GSTDTAP  > 气候变化
DOI10.1002/joc.6042
Change point analysis of global temperature records
Yu, Michelle1; Ruggieri, Eric2
2019-06-30
发表期刊INTERNATIONAL JOURNAL OF CLIMATOLOGY
ISSN0899-8418
EISSN1097-0088
出版年2019
卷号39期号:8页码:3679-3688
文章类型Article
语种英语
国家USA
英文摘要

Climate change is the result of complex interactions between a wide array of climatic variables. Over a long period of time, climatic patterns can shift, possibly multiple times. Abrupt shifts that occur over a relatively short period of time are known as change points. During these intervals, different climatic variables may undergo dramatic shifts posing serious consequences for many biological and physical systems. In this paper, we discuss a Bayesian algorithm for detecting the location of change points in time series data. In particular, we utilize our method to analyse five different global surface temperature anomaly data sets, as well as temperature records associated with land, ocean, and different zonal bands in an attempt to identify common features of these data sets. Change points in the five global records were detected between 1902-1917, 1936-1945, and 1963-1976, but do these change points also manifest themselves across other parts of the globe? Our analysis indicates that the timing of change points is consistent from one record to the next, but not all change points appear in all records. In particular, there were more change points in the ocean than on land, and also more change points in southern latitudes than in northern latitudes.


英文关键词Bayesian change point climate change GISTEMP HadCRUT4 temperature anomalies time series zonal bands
领域气候变化
收录类别SCI-E
WOS记录号WOS:000474160800019
WOS关键词BINARY SEGMENTATION ; BAYESIAN-ANALYSIS ; COMPUTATION
WOS类目Meteorology & Atmospheric Sciences
WOS研究方向Meteorology & Atmospheric Sciences
引用统计
文献类型期刊论文
条目标识符http://119.78.100.173/C666/handle/2XK7JSWQ/184319
专题气候变化
作者单位1.Univ Calif Berkeley, Dept Stat, Berkeley, CA 94720 USA;
2.Coll Holy Cross, Dept Math & Comp Sci, Worcester, MA 01610 USA
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Yu, Michelle,Ruggieri, Eric. Change point analysis of global temperature records[J]. INTERNATIONAL JOURNAL OF CLIMATOLOGY,2019,39(8):3679-3688.
APA Yu, Michelle,&Ruggieri, Eric.(2019).Change point analysis of global temperature records.INTERNATIONAL JOURNAL OF CLIMATOLOGY,39(8),3679-3688.
MLA Yu, Michelle,et al."Change point analysis of global temperature records".INTERNATIONAL JOURNAL OF CLIMATOLOGY 39.8(2019):3679-3688.
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