An efficient algorithm for the projection of a point on the intersection of two hyperplanes and a box in Rn

In this work, Rn we present an efficient strongly polynomial algorithm for the projection of a point on the intersection of two hyperplanes and a box in Rn. Interior point methods are the most efficient algorithm in the literature to solve this problem. While efficient in practice, the complexity of...

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Autores principales: CláudioP. Santiago, Sérgio Assunção Monteiro, Helder Inácio, Nelson Maculan, MariaHelena Jardim
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Lenguaje:EN
Publicado: Elsevier 2019
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Acceso en línea:https://doaj.org/article/7ca5eb28b4ea49798f4faa85d1541965
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spelling oai:doaj.org-article:7ca5eb28b4ea49798f4faa85d15419652021-12-02T05:01:11ZAn efficient algorithm for the projection of a point on the intersection of two hyperplanes and a box in Rn2192-440610.1007/s13675-018-0105-yhttps://doaj.org/article/7ca5eb28b4ea49798f4faa85d15419652019-06-01T00:00:00Zhttp://www.sciencedirect.com/science/article/pii/S2192440621001155https://doaj.org/toc/2192-4406In this work, Rn we present an efficient strongly polynomial algorithm for the projection of a point on the intersection of two hyperplanes and a box in Rn. Interior point methods are the most efficient algorithm in the literature to solve this problem. While efficient in practice, the complexity of interior-point methods is bounded by a polynomial in the dimension of the problem and in the accuracy of the solution. Moreover, their efficiency is highly dependent on a series of parameters depending on the specific method chosen (especially for nonlinear problems), such as step size, barrier parameter, accuracy, among others. We propose a new method based on the KKT optimality conditions. In this method, we write the problem as a function of the Lagrangian multipliers of the hyperplanes and seek to find the pair of multipliers that corresponds to the optimal solution. We prove that the algorithm has complexity O(n2logn).CláudioP. SantiagoSérgio Assunção MonteiroHelder InácioNelson MaculanMariaHelena JardimElsevierarticle90-08 Computational methodsApplied mathematics. Quantitative methodsT57-57.97Electronic computers. Computer scienceQA75.5-76.95ENEURO Journal on Computational Optimization, Vol 7, Iss 2, Pp 177-207 (2019)
institution DOAJ
collection DOAJ
language EN
topic 90-08 Computational methods
Applied mathematics. Quantitative methods
T57-57.97
Electronic computers. Computer science
QA75.5-76.95
spellingShingle 90-08 Computational methods
Applied mathematics. Quantitative methods
T57-57.97
Electronic computers. Computer science
QA75.5-76.95
CláudioP. Santiago
Sérgio Assunção Monteiro
Helder Inácio
Nelson Maculan
MariaHelena Jardim
An efficient algorithm for the projection of a point on the intersection of two hyperplanes and a box in Rn
description In this work, Rn we present an efficient strongly polynomial algorithm for the projection of a point on the intersection of two hyperplanes and a box in Rn. Interior point methods are the most efficient algorithm in the literature to solve this problem. While efficient in practice, the complexity of interior-point methods is bounded by a polynomial in the dimension of the problem and in the accuracy of the solution. Moreover, their efficiency is highly dependent on a series of parameters depending on the specific method chosen (especially for nonlinear problems), such as step size, barrier parameter, accuracy, among others. We propose a new method based on the KKT optimality conditions. In this method, we write the problem as a function of the Lagrangian multipliers of the hyperplanes and seek to find the pair of multipliers that corresponds to the optimal solution. We prove that the algorithm has complexity O(n2logn).
format article
author CláudioP. Santiago
Sérgio Assunção Monteiro
Helder Inácio
Nelson Maculan
MariaHelena Jardim
author_facet CláudioP. Santiago
Sérgio Assunção Monteiro
Helder Inácio
Nelson Maculan
MariaHelena Jardim
author_sort CláudioP. Santiago
title An efficient algorithm for the projection of a point on the intersection of two hyperplanes and a box in Rn
title_short An efficient algorithm for the projection of a point on the intersection of two hyperplanes and a box in Rn
title_full An efficient algorithm for the projection of a point on the intersection of two hyperplanes and a box in Rn
title_fullStr An efficient algorithm for the projection of a point on the intersection of two hyperplanes and a box in Rn
title_full_unstemmed An efficient algorithm for the projection of a point on the intersection of two hyperplanes and a box in Rn
title_sort efficient algorithm for the projection of a point on the intersection of two hyperplanes and a box in rn
publisher Elsevier
publishDate 2019
url https://doaj.org/article/7ca5eb28b4ea49798f4faa85d1541965
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