Clusters of Regional Precipitation Seasonality Change in the Community Earth System Model, Version 2

被引:0
作者
Swenson, Leif M. [1 ]
Ullrich, Paul A. [1 ,2 ]
机构
[1] Univ Calif Davis, Dept Land & Air & Water Resources, Davis, CA 95616 USA
[2] Lawrence Livermore Natl Lab, Phys & Life Sci Div, Livermore, CA USA
关键词
Seasonal cycle; Precipitation; Clustering; Neural networks; Climate models; Climate classification/regimes fi cation/regimes; TROPICAL CYCLONES; MONSOON RAINFALL; CLIMATOLOGY; VARIABILITY; SATELLITE; IMPACT; RIVER;
D O I
10.1175/JCLI-D-24-0133.1
中图分类号
P4 [大气科学(气象学)];
学科分类号
0706 ; 070601 ;
摘要
The likely changes to precipitation seasonality with warming are both impactful and not well understood. This work aims to describe areas that experience similar changes to seasonal precipitation irrespective of the original underlying precipitation seasonality. We train a self-organizing map on the difference between the seasonal cycle of precipitation in the past and in a high-warming future climate as represented by the Community Earth System Model, version 2, to create regions with similar changes in precipitation seasonality. This method is applied separately over land and ocean surfaces because of the differing processes leading to precipitation over each. This method indicates that future changes in seasonal precipitation are most varied in the tropics because of a southward shift in the intertropical convergence zone. The seasonal shifts found over midlatitude oceans indicate a poleward shift in atmospheric river activity. We fi nd a correspondence between certain land-based precipitation changes and Ko<spacing diaeresis>ppen <spacing diaeresis> ppen climate classification. fi cation. The seasonality of large-scale and convective precipitation is examined for each region. The relationship between the seasonal changes to precipitation and associated atmospheric processes is discussed. These processes include atmospheric rivers, the intertropical convergence zone, tropical cyclones, and monsoons.
引用
收藏
页码:5465 / 5482
页数:18
相关论文
共 50 条
  • [41] Implementation and Initial Evaluation of the Glimmer Community Ice Sheet Model in the Community Earth System Model
    Lipscomb, William H.
    Fyke, Jeremy G.
    Vizcaino, Miren
    Sacks, William J.
    Wolfe, Jon
    Vertenstein, Mariana
    Craig, Anthony
    Kluzek, Erik
    Lawrence, David M.
    JOURNAL OF CLIMATE, 2013, 26 (19) : 7352 - 7371
  • [42] Characterizing Tropical Cyclones in the Energy Exascale Earth System Model Version 1
    Balaguru, Karthik
    Leung, L. Ruby
    Van Roekel, Luke P.
    Golaz, Jean-Christophe
    Ullrich, Paul A.
    Caldwell, Peter M.
    Hagos, Samson M.
    Harrop, Bryce E.
    Mametjanov, Azamat
    JOURNAL OF ADVANCES IN MODELING EARTH SYSTEMS, 2020, 12 (08)
  • [43] Present-day and future Greenland Ice Sheet precipitation frequency from CloudSat observations and the Community Earth System Model
    Lenaerts, Jan T. M.
    Camron, M. Drew
    Wyburn-Powell, Christopher R.
    Kay, Jennifer E.
    CRYOSPHERE, 2020, 14 (07) : 2253 - 2265
  • [44] Impacts of Nudged Sea Surface Temperature on Tropical Precipitation, Moisture, and Vertical Velocity in an Earth System Model
    Kong, Xianghui
    Jin, Jiangbo
    Wang, Aihui
    Dong, Xiao
    Bi, Xunqiang
    Zhang, He
    JOURNAL OF CLIMATE, 2024, 37 (02) : 457 - 473
  • [45] A dissection of the surface temperature biases in the Community Earth System Model
    Park, Tae-Won
    Deng, Yi
    Cai, Ming
    Jeong, Jee-Hoon
    Zhou, Renjun
    CLIMATE DYNAMICS, 2014, 43 (7-8) : 2043 - 2059
  • [46] Community Integrated Earth System Model (CIESM): Description and Evaluation
    Lin, Yanluan
    Huang, Xiaomeng
    Liang, Yishuang
    Qin, Yi
    Xu, Shiming
    Huang, Wenyu
    Xu, Fanghua
    Liu, Li
    Wang, Yong
    Peng, Yiran
    Wang, Lanning
    Xue, Wei
    Fu, Haohuan
    Zhang, Guang Jun
    Wang, Bin
    Li, Ruizhe
    Zhang, Cheng
    Lu, Hui
    Yang, Kun
    Luo, Yong
    Bai, Yuqi
    Song, Zhenya
    Wang, Minqi
    Zhao, Wenjie
    Zhang, Feng
    Xu, Jingheng
    Zhao, Xi
    Lu, Chunsong
    Chen, Yizhao
    Luo, Yiqi
    Hu, Yong
    Tang, Qiang
    Chen, Dexun
    Yang, Guangwen
    Gong, Peng
    JOURNAL OF ADVANCES IN MODELING EARTH SYSTEMS, 2020, 12 (08)
  • [47] Spatial Decomposition of Climate Feedbacks in the Community Earth System Model
    Gettelman, A.
    Kay, J. E.
    Fasullo, J. T.
    JOURNAL OF CLIMATE, 2013, 26 (11) : 3544 - 3561
  • [48] Taiwan Earth System Model Version 1: description and evaluation of mean state
    Lee, Wei-Liang
    Wang, Yi-Chi
    Shiu, Chein-Jung
    Tsai, I-chun
    Tu, Chia-Ying
    Lan, Yung-Yao
    Chen, Jen-Ping
    Pan, Hau-Lu
    Hsu, Huang-Hsiung
    GEOSCIENTIFIC MODEL DEVELOPMENT, 2020, 13 (09) : 3887 - 3904
  • [49] Representing subgrid convective initiation in the Community Earth System Model
    Tawfik, Ahmed B.
    Lawrence, David M.
    Dirmeyer, Paul A.
    JOURNAL OF ADVANCES IN MODELING EARTH SYSTEMS, 2017, 9 (03): : 1740 - 1758
  • [50] Investigating soil moisture-climate interactions with prescribed soil moisture experiments: an assessment with the Community Earth System Model (version 1.2)
    Hauser, Mathias
    Orth, Rene
    Seneviratne, Sonia I.
    GEOSCIENTIFIC MODEL DEVELOPMENT, 2017, 10 (04) : 1665 - 1677