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首页> 外文期刊>International Journal of Climatology: A Journal of the Royal Meteorological Society >Trend analysis of rainfall in four meteorological subdivisions of southern India using nonparametric methods and discrete wavelet transforms
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Trend analysis of rainfall in four meteorological subdivisions of southern India using nonparametric methods and discrete wavelet transforms

机译:应用非参数方法和离散小波变换分析印度南部四个气象分区的降雨趋势

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摘要

In recent times, trend analysis and change point detection in hydroclimatic variables receiving significant attention due to climate change and its socioeconomic consequences. In this study, long-term trends of rainfall in four subdivisions of southern India namely Kerala, Tamil Nadu, North Interior (NI) Karnataka and Telangana regions are analysed using linear regression, nonparametric Mann-Kendall (MK) test and Sen's slope estimator methods. Trend analysis of annual rainfall time series shows an increasing trend in three subdivisions - Tamil Nadu, NI Karnataka and Telangana, and a decreasing trend in Kerala subdivision. Further the sequential change in trend of annual and seasonal rainfalls in the four subdivisions is conducted using sequential MK (SQMK) method. The SQMK analysis shows an early divergence of progressive and retrograde modes of post-monsoon rainfall of Kerala and winter rainfall of Telangana subdivisions. Further it is observed that among different seasonal rainfalls, the post-monsoon rainfall of Kerala subdivision shows a statistically significant increase in the recent past. Then the trend analysis based on discrete wavelet transform (DWT) in conjunction with SQMK method is performed on the post-monsoon rainfall time series of Kerala subdivision, and the results show that there is a dominancy of short-term periodicity of less than a decade in the subdivision.
机译:近年来,由于气候变化及其社会经济后果,水文气候变量的趋势分析和变化点检测受到了广泛关注。在这项研究中,使用线性回归,非参数Mann-Kendall(MK)检验和Sen斜率估计方法分析了印度南部四个分区(喀拉拉邦,泰米尔纳德邦,北内陆(NI)卡纳塔克邦和Telangana)的长期降雨趋势。年度降雨时间序列的趋势分析显示,泰米尔纳德邦,NI卡纳塔克邦和特兰甘纳邦三个分区的增长趋势,而喀拉拉邦分区的下降趋势。此外,使用顺序MK(SQMK)方法进行四个分区中年度和季节降雨趋势的顺序变化。 SQMK分析显示喀拉拉邦季风后降雨与Telangana分区冬季降雨的渐进和逆行模式有早期差异。进一步观察到,在不同的季节降雨中,喀拉拉分区的季风后降雨在最近的过去有统计上的显着增加。然后,对喀拉拉邦季风后降雨时间序列进行了基于离散小波变换(DWT)结合SQMK方法的趋势分析,结果表明短期周期的主导地位小于十年在细分中。

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