Distribution and Prediction of Monsoon Rainfall in Homogeneous Regions of India: A Stochastic Approach

被引:3
|
作者
Murthy, Kaipa Viswanath Narasimha [1 ]
Kumar, G. Kishore [2 ]
机构
[1] Madanapalle Inst Technol & Sci, Dept Math, Madanapalle 517325, India
[2] Savitribai Phule Pune Univ, Dept Atmospher & Space Sci, Pune 411007, Maharashtra, India
关键词
Monsoon rainfall; ANOM; probability distributions; STSM; model diagnostics; SUMMER MONSOON; VARIABILITY; POINTS;
D O I
10.1007/s00024-022-03042-8
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
The economy of India is closely and vitally linked with the rainfall during the southwest monsoon season, which occurs from June to September. Here, a comprehensive analysis has been carried out to understand the variations and distribution of southwest monsoon rainfall over different meteorologically homogeneous regions in India using the long-term monsoon rainfall data from 1951 to 2020. Analysis of means (ANOM), a graphical procedure, has been used for this study, and an attempt has been made to characterize the distribution of monsoon rainfall for different regions using univariate probability distributions based on goodness-of-fit tests. Analysis reveals that Northwest India (NWI) and South Peninsular India (SPI) undergo a downward trend, with NWI receiving less monsoon rainfall than SPI. In contrast, the East and Northeast India (ENEI) region shows an upward trend and receives the most significant monsoon rainfall. At the same time, Central India (CI) shows an upward trend and receives consistent monsoon rainfall. The Weibull distribution is a suitable probability function for characterizing rainfall distribution over all homogeneous regions. The Gumbel distribution is also suitable for NWI. Structural time series modeling (STSM), with the hidden components of deterministic trend, deterministic cycle, and stochastic irregular component, is highly effective for modeling and predicting the amount of monsoon rainfall in various meteorological regions of India. A decrease in the amount of monsoon rainfall is predicted for ENEI and CI, whereas the NWI and SPI regions will receive slightly increased monsoon rainfall. A significant decreasing trend in monsoon rainfall is observed for CI. This study is helpful for assessing flood or drought situations and undertaking necessary planning.
引用
收藏
页码:2577 / 2590
页数:14
相关论文
共 50 条
  • [21] Deep learning for predicting the monsoon over the homogeneous regions of India
    Saha, Moumita
    Mitra, Pabitra
    Nanjundiah, Ravi S.
    JOURNAL OF EARTH SYSTEM SCIENCE, 2017, 126 (04)
  • [22] Quantifying the role of antecedent Southwestern Indian Ocean capacitance on the summer monsoon rainfall variability over homogeneous regions of India
    Venugopal Thandlam
    Hasibur Rahaman
    Anna Rutgersson
    Erik Sahlee
    M. Ravichandran
    S. S. V. S. Ramakrishna
    Scientific Reports, 13
  • [23] Quantifying the role of antecedent Southwestern Indian Ocean capacitance on the summer monsoon rainfall variability over homogeneous regions of India
    Thandlam, Venugopal
    Rahaman, Hasibur
    Rutgersson, Anna
    Sahlee, Erik
    Ravichandran, M.
    Ramakrishna, S. S. V. S.
    SCIENTIFIC REPORTS, 2023, 13 (01)
  • [24] Projected changes in rainfall and temperature over homogeneous regions of India
    Patwardhan, Savita
    Kulkarni, Ashwini
    Rao, K. Koteswara
    THEORETICAL AND APPLIED CLIMATOLOGY, 2018, 131 (1-2) : 581 - 592
  • [25] Sea surface temperatures of different Nino regions over equatorial Pacific Ocean and linkages with summer monsoon rainfall in India and its homogeneous regions
    Bhatla, R.
    Yadav, Harikesh
    Dani, Babita
    Mandal, B.
    JOURNAL OF INDIAN GEOPHYSICAL UNION, 2019, 23 (03): : 249 - 257
  • [26] Projected changes in rainfall and temperature over homogeneous regions of India
    Savita Patwardhan
    Ashwini Kulkarni
    K. Koteswara Rao
    Theoretical and Applied Climatology, 2018, 131 : 581 - 592
  • [27] On the variability and prediction of rainfall in the post-monsoon season over India
    Singh, N
    Sontakke, NA
    INTERNATIONAL JOURNAL OF CLIMATOLOGY, 1999, 19 (03) : 309 - 339
  • [28] PREDICTION OF 10-DAY SUMMER MONSOON RAINFALL OVER INDIA
    SINGH, SV
    MOOLEY, DA
    PRASAD, KD
    ARCHIV FUR METEOROLOGIE GEOPHYSIK UND BIOKLIMATOLOGIE SERIE A-METEOROLOGIE UND GEOPHYSIK, 1978, 27 (3-4): : 317 - 331
  • [29] Monthly prediction of rainfall over India and its homogeneous zones during monsoon season: a supervised principal component regression approach on general circulation model products
    Nair, Archana
    Mohanty, U. C.
    Acharya, Nachiketa
    THEORETICAL AND APPLIED CLIMATOLOGY, 2013, 111 (1-2) : 327 - 339
  • [30] Monthly prediction of rainfall over India and its homogeneous zones during monsoon season: a supervised principal component regression approach on general circulation model products
    Archana Nair
    U. C. Mohanty
    Nachiketa Acharya
    Theoretical and Applied Climatology, 2013, 111 : 327 - 339