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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Main Authors: Lourdes Martínez-Villaseñor, Hiram Ponce, José Antonio Marmolejo-Saucedo, Juan Manuel Ramírez, Agustina Hernández
Format: Article
Language:English
Published: Hindawi-Wiley 2018-01-01
Series:Complexity
Online Access:http://dx.doi.org/10.1155/2018/1438196
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spelling 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
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