用
收藏
页码:4944 / 4964
页数:21
相关论文
共 50 条
  • [21] Influence of Eurasian snow on Indian summer monsoon in NCEP CFSv2 freerun
    Subodh K. Saha
    Samir Pokhrel
    Hemantkumar S. Chaudhari
    Climate Dynamics, 2013, 41 : 1801 - 1815
  • [22] Inter-comparison of two regional climate models (RegCM and WRF) in downscaling CFSv2 for the seasonal prediction of Indian summer monsoon
    Manas Ranjan Mohanty
    Uma Charan Mohanty
    Theoretical and Applied Climatology, 2023, 151 : 99 - 114
  • [23] Inter-comparison of two regional climate models (RegCM and WRF) in downscaling CFSv2 for the seasonal prediction of Indian summer monsoon
    Mohanty, Manas Ranjan
    Mohanty, Uma Charan
    THEORETICAL AND APPLIED CLIMATOLOGY, 2023, 151 (1-2) : 99 - 114
  • [24] Coupled Land-Atmosphere Regional Model Reduces Dry Bias in Indian Summer Monsoon Rainfall Simulated by CFSv2
    Devanand, Anjana
    Roxy, Mathew Koll
    Ghosh, Subimal
    GEOPHYSICAL RESEARCH LETTERS, 2018, 45 (05) : 2476 - 2486
  • [25] Prediction and monitoring of monsoon intraseasonal oscillations over Indian monsoon region in an ensemble prediction system using CFSv2
    Abhilash, S.
    Sahai, A. K.
    Borah, N.
    Chattopadhyay, R.
    Joseph, S.
    Sharmila, S.
    De, S.
    Goswami, B. N.
    Kumar, Arun
    CLIMATE DYNAMICS, 2014, 42 (9-10) : 2801 - 2815
  • [26] Prediction and monitoring of monsoon intraseasonal oscillations over Indian monsoon region in an ensemble prediction system using CFSv2
    S. Abhilash
    A. K. Sahai
    N. Borah
    R. Chattopadhyay
    S. Joseph
    S. Sharmila
    S. De
    B. N. Goswami
    Arun Kumar
    Climate Dynamics, 2014, 42 : 2801 - 2815
  • [27] Impact of Land Surface Initialization and Land-Atmosphere Coupling on the Prediction of the Indian Summer Monsoon with the CFSv2
    Haider, Subhadeep
    Dirmeyer, Paul A.
    Marx, Lawrence
    Kinter, James L., III
    FRONTIERS IN ENVIRONMENTAL SCIENCE, 2018, 5
  • [28] Seasonal prediction of Indian summer monsoon in NCEP coupled and uncoupled model
    Hemantkumar S. Chaudhari
    Samir Pokhrel
    Sachiko Mohanty
    Subodh K. Saha
    Theoretical and Applied Climatology, 2013, 114 : 459 - 477
  • [29] Seasonal prediction of Indian summer monsoon in NCEP coupled and uncoupled model
    Chaudhari, Hemantkumar S.
    Pokhrel, Samir
    Mohanty, Sachiko
    Saha, Subodh K.
    THEORETICAL AND APPLIED CLIMATOLOGY, 2013, 114 (3-4) : 459 - 477
  • [30] Why is the Indian summer monsoon in CFSv2 hypersensitive to moisture exchange with the Pacific Ocean?
    Singhai, Priyanshi
    Chakraborty, Arindam
    Rajendran, Kavirajan
    Surendran, Sajani
    CLIMATE DYNAMICS, 2023, 61 (9-10) : 4515 - 4531