Title :
Electric Distribution Network Expansion Under Load-Evolution Uncertainty Using an Immune System Inspired Algorithm
Author :
Carrano, Eduardo G. ; Guimarães, Frederico G. ; Takahashi, Ricardo H C ; Neto, Oriane M. ; Campelo, Felipe
Author_Institution :
Dept. of Electr. Eng., Univ. Fed. de Minas Gerais, Belo Horizonte
fDate :
5/1/2007 12:00:00 AM
Abstract :
This paper addresses the problem of electric distribution network expansion under condition of uncertainty in the evolution of node loads in a time horizon. An immune-based evolutionary optimization algorithm is developed here, in order to find not only the optimal network, but also a set of suboptimal ones, for a given most probable scenario. A Monte-Carlo simulation of the future load conditions is performed, evaluating each such solution within a set of other possible scenarios. A dominance analysis is then performed in order to compare the candidate solutions, considering the objectives of: smaller infeasibility rate, smaller nominal cost, smaller mean cost and smaller fault cost. The design outcome is a network that has a satisfactory behavior under the considered scenarios. Simulation results show that the proposed approach leads to resulting networks that can be rather different from the networks that would be found via a conventional design procedure: reaching more robust performances under load evolution uncertainties
Keywords :
Monte Carlo methods; costing; evolutionary computation; power distribution planning; Monte Carlo simulation; dominance analysis; electric distribution network expansion; evolutionary optimization algorithm; immune system; load evolution uncertainty; Conductors; Costs; Immune system; Network topology; Performance analysis; Performance evaluation; Power distribution; Robustness; Sensitivity analysis; Uncertainty; Artificial immune systems; load evolution uncertainty; multiobjective sensitivity analysis; network optimization; power distribution planning;
Journal_Title :
Power Systems, IEEE Transactions on
DOI :
10.1109/TPWRS.2007.894847