A fuzzy c-means approach regionalization for analysis of meteorological drought homogeneous regions in western India

被引:0
作者
Manish Kumar Goyal
Ashutosh Sharma
机构
[1] Indian Institute of Technology,Department of Civil Engineering
来源
Natural Hazards | 2016年 / 84卷
关键词
Regionalization; Drought; Fuzzy; Homogeneity;
D O I
暂无
中图分类号
学科分类号
摘要
Drought is a frequently occurring natural hazard in many parts of the world and affects economy, environment and human lives. In India, the western states are severely affected by droughts. Global warming and climate change is causing more frequent and intense droughts in the region. In the present study, meteorological drought is studied using standardized precipitation index for four different timescales of 1, 3, 6 and 12 months. Drought homogeneous regions are identified over 81 stations in three western states of India using monthly precipitation data from 1901 to 2002. Based on fuzzy c-means clustering algorithm and five cluster validity indices, the optimal number of clusters obtained for 1-, 3-, 6- and 12-month timescales are 4, 5, 3 and 4, respectively. Homogeneity of the clusters is ensured using two L-moment-based homogeneity tests (H-Test). Clusters obtained for different timescales are compared and significant variation in cluster pattern is observed for different timescales. The identified regions are anticipated to assist policy maker in effective planning and management of water resources during drought.
引用
收藏
页码:1831 / 1847
页数:16
相关论文
共 76 条
[1]  
Bezdek JC(2004)Statement on meteorological drought Bull Am Meteorol Soc 85 771-773
[2]  
Bezdek JC(1974)Numerical taxonomy with fuzzy sets J Math Biol 1 57-71
[3]  
Blain GC(1974)Cluster validity with fuzzy sets J Cybern 3 58-72
[4]  
Clausen B(2011)Standardized precipitation index based on Pearson type III distribution Rev Bras Meteorol 26 167-180
[5]  
Pearson CP(1995)Regional frequency analysis of annual maximum streamflow drought J Hydrol 173 111-130
[6]  
Dunn JC(1973)A fuzzy relative of the ISODATA process and its use in detecting compact well-separated clusters J Cybern 3 32-57
[7]  
Goyal MK(2014)Identification of homogeneous rainfall regimes in Northeast Region of India using fuzzy cluster analysis Water Resour Manage 28 4491-4511
[8]  
Gupta V(2012)Downscaling of precipitation on a lake basin: evaluation of rule and decision tree induction algorithms Hydrol Res 43 215-230
[9]  
Goyal MK(1999)Accepting the standardized precipitation index: a calculation algorithm J Am Water Resour As 35 311-322
[10]  
Ojha CSP(2001)On clustering validation techniques J IntellInfSyst 17 107-145