Hiperheuristica basada en razonamiento con dominio en metaheuristicas x-pso multiobjetivo hy x-fpso cbr. aplicación sobre una optimización dinámica posibilística

Authors

  • Gustavo Schweickardt CONICET.
  • Carlos Casanova Universidad Tecnológica Nacional. Concepción del Uruguay.

Keywords:

optimization, particles swarm, hyperheuristics, artificial neural network, electric distribution system

Abstract

In this work the Hyperheuristic HY X-PSO CBR, supporting a Possibilistc Dynamic Optimization corresponding to the Electric Distribution System (EDS) Planning in the Mid/Short Term, is applied. 

The problem to solve is the definition/identification of States Space for the evolution of EDS, knowing the number of stages, corresponding with each of years of Regulatory Control Period. The Artificial Backpropagation Neural Network, that support the Selection/Learning Method to choice, in certain decision instance, the X-FPSO form in Metaheuristics domain of proposed Hyperheuristic, is Designed an Trained. The results are used in the Dynamic Possibilistic Model and a simulation on a real EDS, as Study Case, is performed. The Hyperheuristic results and States Space defined by mean inspection for optimizations performed on the same real EDS, are compared.

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References

FUNAHASHI, K.; NAKAMURA, Y. (1993): “APPROXIMATION OF DYNAMICAL SYSTEM BY CONTINUOUS TIME RECURRENT NEURAL

NETWORKS”. Journal of Neural Networs, Nro. 6, pp. 801-806.

HAGAN, M.; DEMUTH, H.; BEALE, M. (1996): “NEURAL NETWORK DESIGN”. PWS Publishing Company. Boston, USA.

SCHWEICKARDT, G.; MIRANDA, V. (2010): “CONTROL REGULATORIO DE LA ADAPTACIÓN ECONÓMICA EN SISTEMAS DE DISTRIBUCIÓN DE ENERGÍA ELÉCTRICA. CONCEPCIÓN DE UN MODELO POSIBILÍSTICO DESDE UN PARADIGMA ALTERNATIVO”. Libro de Resúmenes del Congreso ERABIO II - ENDIO XIII - XXI EPIO. Septiembre de 2010, Tandil, Argentina.

WIDROW, B.; LEHR, M. (1990): “30 YEARS OF ADAPTIVE NEURAL NETWORKS: PERCEPTRON, MADALINE, AND BACKPROPAGATION”. Proceedings of the IEEE, Vol. 78, issue 9, September 1990.

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Published

2018-06-11

Issue

Section

Aplicaciones

How to Cite

Hiperheuristica basada en razonamiento con dominio en metaheuristicas x-pso multiobjetivo hy x-fpso cbr. aplicación sobre una optimización dinámica posibilística. (2018). Revista De La Escuela De Perfeccionamiento En Investigación Operativa, 22(35), 128-148. https://revistas.psi.unc.edu.ar/index.php/epio/article/view/20269