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Theoretical Relationship between SSA and MESA with Both Application 被引量:1

Theoretical Relationship between SSA and MESA with Both Application
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摘要 It is theoretically demonstrated that singular spectrum analysis (SSA) is an equivalent form of Maximum Entropy Spectrum Analysis (MESA) which is essential1y a nonlinear estimation of the classical power spectrum. Both methods have respectively some different features in application as a result of the difference of description of manners. The numerical experiments show that SSA possesses some special advantage in climatic diagnosis and prediction, e.g., to steadily and accurately identify periods and investigate on domain of time in combination with frequency,which cannot be replaced by MESA. Thus SSA has extensive application in the near future. It is theoretically demonstrated that singular spectrum analysis (SSA) is an equivalent form of Maximum Entropy Spectrum Analysis (MESA) which is essential1y a nonlinear estimation of the classical power spectrum. Both methods have respectively some different features in application as a result of the difference of description of manners. The numerical experiments show that SSA possesses some special advantage in climatic diagnosis and prediction, e.g., to steadily and accurately identify periods and investigate on domain of time in combination with frequency,which cannot be replaced by MESA. Thus SSA has extensive application in the near future.
出处 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 1998年第4期111-122,共12页 大气科学进展(英文版)
关键词 Singular spectrum analysis Maximum entropy spectrum analysis Climatic diagnosis Singular spectrum analysis, Maximum entropy spectrum analysis, Climatic diagnosis
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