An Application of Cluster Analysis in Investigating Characteristics of the South and Southeast Asian Monsoon Onset in ENSO Years

被引:0
|
作者
Bui-Minh, Tuan [1 ]
Nguyen, Kim-Cuong [1 ]
Van, Doan-Quang [2 ]
Phan-Van, Tan [1 ]
Cong, Thanh [1 ]
Trinh-Minh, Ngoc [1 ]
机构
[1] Vietnam Natl Univ, VNU Univ Sci, 334 Nguyen Trai St, Hanoi 100000, Vietnam
[2] Univ Tsukuba, Ctr Computat Sci, Tsukuba, Japan
来源
SOLA | 2024年 / 20卷
关键词
SUMMER MONSOON; CHINA SEA; EL-NINO; VARIABILITY;
D O I
10.2151/sola.2024-051
中图分类号
P4 [大气科学(气象学)];
学科分类号
0706 ; 070601 ;
摘要
In this study, the characteristics of the South and Southeast Asian summer monsoon onset in ENSO years were re-investigated using clustering analysis. Our approach focuses on detecting synoptic patterns, including identifying the pattern that best represents the monsoon onset condition. By projecting the real atmospheric conditions and their temporal evolutions into a recognizable and interpretable "weather pattern space" by using Self-organizing Maps and k-means, we can track the changing patterns and identify the initial occurrence of deep convection driven by large-scale circulation, which is considered the monsoon onset. The ENSO signal was defined by anomalous sea surface temperature over the Nino 3.4 region. The results revealed that the mean onset timing is later in warm phases than in the cold phases of ENSO. The onset in the warm phases is characterized by greater persistence of the subtropical high over the Vietnam East Sea (VES) and drier conditions over the equatorial Indian Ocean. Additionally, monsoon westerlies and deep convection are found to be weaker during the onset of the warm phases. The proposed approach can be considered a new option, an alternative to enhance the existing monsoon onset detection method and explore its characteristics.
引用
收藏
页码:386 / 391
页数:6
相关论文
共 43 条
  • [21] Diverse skill of seasonal dynamical models in forecasting South Asian monsoon precipitation and the influence of ENSO and IOD
    Stacey, J.
    Salmon, K.
    Janes, T.
    Colman, A.
    Colledge, F.
    Bett, P. E.
    Srinivasan, G.
    Pai, D. S.
    CLIMATE DYNAMICS, 2023, 61 (7-8) : 3857 - 3874
  • [22] Characteristics of the East Asian summer monsoon in the South Sea of Korea during the Little Ice Age
    Kong, Gee Soo
    Kim, Kyong-O
    Kim, Seong-Pil
    QUATERNARY INTERNATIONAL, 2013, 286 : 36 - 44
  • [23] A Regional Climate Response of Middle Eastern, African, and South Asian Monsoon Regions to Explosive Volcanism and ENSO Forcing
    Dogar, Muhammad Mubashar
    Sato, Tomonori
    JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2019, 124 (14) : 7580 - 7598
  • [24] Individual and combined impacts of ENSO and East Asian winter monsoon on the South China Sea cold tongue intensity
    Wang, Zhenzhen
    Wu, Renguang
    CLIMATE DYNAMICS, 2021, 56 (11-12) : 3995 - 4012
  • [25] Impacts of the Wave Train along the Asian Jet on the South China Sea Summer Monsoon Onset
    Li Xu
    Li, Zi-Liang
    ATMOSPHERE, 2021, 12 (09)
  • [26] Modulation of East Asian monsoon strength by ENSO during the warm periods of the late Holocene: Evidence from Porites corals in the northern South China Sea
    Jiang, Leilei
    Yu, Kefu
    Tao, Shichen
    Jiang, Wei
    Wang, Shaopeng
    Li, Yueer
    GLOBAL AND PLANETARY CHANGE, 2023, 225
  • [27] Plausible impact of ENSO on the enhanced correlation of the onset date between the Bay of Bengal and South China sea summer monsoon
    Zeng, Zhenjie
    Guo, Yuanyuan
    Li, Juncong
    Wen, Zhiping
    CLIMATE DYNAMICS, 2024, 62 (07) : 5987 - 6000
  • [28] Disentangling the influence of local and remote anthropogenic aerosols on South Asian monsoon daily rainfall characteristics
    Singh, Deepti
    Bollasina, Massimo
    Ting, Mingfang
    Diffenbaugh, Noah S.
    CLIMATE DYNAMICS, 2019, 52 (9-10) : 6301 - 6320
  • [29] Nonlinear Effects of Coexisting Surface and Atmospheric Forcing of Anthropogenic Absorbing Aerosols: Impact on the South Asian Monsoon Onset
    Lee, Shao-Yi
    Shin, Ho-Jeong
    Wang, Chien
    JOURNAL OF CLIMATE, 2013, 26 (15) : 5594 - 5607
  • [30] Opposite Responses of the Indian Ocean to the Thermal Forcing of the Tibetan Plateau before and after the Onset of the South Asian Monsoon
    Zhao, Yu
    Duan, Anmin
    Wu, Guoxiong
    JOURNAL OF CLIMATE, 2021, 34 (20) : 8389 - 8408