Topology-based Signal Separation
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Robins, Vanessa; Rooney, Niall; Bradley, Elizabeth
Description
Traditional noise-filtering techniques are known to significantly alter features of chaotic data. In this paper, we present a noncausal topology-based filtering method for continuous-time dynamical systems that is effective in removing additive, uncorrelated noise from time-series data. Signal-to-noise ratios and Lyapunov exponent estimates are dramatically improved following the removal of the identified noisy points.
dc.contributor.author | Robins, Vanessa | |
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dc.contributor.author | Rooney, Niall | |
dc.contributor.author | Bradley, Elizabeth | |
dc.date.accessioned | 2015-12-13T22:39:09Z | |
dc.date.available | 2015-12-13T22:39:09Z | |
dc.identifier.issn | 1054-1500 | |
dc.identifier.uri | http://hdl.handle.net/1885/77658 | |
dc.description.abstract | Traditional noise-filtering techniques are known to significantly alter features of chaotic data. In this paper, we present a noncausal topology-based filtering method for continuous-time dynamical systems that is effective in removing additive, uncorrelated noise from time-series data. Signal-to-noise ratios and Lyapunov exponent estimates are dramatically improved following the removal of the identified noisy points. | |
dc.publisher | American Institute of Physics (AIP) | |
dc.source | Chaos An Interdisciplinary Journal of Nonlinear Science | |
dc.title | Topology-based Signal Separation | |
dc.type | Journal article | |
local.description.notes | Imported from ARIES | |
local.description.refereed | Yes | |
local.identifier.citationvolume | 14 | |
dc.date.issued | 2004 | |
local.identifier.absfor | 010109 - Ordinary Differential Equations, Difference Equations and Dynamical Systems | |
local.identifier.absfor | 080109 - Pattern Recognition and Data Mining | |
local.identifier.ariespublication | MigratedxPub6478 | |
local.type.status | Published Version | |
local.contributor.affiliation | Robins, Vanessa, College of Physical and Mathematical Sciences, ANU | |
local.contributor.affiliation | Rooney, Niall, University of Colorado | |
local.contributor.affiliation | Bradley, Elizabeth, University of Colorado | |
local.bibliographicCitation.issue | 2 | |
local.bibliographicCitation.startpage | 305 | |
local.bibliographicCitation.lastpage | 316 | |
local.identifier.doi | 10.1063/1.1705852 | |
dc.date.updated | 2015-12-11T09:47:09Z | |
local.identifier.scopusID | 2-s2.0-3042589915 | |
Collections | ANU Research Publications |
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