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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2018-10-01
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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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