PRINCIPAL COMPONENT ANALYSIS OF SEA SURFACE TEMPERATURE IN THE NORTH ATLANTIC OCEAN

被引:3
|
作者
Andronache, Constantin [1 ]
机构
[1] Boston Coll, Chestnut Hill, MA 02467 USA
来源
基金
美国海洋和大气管理局;
关键词
Principal component analysis; correlation matrix; eigenvalues; singular value decomposition; CLIMATE VARIABILITY; SST ANOMALIES; OSCILLATION; PERSISTENCE; PACEMAKER; CENTURIES; RAINFALL;
D O I
10.1142/S0129183109014734
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The framework of principal component analysis (PCA) based on singular value decomposition (SVD) is applied to the monthly sea surface temperature (SST) observations in the North Atlantic Ocean for the time interval 1856-2008. Multiyear time series of SST for each month are used to investigate the statistical relationship between SST variations from the 12 months. To obtain approximate stationary conditions, the trend and a multidecadal oscillation are removed from the data. The remaining SST residuals exhibit remarkable correlation between successive months, due largely to persistence. PCA demonstrates the dimension reduction of the data sets and provides a robust way of analyzing multivariate observations describing the climate system.
引用
收藏
页码:1789 / 1802
页数:14
相关论文
共 50 条
  • [1] Sea surface temperature patterns in the Tropical Atlantic: Principal component analysis and nonlinear principal component analysis
    Kenfack, Christian Sadem
    Mkankam, Francois Kamga
    Alory, Gael
    du Penhoat, Yves
    Hounkonnou, Mahouton Norbert
    Vondou, Derbetini Appolinaire
    Nfor, Bawe Gerard, Jr.
    [J]. TERRESTRIAL ATMOSPHERIC AND OCEANIC SCIENCES, 2017, 28 (03): : 395 - 410
  • [2] A principal component analysis of sea-surface temperature in the Arabian Sea
    Wilson-Diaz, D
    Mariano, AJ
    Evans, RH
    Luther, ME
    [J]. DEEP-SEA RESEARCH PART II-TOPICAL STUDIES IN OCEANOGRAPHY, 2001, 48 (6-7) : 1097 - 1114
  • [3] The impact of Atlantic and Pacific Ocean sea surface temperature anomalies on the North Atlantic multidecadal variability
    Grosfeld, Klaus
    Lohmann, Gerrit
    Rimbu, Norel
    [J]. TELLUS SERIES A-DYNAMIC METEOROLOGY AND OCEANOGRAPHY, 2008, 60 (04) : 728 - 741
  • [4] Modeling sea surface temperatures of the North Atlantic Ocean
    McNeil, Nittaya
    Chooprateep, Suree
    [J]. THEORETICAL AND APPLIED CLIMATOLOGY, 2014, 116 (1-2) : 11 - 17
  • [5] Modeling sea surface temperatures of the North Atlantic Ocean
    Nittaya McNeil
    Suree Chooprateep
    [J]. Theoretical and Applied Climatology, 2014, 116 : 11 - 17
  • [6] Iranian surface air temperature periodicities and correlations with the North Atlantic and Indian Ocean sea surface temperature variations
    Abbasi, Madjid
    Maleki, Saeed Mashhadizadeh
    [J]. METEOROLOGICAL APPLICATIONS, 2017, 24 (02) : 268 - 275
  • [7] On processes controlling seasonal North Atlantic sea surface temperature anomalies in ocean models
    Zhao, B
    Haine, TWN
    [J]. OCEAN MODELLING, 2005, 9 (03) : 211 - 229
  • [8] Predictability of North Atlantic Sea Surface Temperature and Upper-Ocean Heat Content
    Buckley, Martha W.
    DelSole, Tim
    Lozier, M. Susan
    Li, Laifang
    [J]. JOURNAL OF CLIMATE, 2019, 32 (10) : 3005 - 3023
  • [9] Sea surface height changes in the North Atlantic Ocean related to the North Atlantic Oscillation
    Esselborn, S
    Eden, C
    [J]. GEOPHYSICAL RESEARCH LETTERS, 2001, 28 (18) : 3473 - 3476
  • [10] Mean Sea Surface and ocean circulation in North Atlantic and the Arctic Sea
    Ghazavi, Kourosh
    Nahavandchi, Hossein
    [J]. JOURNAL OF GEODETIC SCIENCE, 2011, 1 (02) : 181 - 190