Arid
DOI10.2298/IJGI1901017L
DROUGHT ASSESSMENT IN VOJVODINA (SERBIA) USING K-MEANS CLUSTER ANALYSIS
Lescesen, Igor; Dolinaj, Dragan; Pantelic, Milana; Popov, Srdan
通讯作者Lescesen, I
来源期刊JOURNAL OF THE GEOGRAPHICAL INSTITUTE JOVAN CVIJIC SASA
ISSN0350-7599
EISSN1821-2808
出版年2019
卷号69期号:1页码:17-27
英文摘要Droughts are natural hazards that endanger the safety of population, their property and can create serious agricultural and ecological problems over the affected region. An analysis of the Standardized Precipitation Index (SPI) was performed by using the database of sixty years (1956-2016) of the monthly precipitation for the nine meteorological stations in Vojvodina region (Serbia). The SPI has been used for drought determination. The present study investigates the application of k-means clustering methods on the SPI at the 12-month timescale values to detect distinct drought clusters. For the purpose of determining the optimal number of clusters, the Gap Statistics was used. The results show that the total of four clusters (regions) can be identified in Vojvodina: three stations are listed in region 1 (Sombor, Palic, and Novi Sad), two stations in region 2 (Bad and Sremska Mitrovica), region 3 is a single-station region (Bela Crkva), while in region 4, three stations are grouped (Kikinda, Zrenjanin, and Vrac). The Mann-Kendall test has shown that only in region 1 there is a trend in SPI values ranging from arid towards more humid conditions in the 1956-2016 period. In other regions no trend was observed in the data series. These results could contribute to water resources and agricultural planning and management in Vojvodina region and also confirm the usefulness of clustering methods for drought regionalization.
英文关键词SPI droughts k-means regionalization Vojvodina
类型Article
语种英语
开放获取类型DOAJ Gold
收录类别ESCI
WOS记录号WOS:000465325800002
WOS关键词STANDARDIZED PRECIPITATION INDEX ; REGIONALIZATION ; SPI
WOS类目Geography
WOS研究方向Geography
资源类型期刊论文
条目标识符http://119.78.100.177/qdio/handle/2XILL650/333495
作者单位[Lescesen, Igor; Dolinaj, Dragan; Pantelic, Milana] Univ Novi Sad, Climatol & Hydrol Res Ctr, Novi Sad, Serbia; [Popov, Srdan] Univ Novi Sad, Fac Tech Sci, Chair Appl Comp Sci, Novi Sad, Serbia
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GB/T 7714
Lescesen, Igor,Dolinaj, Dragan,Pantelic, Milana,et al. DROUGHT ASSESSMENT IN VOJVODINA (SERBIA) USING K-MEANS CLUSTER ANALYSIS[J],2019,69(1):17-27.
APA Lescesen, Igor,Dolinaj, Dragan,Pantelic, Milana,&Popov, Srdan.(2019).DROUGHT ASSESSMENT IN VOJVODINA (SERBIA) USING K-MEANS CLUSTER ANALYSIS.JOURNAL OF THE GEOGRAPHICAL INSTITUTE JOVAN CVIJIC SASA,69(1),17-27.
MLA Lescesen, Igor,et al."DROUGHT ASSESSMENT IN VOJVODINA (SERBIA) USING K-MEANS CLUSTER ANALYSIS".JOURNAL OF THE GEOGRAPHICAL INSTITUTE JOVAN CVIJIC SASA 69.1(2019):17-27.
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