Efficient Multi-Start With Path Relinking Search Strategy for Transmission System Expansion Planning
Transmission expansion planning is a complex problem that deals with the selection of new transmission lines that guarantee meeting future demand/generation and technical limits with the minimal investment cost. The transmission expansion planning problem has been solved through approaches and techn...
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2021
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oai:doaj.org-article:895c087cd0bd4f28b4c7aa18df7538042021-11-20T00:03:04ZEfficient Multi-Start With Path Relinking Search Strategy for Transmission System Expansion Planning2169-353610.1109/ACCESS.2021.3127369https://doaj.org/article/895c087cd0bd4f28b4c7aa18df7538042021-01-01T00:00:00Zhttps://ieeexplore.ieee.org/document/9611233/https://doaj.org/toc/2169-3536Transmission expansion planning is a complex problem that deals with the selection of new transmission lines that guarantee meeting future demand/generation and technical limits with the minimal investment cost. The transmission expansion planning problem has been solved through approaches and techniques aimed at reducing the computational effort required for its solution. Nevertheless, finding the optimal solution or even good-quality solutions for large-scale transmission systems is still challenging. In that context, an efficient multi-start with path relinking search strategy for the transmission expansion planning problem is proposed. The proposed strategy has two phases: constructive phase and local search. In the former, the multi-start applies a diversification process to guide the search along different regions to obtain good-quality solutions. Then, the local search phase executes an intensive search in the neighborhood of the best feasible solutions found in the constructive phase. The intensification process is performed in two steps: application of the Villasana-Garver-Salon algorithm in the best solutions after consecutive removal of transmission lines and path relinking using elite solution pairs. Tests performed using data from four systems show the efficiency of the proposed search strategy. Thus, the optimal solutions were obtained with a very low computational effort.Silvia M. L. SilvaLucas Teles FariaRuben RomeroJohn F. FrancoIEEEarticleMulti-start metaheuristic (MSM)path relinking (PR)power system optimizationtransmission expansion planning (TEP)Electrical engineering. Electronics. Nuclear engineeringTK1-9971ENIEEE Access, Vol 9, Pp 153213-153225 (2021) |
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Multi-start metaheuristic (MSM) path relinking (PR) power system optimization transmission expansion planning (TEP) Electrical engineering. Electronics. Nuclear engineering TK1-9971 |
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Multi-start metaheuristic (MSM) path relinking (PR) power system optimization transmission expansion planning (TEP) Electrical engineering. Electronics. Nuclear engineering TK1-9971 Silvia M. L. Silva Lucas Teles Faria Ruben Romero John F. Franco Efficient Multi-Start With Path Relinking Search Strategy for Transmission System Expansion Planning |
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Transmission expansion planning is a complex problem that deals with the selection of new transmission lines that guarantee meeting future demand/generation and technical limits with the minimal investment cost. The transmission expansion planning problem has been solved through approaches and techniques aimed at reducing the computational effort required for its solution. Nevertheless, finding the optimal solution or even good-quality solutions for large-scale transmission systems is still challenging. In that context, an efficient multi-start with path relinking search strategy for the transmission expansion planning problem is proposed. The proposed strategy has two phases: constructive phase and local search. In the former, the multi-start applies a diversification process to guide the search along different regions to obtain good-quality solutions. Then, the local search phase executes an intensive search in the neighborhood of the best feasible solutions found in the constructive phase. The intensification process is performed in two steps: application of the Villasana-Garver-Salon algorithm in the best solutions after consecutive removal of transmission lines and path relinking using elite solution pairs. Tests performed using data from four systems show the efficiency of the proposed search strategy. Thus, the optimal solutions were obtained with a very low computational effort. |
format |
article |
author |
Silvia M. L. Silva Lucas Teles Faria Ruben Romero John F. Franco |
author_facet |
Silvia M. L. Silva Lucas Teles Faria Ruben Romero John F. Franco |
author_sort |
Silvia M. L. Silva |
title |
Efficient Multi-Start With Path Relinking Search Strategy for Transmission System Expansion Planning |
title_short |
Efficient Multi-Start With Path Relinking Search Strategy for Transmission System Expansion Planning |
title_full |
Efficient Multi-Start With Path Relinking Search Strategy for Transmission System Expansion Planning |
title_fullStr |
Efficient Multi-Start With Path Relinking Search Strategy for Transmission System Expansion Planning |
title_full_unstemmed |
Efficient Multi-Start With Path Relinking Search Strategy for Transmission System Expansion Planning |
title_sort |
efficient multi-start with path relinking search strategy for transmission system expansion planning |
publisher |
IEEE |
publishDate |
2021 |
url |
https://doaj.org/article/895c087cd0bd4f28b4c7aa18df753804 |
work_keys_str_mv |
AT silviamlsilva efficientmultistartwithpathrelinkingsearchstrategyfortransmissionsystemexpansionplanning AT lucastelesfaria efficientmultistartwithpathrelinkingsearchstrategyfortransmissionsystemexpansionplanning AT rubenromero efficientmultistartwithpathrelinkingsearchstrategyfortransmissionsystemexpansionplanning AT johnffranco efficientmultistartwithpathrelinkingsearchstrategyfortransmissionsystemexpansionplanning |
_version_ |
1718419846467682304 |