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Computational complexity of solving polynomial differential equations over unbounded domains

dc.contributor.authorPouly, Amaury
dc.contributor.authorGraça, Daniel
dc.date.accessioned2017-04-07T15:56:40Z
dc.date.available2017-04-07T15:56:40Z
dc.date.issued2016-05
dc.description.abstractIn this paper we investigate the computational complexity of solving ordinary differential equations (ODES) y' = p(y) over unbounded time domains, where p is a vector of polynomials. Contrarily to the bounded (compact) time case, this problem has not been well-studied, apparently due to the "intuition" that it can always be reduced to the bounded case by using rescaling techniques. However, as we show in this paper, rescaling techniques do not seem to provide meaningful insights on the complexity of this problem, since the use of such techniques introduces a dependence on parameters which are hard to compute.We present algorithms which numerically solve these ODES over unbounded time domains. These algorithms have guaranteed accuracy, i.e. given some arbitrarily large time t and error bound 8 as input, they will output a value (y) over tilde which satisfies parallel to y(t)-(y) over tilde parallel to <= epsilon. We analyze the complexity of these algorithms and show that they compute y in time polynomial in several quantities including the time t, the accuracy of the output 8 and the length of the curve y from 0 to t, assuming it exists until time t. We consider both algebraic complexity and bit complexity. (C) 2016 Elsevier B.V. All rights reserved.
dc.identifier.doihttps://doi.org/10.1016/j.tcs.2016.02.002
dc.identifier.issn0304-3975
dc.identifier.otherAUT: DGR01772;
dc.identifier.urihttp://hdl.handle.net/10400.1/9490
dc.language.isoeng
dc.peerreviewedyes
dc.publisherElsevier
dc.relation.isbasedonWOS:000374600900004
dc.subjectOrdinary differential equations
dc.subjectComputation with real numbers
dc.subjectComputational complexity
dc.subjectAdaptive Taylor algorithms
dc.titleComputational complexity of solving polynomial differential equations over unbounded domains
dc.typejournal article
dspace.entity.typePublication
oaire.awardURIinfo:eu-repo/grantAgreement/FCT/5876/UID%2FEEA%2F50008%2F2013/PT
oaire.citation.endPage82
oaire.citation.startPage67
oaire.citation.titleTheoretical Computer Science
oaire.citation.volume626
oaire.fundingStream5876
person.familyNameGraça
person.givenNameDaniel
person.identifier.ciencia-id2D11-56DE-3F11
person.identifier.orcid0000-0002-0330-833X
person.identifier.ridD-2335-2011
person.identifier.scopus-author-id8882791800
project.funder.identifierhttp://doi.org/10.13039/501100001871
project.funder.nameFundação para a Ciência e a Tecnologia
rcaap.rightsrestrictedAccess
rcaap.typearticle
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relation.isAuthorOfPublication.latestForDiscoveryba0c1461-5d2d-4f06-b648-df4a1a505bdf
relation.isProjectOfPublication7465846e-4f29-446f-894f-4e9f59509d24
relation.isProjectOfPublication.latestForDiscovery7465846e-4f29-446f-894f-4e9f59509d24

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