Open AccessRecurrent multi‐objective differential evolution approach for reactive power management
Author(s) -
Singh Himmat,
Srivastava Laxmi
Publication year - 2016
Publication title -
iet generation, transmission and distribution
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 0.92
H-Index - 110
eISSN - 1751-8695
pISSN - 1751-8687
DOI - 10.1049/iet-gtd.2015.0648
Subject(s) - differential evolution , mathematical optimization , particle swarm optimization , ac power , control theory (sociology) , computer science , electric power system , genetic algorithm , voltage , pareto principle , population , transformer , engineering , mathematics , power (physics) , physics , quantum mechanics , artificial intelligence , demography , electrical engineering , control (management) , sociology
This study proposes a novel recurrent multi‐objective differential evolution (RMODE) algorithm to solve the constrained reactive power management (RPM) problem, which is a non‐linear, multi‐objective optimisation problem. Minimisation of total active power loss and improvement of voltage profile are considered as the objectives of the RPM problem. For RPM, generator bus voltage magnitudes, transformer tap settings and reactive power of capacitor/reactor are taken as the decision variables. In the proposed RMODE algorithm, the multi‐objective differential evolution (MODE) algorithm has been applied repeatedly using the available Pareto‐optimal solutions and re‐initialising the remaining population. Thus, for each next cycle of the RMODE, the better values of best compromise solution have been obtained. Effectiveness of the proposed RMODE algorithm has been demonstrated for RPM in the standard IEEE‐30 bus system and a practical 75‐bus Indian system. Compared with multi‐objective particle swarm optimisation (PSO), genetic algorithm toolbox for multi‐objective optimisation, MODE and reported results using modified differential evolution and classical PSO, the proposed approach seems to be a promising alternative approach for solving RPM problem in practical power system.