Please use this identifier to cite or link to this item: https://hdl.handle.net/10216/100876
Author(s): Adelino J. C. Pereira
João Tomé Saraiva
Title: Generation expansion planning (GEP) - A long-term approach using system dynamics and genetic algorithms (GAs)
Issue Date: 2011
Abstract: This paper presents a model to solve the Generation Expansion Planning, GEP, problem in competitive electricity markets. The developed approach recognizes the presence of several generation agents aiming at maximizing their profits and that the planning environment is influenced by uncertainties affecting the demand, fuel prices, investment and maintenance costs and the electricity price. Several of these variables have interrelations between them turning it important to develop an approach that adequately captures the long-run behaviour of electricity markets. In the developed approach we used System Dynamics to capture this behaviour and to characterize the evolution of electricity prices and of the demand. Using this information, generation agents can then prepare their individual expansion plans. The resulting individual optimisation problems have a mixed integer nature, justifying the use of Genetic Algorithms. Once individual plans are obtained, they are input once again on the System Dynamics model to update the evolution of the price, of the demand and of the capacity factors. This defines a feedback mechanism between the individual expansion planning problems and the long-term System Dynamics model. This approach can be used by a generation agent to build a robust expansion plan in the sense it can simulate different reactions of the other competitors and also by regulatory or state agencies to investigate the impact of regulatory decisions on the evolution of the generation system. Finally, the paper includes a Case Study to illustrate the use and the results of this approach.
Subject: Ciências Tecnológicas, Engenharia electrotécnica, electrónica e informática
Technological sciences, Electrical engineering, Electronic engineering, Information engineering
Scientific areas: Ciências da engenharia e tecnologias::Engenharia electrotécnica, electrónica e informática
Engineering and technology::Electrical engineering, Electronic engineering, Information engineering
DOI: 10.1016/j.energy.2011.06.021
URI: https://repositorio-aberto.up.pt/handle/10216/100876
Document Type: Artigo em Revista Científica Internacional
Rights: restrictedAccess
Appears in Collections:FEUP - Artigo em Revista Científica Internacional

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