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...
Guardado en:
Autores principales: | , , , , |
---|---|
Formato: | article |
Lenguaje: | EN |
Publicado: |
Elsevier
2019
|
Materias: | |
Acceso en línea: | https://doaj.org/article/7ca5eb28b4ea49798f4faa85d1541965 |
Etiquetas: |
Agregar Etiqueta
Sin Etiquetas, Sea el primero en etiquetar este registro!
|
id |
oai:doaj.org-article:7ca5eb28b4ea49798f4faa85d1541965 |
---|---|
record_format |
dspace |
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 |
work_keys_str_mv |
AT claudiopsantiago anefficientalgorithmfortheprojectionofapointontheintersectionoftwohyperplanesandaboxinrn AT sergioassuncaomonteiro anefficientalgorithmfortheprojectionofapointontheintersectionoftwohyperplanesandaboxinrn AT helderinacio anefficientalgorithmfortheprojectionofapointontheintersectionoftwohyperplanesandaboxinrn AT nelsonmaculan anefficientalgorithmfortheprojectionofapointontheintersectionoftwohyperplanesandaboxinrn AT mariahelenajardim anefficientalgorithmfortheprojectionofapointontheintersectionoftwohyperplanesandaboxinrn AT claudiopsantiago efficientalgorithmfortheprojectionofapointontheintersectionoftwohyperplanesandaboxinrn AT sergioassuncaomonteiro efficientalgorithmfortheprojectionofapointontheintersectionoftwohyperplanesandaboxinrn AT helderinacio efficientalgorithmfortheprojectionofapointontheintersectionoftwohyperplanesandaboxinrn AT nelsonmaculan efficientalgorithmfortheprojectionofapointontheintersectionoftwohyperplanesandaboxinrn AT mariahelenajardim efficientalgorithmfortheprojectionofapointontheintersectionoftwohyperplanesandaboxinrn |
_version_ |
1718400837976326144 |