Matches in SemOpenAlex for { <https://semopenalex.org/work/W2135280300> ?p ?o ?g. }
- W2135280300 endingPage "1937" @default.
- W2135280300 startingPage "1919" @default.
- W2135280300 abstract "Empirical mode decomposition (EMD), an adaptive data analysis methodology, has the attractive feature of robustness in the presence of nonlinear and non-stationary time series. Recently, in this journal, Pegram and co-authors ( Pegram et al . 2008 Proc. R. Soc. A 464 , 1483–1501), proposed a modification to the EMD algorithm whereby rational splines replaced cubic splines in the extrema envelope-fitting procedure. The modification was designed to reduce variance inflation, a feature frequently observed in cubic spline-based EMD components primarily due to spline overshooting, by introducing a spline tension parameter. Preliminary results there demonstrated the proof of concept that increasing the spline tension parameter reduces the variance of the resultant EMD components. Here, we assess the performance of rational spline-based EMD for a range of tension parameters and two end condition treatments, using a global dataset of 8135 annual precipitation time series. We found that traditional cubic spline-based EMD can produce decompositions that experience variance inflation and have orthogonality concerns. A tension parameter value of between 0 and 2 is found to be a good starting point for obtaining decomposition components that tend towards orthogonality, as measured by an orthogonality index (OI) metric. Increasing the tension parameter generally results in: (i) a decrease in the range of the OI, which is offset by slight increases in (ii) the median value of OI, (iii) the number of intrinsic mode function components, (iv) the average number of sifts per component, and (v) the degree of amplitude smoothing in the components. The two end conditions tested had little influence on the results, with the reflective case being slightly better than the natural spline case as indicated by the OI. The ability to vary the tension parameter to find an orthogonal set of components, without changing any sifting parameters, is a powerful feature of rational spline-based EMD, which we suggest is a significant improvement over cubic spline-based EMD." @default.
- W2135280300 created "2016-06-24" @default.
- W2135280300 creator A5063349644 @default.
- W2135280300 creator A5083374144 @default.
- W2135280300 creator A5084550207 @default.
- W2135280300 date "2009-04-01" @default.
- W2135280300 modified "2023-09-26" @default.
- W2135280300 title "Assessing the performance of rational spline-based empirical mode decomposition using a global annual precipitation dataset" @default.
- W2135280300 cites W1635185250 @default.
- W2135280300 cites W1979295954 @default.
- W2135280300 cites W1986831525 @default.
- W2135280300 cites W2006292556 @default.
- W2135280300 cites W2007221293 @default.
- W2135280300 cites W2015544881 @default.
- W2135280300 cites W2078580016 @default.
- W2135280300 cites W2088202114 @default.
- W2135280300 cites W2096125904 @default.
- W2135280300 cites W2098399767 @default.
- W2135280300 cites W2101172034 @default.
- W2135280300 cites W2117817087 @default.
- W2135280300 cites W2120289025 @default.
- W2135280300 cites W2134020554 @default.
- W2135280300 cites W2147235537 @default.
- W2135280300 cites W2152959440 @default.
- W2135280300 doi "https://doi.org/10.1098/rspa.2008.0352" @default.
- W2135280300 hasPublicationYear "2009" @default.
- W2135280300 type Work @default.
- W2135280300 sameAs 2135280300 @default.
- W2135280300 citedByCount "28" @default.
- W2135280300 countsByYear W21352803002012 @default.
- W2135280300 countsByYear W21352803002013 @default.
- W2135280300 countsByYear W21352803002014 @default.
- W2135280300 countsByYear W21352803002015 @default.
- W2135280300 countsByYear W21352803002017 @default.
- W2135280300 countsByYear W21352803002018 @default.
- W2135280300 countsByYear W21352803002019 @default.
- W2135280300 countsByYear W21352803002020 @default.
- W2135280300 countsByYear W21352803002021 @default.
- W2135280300 countsByYear W21352803002022 @default.
- W2135280300 crossrefType "journal-article" @default.
- W2135280300 hasAuthorship W2135280300A5063349644 @default.
- W2135280300 hasAuthorship W2135280300A5083374144 @default.
- W2135280300 hasAuthorship W2135280300A5084550207 @default.
- W2135280300 hasConcept C10390562 @default.
- W2135280300 hasConcept C105795698 @default.
- W2135280300 hasConcept C107054158 @default.
- W2135280300 hasConcept C111919701 @default.
- W2135280300 hasConcept C112633086 @default.
- W2135280300 hasConcept C124681953 @default.
- W2135280300 hasConcept C127413603 @default.
- W2135280300 hasConcept C149782125 @default.
- W2135280300 hasConcept C153294291 @default.
- W2135280300 hasConcept C18903297 @default.
- W2135280300 hasConcept C205649164 @default.
- W2135280300 hasConcept C25570617 @default.
- W2135280300 hasConcept C33923547 @default.
- W2135280300 hasConcept C39432304 @default.
- W2135280300 hasConcept C41008148 @default.
- W2135280300 hasConcept C48677424 @default.
- W2135280300 hasConcept C66938386 @default.
- W2135280300 hasConcept C86803240 @default.
- W2135280300 hasConceptScore W2135280300C10390562 @default.
- W2135280300 hasConceptScore W2135280300C105795698 @default.
- W2135280300 hasConceptScore W2135280300C107054158 @default.
- W2135280300 hasConceptScore W2135280300C111919701 @default.
- W2135280300 hasConceptScore W2135280300C112633086 @default.
- W2135280300 hasConceptScore W2135280300C124681953 @default.
- W2135280300 hasConceptScore W2135280300C127413603 @default.
- W2135280300 hasConceptScore W2135280300C149782125 @default.
- W2135280300 hasConceptScore W2135280300C153294291 @default.
- W2135280300 hasConceptScore W2135280300C18903297 @default.
- W2135280300 hasConceptScore W2135280300C205649164 @default.
- W2135280300 hasConceptScore W2135280300C25570617 @default.
- W2135280300 hasConceptScore W2135280300C33923547 @default.
- W2135280300 hasConceptScore W2135280300C39432304 @default.
- W2135280300 hasConceptScore W2135280300C41008148 @default.
- W2135280300 hasConceptScore W2135280300C48677424 @default.
- W2135280300 hasConceptScore W2135280300C66938386 @default.
- W2135280300 hasConceptScore W2135280300C86803240 @default.
- W2135280300 hasIssue "2106" @default.
- W2135280300 hasLocation W21352803001 @default.
- W2135280300 hasOpenAccess W2135280300 @default.
- W2135280300 hasPrimaryLocation W21352803001 @default.
- W2135280300 hasRelatedWork W163612977 @default.
- W2135280300 hasRelatedWork W1986831525 @default.
- W2135280300 hasRelatedWork W1997342009 @default.
- W2135280300 hasRelatedWork W2007221293 @default.
- W2135280300 hasRelatedWork W2015544881 @default.
- W2135280300 hasRelatedWork W2065028379 @default.
- W2135280300 hasRelatedWork W2088202114 @default.
- W2135280300 hasRelatedWork W2096125904 @default.
- W2135280300 hasRelatedWork W2098399767 @default.
- W2135280300 hasRelatedWork W2120390927 @default.
- W2135280300 hasRelatedWork W2152180245 @default.
- W2135280300 hasRelatedWork W2152959440 @default.
- W2135280300 hasRelatedWork W2160097539 @default.
- W2135280300 hasRelatedWork W2166089572 @default.
- W2135280300 hasRelatedWork W2243552475 @default.