A modification of the αBB method for box-constrained optimization and an application to inverse kinematics
For many practical applications it is important to determine not only a numerical approximation of one but a representation of the whole set of globally optimal solutions of a non-convex optimization problem. Then one element of this representation may be chosen based on additional information which...
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Elsevier
2016
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oai:doaj.org-article:dfdc2452d7354f9083c06681c39111ce2021-12-02T05:00:49ZA modification of the αBB method for box-constrained optimization and an application to inverse kinematics2192-440610.1007/s13675-015-0056-5https://doaj.org/article/dfdc2452d7354f9083c06681c39111ce2016-02-01T00:00:00Zhttp://www.sciencedirect.com/science/article/pii/S2192440621000563https://doaj.org/toc/2192-4406For many practical applications it is important to determine not only a numerical approximation of one but a representation of the whole set of globally optimal solutions of a non-convex optimization problem. Then one element of this representation may be chosen based on additional information which cannot be formulated as a mathematical function or within a hierarchical problem formulation. We present such an application in the field of robotic design. This application problem can be modeled as a smooth box-constrained optimization problem. We extend the well-known αBB method such that it can be used to find an approximation of the set of globally optimal solutions with a predefined quality. We illustrate the properties and give a proof for the finiteness and correctness of our modified αBB method.Gabriele EichfelderTobias GerlachSusanne SumiElsevierarticle90C2690C3090C90Applied mathematics. Quantitative methodsT57-57.97Electronic computers. Computer scienceQA75.5-76.95ENEURO Journal on Computational Optimization, Vol 4, Iss 1, Pp 93-121 (2016) |
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90C26 90C30 90C90 Applied mathematics. Quantitative methods T57-57.97 Electronic computers. Computer science QA75.5-76.95 |
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90C26 90C30 90C90 Applied mathematics. Quantitative methods T57-57.97 Electronic computers. Computer science QA75.5-76.95 Gabriele Eichfelder Tobias Gerlach Susanne Sumi A modification of the αBB method for box-constrained optimization and an application to inverse kinematics |
description |
For many practical applications it is important to determine not only a numerical approximation of one but a representation of the whole set of globally optimal solutions of a non-convex optimization problem. Then one element of this representation may be chosen based on additional information which cannot be formulated as a mathematical function or within a hierarchical problem formulation. We present such an application in the field of robotic design. This application problem can be modeled as a smooth box-constrained optimization problem. We extend the well-known αBB method such that it can be used to find an approximation of the set of globally optimal solutions with a predefined quality. We illustrate the properties and give a proof for the finiteness and correctness of our modified αBB method. |
format |
article |
author |
Gabriele Eichfelder Tobias Gerlach Susanne Sumi |
author_facet |
Gabriele Eichfelder Tobias Gerlach Susanne Sumi |
author_sort |
Gabriele Eichfelder |
title |
A modification of the αBB method for box-constrained optimization and an application to inverse kinematics |
title_short |
A modification of the αBB method for box-constrained optimization and an application to inverse kinematics |
title_full |
A modification of the αBB method for box-constrained optimization and an application to inverse kinematics |
title_fullStr |
A modification of the αBB method for box-constrained optimization and an application to inverse kinematics |
title_full_unstemmed |
A modification of the αBB method for box-constrained optimization and an application to inverse kinematics |
title_sort |
modification of the αbb method for box-constrained optimization and an application to inverse kinematics |
publisher |
Elsevier |
publishDate |
2016 |
url |
https://doaj.org/article/dfdc2452d7354f9083c06681c39111ce |
work_keys_str_mv |
AT gabrieleeichfelder amodificationoftheabbmethodforboxconstrainedoptimizationandanapplicationtoinversekinematics AT tobiasgerlach amodificationoftheabbmethodforboxconstrainedoptimizationandanapplicationtoinversekinematics AT susannesumi amodificationoftheabbmethodforboxconstrainedoptimizationandanapplicationtoinversekinematics AT gabrieleeichfelder modificationoftheabbmethodforboxconstrainedoptimizationandanapplicationtoinversekinematics AT tobiasgerlach modificationoftheabbmethodforboxconstrainedoptimizationandanapplicationtoinversekinematics AT susannesumi modificationoftheabbmethodforboxconstrainedoptimizationandanapplicationtoinversekinematics |
_version_ |
1718400860641296384 |