Assessing Change-Points in Surface Air Temperature Over Alaska

An understanding of low frequency climatic variations is important for climatologists and planning by the public for informed climate mitigation and adaptation. This study applies recent advances in statistical change-point methodology to the variability of temperatures from seven stations in Alaska...

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Main Authors: Elena A. Khapalova, Venkata K. Jandhyala, Stergios B. Fotopoulos, James E. Overland
Format: Article
Language:English
Published: Frontiers Media S.A. 2018-10-01
Series:Frontiers in Environmental Science
Subjects:
Online Access:https://www.frontiersin.org/article/10.3389/fenvs.2018.00121/full
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spelling doaj-963c77bf979d4590b035ab27aabf72612020-11-24T23:59:40ZengFrontiers Media S.A.Frontiers in Environmental Science2296-665X2018-10-01610.3389/fenvs.2018.00121376177Assessing Change-Points in Surface Air Temperature Over AlaskaElena A. Khapalova0Venkata K. Jandhyala1Stergios B. Fotopoulos2James E. Overland3Schneider School of Business and Economics, St. Norbert College, De Pere, WI, United StatesDepartment of Mathematics and Statistics, Washington State University, Pullman, WA, United StatesDepartment of Finance and Management Science, Washington State University, Pullman, WA, United StatesNOAA Pacific Marine Environmental Laboratory, Seattle, WA, United StatesAn understanding of low frequency climatic variations is important for climatologists and planning by the public for informed climate mitigation and adaptation. This study applies recent advances in statistical change-point methodology to the variability of temperatures from seven stations in Alaska and the Pacific Decadal Oscillation (PDO) climate index for the past decades. We allow for the presence of multiple change-points in any given data series and provide confidence intervals for the identified change-points. We analyze the multiple station data based on season and temperature means and extremes. Physical processes responsible for specific identified temperature changes have been explored through geopotential height field and sea level pressure (SLP) maps. Predominantly, temperature and PDO shifts were observed during winter and spring in the 1940s and the 1970s. The study also identifies anomalous changes in summer that have occurred either in 1960s or in the 1980s. This is a significant deviation from the changes found in the 1970s for winter and spring. Except for a change in the 1940s at King Salmon Airport (KSA) and one in the 1970s at Homer Airport (HA), no other changes were found in fall. Also, there is lack of clear low frequency cyclic variability in the northern North Pacific region. Due to strong interactions and feedbacks, Alaskan sea surface temperature changes identified in this study can have lasting impact upon a number of factors including sea ice, arctic snow cover, atmospheric heat transport, clouds, and others.https://www.frontiersin.org/article/10.3389/fenvs.2018.00121/fullAlaskan temperature changeschange-point methodspacific decadal oscillationgeopotential height field mapssea level pressure maps
collection DOAJ
language English
format Article
sources DOAJ
author Elena A. Khapalova
Venkata K. Jandhyala
Stergios B. Fotopoulos
James E. Overland
spellingShingle Elena A. Khapalova
Venkata K. Jandhyala
Stergios B. Fotopoulos
James E. Overland
Assessing Change-Points in Surface Air Temperature Over Alaska
Frontiers in Environmental Science
Alaskan temperature changes
change-point methods
pacific decadal oscillation
geopotential height field maps
sea level pressure maps
author_facet Elena A. Khapalova
Venkata K. Jandhyala
Stergios B. Fotopoulos
James E. Overland
author_sort Elena A. Khapalova
title Assessing Change-Points in Surface Air Temperature Over Alaska
title_short Assessing Change-Points in Surface Air Temperature Over Alaska
title_full Assessing Change-Points in Surface Air Temperature Over Alaska
title_fullStr Assessing Change-Points in Surface Air Temperature Over Alaska
title_full_unstemmed Assessing Change-Points in Surface Air Temperature Over Alaska
title_sort assessing change-points in surface air temperature over alaska
publisher Frontiers Media S.A.
series Frontiers in Environmental Science
issn 2296-665X
publishDate 2018-10-01
description An understanding of low frequency climatic variations is important for climatologists and planning by the public for informed climate mitigation and adaptation. This study applies recent advances in statistical change-point methodology to the variability of temperatures from seven stations in Alaska and the Pacific Decadal Oscillation (PDO) climate index for the past decades. We allow for the presence of multiple change-points in any given data series and provide confidence intervals for the identified change-points. We analyze the multiple station data based on season and temperature means and extremes. Physical processes responsible for specific identified temperature changes have been explored through geopotential height field and sea level pressure (SLP) maps. Predominantly, temperature and PDO shifts were observed during winter and spring in the 1940s and the 1970s. The study also identifies anomalous changes in summer that have occurred either in 1960s or in the 1980s. This is a significant deviation from the changes found in the 1970s for winter and spring. Except for a change in the 1940s at King Salmon Airport (KSA) and one in the 1970s at Homer Airport (HA), no other changes were found in fall. Also, there is lack of clear low frequency cyclic variability in the northern North Pacific region. Due to strong interactions and feedbacks, Alaskan sea surface temperature changes identified in this study can have lasting impact upon a number of factors including sea ice, arctic snow cover, atmospheric heat transport, clouds, and others.
topic Alaskan temperature changes
change-point methods
pacific decadal oscillation
geopotential height field maps
sea level pressure maps
url https://www.frontiersin.org/article/10.3389/fenvs.2018.00121/full
work_keys_str_mv AT elenaakhapalova assessingchangepointsinsurfaceairtemperatureoveralaska
AT venkatakjandhyala assessingchangepointsinsurfaceairtemperatureoveralaska
AT stergiosbfotopoulos assessingchangepointsinsurfaceairtemperatureoveralaska
AT jameseoverland assessingchangepointsinsurfaceairtemperatureoveralaska
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