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...
Main Authors: | , |
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Format: | Article |
Language: | English |
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Sciendo
2017-03-01
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Series: | Cybernetics and Information Technologies |
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Online Access: | https://doi.org/10.1515/cait-2017-0007 |
_version_ | 1818393204652769280 |
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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. |
first_indexed | 2024-12-14T05:41:36Z |
format | Article |
id | doaj.art-3cb7cb25826f40abb0f4e7b63e7db648 |
institution | Directory Open Access Journal |
issn | 1314-4081 |
language | English |
last_indexed | 2024-12-14T05:41:36Z |
publishDate | 2017-03-01 |
publisher | Sciendo |
record_format | Article |
series | Cybernetics and Information Technologies |
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 |