Dynamics of precipitation regions of Turkey: A clustering approach by K-means methodology in respect of climate variability

Author:

Kömüşcü Ali Ümran1ORCID,Turgu Ertan2ORCID,DeLiberty Tracy3ORCID

Affiliation:

1. a Department of Geography, Ankara Hacı Bayram Veli University, Ankara, Turkey

2. b Research Department, State Meteorological Service, Kalaba, Ankara, Turkey

3. c Department of Geography, University of Delaware, Newark, DE, USA

Abstract

Abstract Delineation of homogenous precipitation regions can be rather challenging when considerable spatial variability and seasonality of precipitation exist within a large geographic domain. This study aims to investigate and redefine the spatio-temporal variability of precipitation clusters of Turkey by K-means clustering at different time scales. The monthly precipitation of 234 stations for the 1980–2020 period was included. Five precipitation clusters are identified for the 1980–2020 period, while the clusters varied between four and eight and four and six for the 5- and 10-year sub-periods, respectively. The clustering structures exhibited an indication of certain links to the prominent teleconnection patterns. The monthly precipitation correlated more significantly with Arctic Oscillation (AO) in the Aegean and Mediterranean regions, while North Atlantic Oscillation correlated better with the Eastern and Southeastern Anatolian stations. The variability of the cluster structures is described in association with the coefficient of variation (COV) spatial patterns using the observed station data. At 5- and 10-year subsequent periods, no significant variability in the cluster patterns was observed in the lower COV areas where the monthly precipitation was more uniform throughout the year, while more inter-decadal variability was prominent in the higher COV areas where seasonality in precipitation was more pronounced. Overall, the precipitation regions were not spatially coherent over time, and considerable variability was revealed between different regions of the country.

Publisher

IWA Publishing

Subject

Management, Monitoring, Policy and Law,Atmospheric Science,Water Science and Technology,Global and Planetary Change

Reference79 articles.

1. Changes in the rainfall regime in the North-African region: links with large-scale oscillation phenomena;Adjez,2000

2. A homogeneity test applied to precipitation data;Alexandersson;Journal of Climatology,1986

3. A New Approach to the Land Capability Classification: Case Study of Turkey

4. A survey of clustering data mining techniques;Berkhin,2006

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3