A Two-Stage Placement Algorithm with Multi-Objective Optimization and Group Decision Making

Atwo-stage placement algorithm with multi-objective optimization and group decision making is proposed. The first stage aims to determineaset of design alternatives for objects placement by multi-objective combinatorial optimization. The second stage relies on business intelligence via group decisio...

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Main Authors: Borissova Daniela, Mustakerov Ivan
Format: Article
Language:English
Published: Sciendo 2017-03-01
Series:Cybernetics and Information Technologies
Subjects:
Online Access:https://doi.org/10.1515/cait-2017-0007
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author Borissova Daniela
Mustakerov Ivan
author_facet Borissova Daniela
Mustakerov Ivan
author_sort Borissova Daniela
collection DOAJ
description Atwo-stage placement algorithm with multi-objective optimization and group decision making is proposed. The first stage aims to determineaset of design alternatives for objects placement by multi-objective combinatorial optimization. The second stage relies on business intelligence via group decision-making based on solution of optimization task to makeachoice of the most suitable alternative. The design alternatives are determined by means of weighted sum and lexicographic methods. The group decision making is used to evaluate determined design alternatives toward the design parameters. The described algorithm is used for wind farm layout optimization problem. The results of numerical testing demonstrate the applicability of the proposed algorithm.
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spelling doaj.art-3cb7cb25826f40abb0f4e7b63e7db6482022-12-21T23:15:00ZengSciendoCybernetics and Information Technologies1314-40812017-03-011718710310.1515/cait-2017-0007A Two-Stage Placement Algorithm with Multi-Objective Optimization and Group Decision MakingBorissova Daniela0Mustakerov Ivan1Institute of Information and Communication Technologies, BAS, 1113 Sofia, Bulgaria BulgariaInstitute of Information and Communication Technologies, BAS, 1113 Sofia, BulgariaAtwo-stage placement algorithm with multi-objective optimization and group decision making is proposed. The first stage aims to determineaset of design alternatives for objects placement by multi-objective combinatorial optimization. The second stage relies on business intelligence via group decision-making based on solution of optimization task to makeachoice of the most suitable alternative. The design alternatives are determined by means of weighted sum and lexicographic methods. The group decision making is used to evaluate determined design alternatives toward the design parameters. The described algorithm is used for wind farm layout optimization problem. The results of numerical testing demonstrate the applicability of the proposed algorithm.https://doi.org/10.1515/cait-2017-0007placement algorithmmulti objective alternatives determinationbusiness intelligencegroup decision makingwind farm layout design
spellingShingle Borissova Daniela
Mustakerov Ivan
A Two-Stage Placement Algorithm with Multi-Objective Optimization and Group Decision Making
Cybernetics and Information Technologies
placement algorithm
multi objective alternatives determination
business intelligence
group decision making
wind farm layout design
title A Two-Stage Placement Algorithm with Multi-Objective Optimization and Group Decision Making
title_full A Two-Stage Placement Algorithm with Multi-Objective Optimization and Group Decision Making
title_fullStr A Two-Stage Placement Algorithm with Multi-Objective Optimization and Group Decision Making
title_full_unstemmed A Two-Stage Placement Algorithm with Multi-Objective Optimization and Group Decision Making
title_short A Two-Stage Placement Algorithm with Multi-Objective Optimization and Group Decision Making
title_sort two stage placement algorithm with multi objective optimization and group decision making
topic placement algorithm
multi objective alternatives determination
business intelligence
group decision making
wind farm layout design
url https://doi.org/10.1515/cait-2017-0007
work_keys_str_mv AT borissovadaniela atwostageplacementalgorithmwithmultiobjectiveoptimizationandgroupdecisionmaking
AT mustakerovivan atwostageplacementalgorithmwithmultiobjectiveoptimizationandgroupdecisionmaking
AT borissovadaniela twostageplacementalgorithmwithmultiobjectiveoptimizationandgroupdecisionmaking
AT mustakerovivan twostageplacementalgorithmwithmultiobjectiveoptimizationandgroupdecisionmaking