Analysis of Constraint-Handling in Metaheuristic Approaches for the Generation and Transmission Expansion Planning Problem with Renewable Energy
A multiperiod generation and transmission expansion planning (G&TEP) problem is considered. This model integrates conventional generation with renewable energy sources, assuming a stochastic approach. The proposed approach is based on a centralized planned transmission expansion. Due to the worl...
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Online Access: | http://dx.doi.org/10.1155/2018/1438196 |
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doaj-52b88ff73086489cbd95c69a9dc545ac2020-11-25T01:34:29ZengHindawi-WileyComplexity1076-27871099-05262018-01-01201810.1155/2018/14381961438196Analysis of Constraint-Handling in Metaheuristic Approaches for the Generation and Transmission Expansion Planning Problem with Renewable EnergyLourdes Martínez-Villaseñor0Hiram Ponce1José Antonio Marmolejo-Saucedo2Juan Manuel Ramírez3Agustina Hernández4Facultad de Ingeniería, Universidad Panamericana, Augusto Rodin 498, 03920 Ciudad de México, MexicoFacultad de Ingeniería, Universidad Panamericana, Augusto Rodin 498, 03920 Ciudad de México, MexicoFacultad de Ingeniería, Universidad Panamericana, Augusto Rodin 498, 03920 Ciudad de México, MexicoCentro de Investigación y de Estudios Avanzados, Instituto Politécnico Nacional, Zapopan, JAL, MexicoCentro de Investigación y de Estudios Avanzados, Instituto Politécnico Nacional, Zapopan, JAL, MexicoA multiperiod generation and transmission expansion planning (G&TEP) problem is considered. This model integrates conventional generation with renewable energy sources, assuming a stochastic approach. The proposed approach is based on a centralized planned transmission expansion. Due to the worldwide recent energy guidelines, it is necessary to generate expansion plans adequate to the forecast demand over the next years. Nowadays, in most energy systems, a public entity develops both the short and long of electricity-grid expansion planning. Due to the complexity of the problem, there are different strategies to find expansion plans that satisfy the uncertainty conditions addressed. We proposed to address the G&TEP problem with a pure genetic algorithm approach. Different constraint-handling techniques were applied to deal with two complex case studies presented. Numerical results are shown to compare the strategies used in the test systems, and key factors such as a prior initialization of population and the estimated minimum number of generations are discussed.http://dx.doi.org/10.1155/2018/1438196 |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Lourdes Martínez-Villaseñor Hiram Ponce José Antonio Marmolejo-Saucedo Juan Manuel Ramírez Agustina Hernández |
spellingShingle |
Lourdes Martínez-Villaseñor Hiram Ponce José Antonio Marmolejo-Saucedo Juan Manuel Ramírez Agustina Hernández Analysis of Constraint-Handling in Metaheuristic Approaches for the Generation and Transmission Expansion Planning Problem with Renewable Energy Complexity |
author_facet |
Lourdes Martínez-Villaseñor Hiram Ponce José Antonio Marmolejo-Saucedo Juan Manuel Ramírez Agustina Hernández |
author_sort |
Lourdes Martínez-Villaseñor |
title |
Analysis of Constraint-Handling in Metaheuristic Approaches for the Generation and Transmission Expansion Planning Problem with Renewable Energy |
title_short |
Analysis of Constraint-Handling in Metaheuristic Approaches for the Generation and Transmission Expansion Planning Problem with Renewable Energy |
title_full |
Analysis of Constraint-Handling in Metaheuristic Approaches for the Generation and Transmission Expansion Planning Problem with Renewable Energy |
title_fullStr |
Analysis of Constraint-Handling in Metaheuristic Approaches for the Generation and Transmission Expansion Planning Problem with Renewable Energy |
title_full_unstemmed |
Analysis of Constraint-Handling in Metaheuristic Approaches for the Generation and Transmission Expansion Planning Problem with Renewable Energy |
title_sort |
analysis of constraint-handling in metaheuristic approaches for the generation and transmission expansion planning problem with renewable energy |
publisher |
Hindawi-Wiley |
series |
Complexity |
issn |
1076-2787 1099-0526 |
publishDate |
2018-01-01 |
description |
A multiperiod generation and transmission expansion planning (G&TEP) problem is considered. This model integrates conventional generation with renewable energy sources, assuming a stochastic approach. The proposed approach is based on a centralized planned transmission expansion. Due to the worldwide recent energy guidelines, it is necessary to generate expansion plans adequate to the forecast demand over the next years. Nowadays, in most energy systems, a public entity develops both the short and long of electricity-grid expansion planning. Due to the complexity of the problem, there are different strategies to find expansion plans that satisfy the uncertainty conditions addressed. We proposed to address the G&TEP problem with a pure genetic algorithm approach. Different constraint-handling techniques were applied to deal with two complex case studies presented. Numerical results are shown to compare the strategies used in the test systems, and key factors such as a prior initialization of population and the estimated minimum number of generations are discussed. |
url |
http://dx.doi.org/10.1155/2018/1438196 |
work_keys_str_mv |
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