Title :
Quasi-oppositional gravitational search algorithm applied to complex economic load dispatch problem
Author :
Bulbul, Sk Md Ali ; Roy, Pallab Kanti
Author_Institution :
Dept. of Electr. Eng., Dr. B.C. Roy Eng. Coll., Durgapur, India
Abstract :
This paper proposes an extension of the gravitational search algorithm (GSA) named quasi- oppositional GSA (QOGSA) to solve nonlinear economic load dispatch (ELD) optimization problems by considering valve point loading effects. QOGSA employs opposition-based population initialization and generation jumping to accelerate convergence speed of conventional GSA. ELD is a significant optimization problem in power system to distribute load demand reasonably and scientifically so that fuel cost can be minimized while satisfying various operational constraints. The proposed algorithm is tested in two standard systems of 10-unit and 40-unit. Comparison of numerical results with other well established techniques demonstrates higher performance scheme both in quality of solution and computational efficiency.
Keywords :
nonlinear programming; power generation dispatch; power generation economics; search problems; ELD; QOGSA; complex economic load dispatch problem; convergence speed; fuel cost; generation jumping; load demand; nonlinear economic load dispatch optimization problems; opposition-based population initialization; power system; quasioppositional gravitational search algorithm; valve point loading effects; Acceleration; Economics; Generators; Linear programming; Gravitational search algorithm; Oppositional based learning; Quasi oppositional GSA; Valve point loading; economic load dispatch; multiple fuels;
Conference_Titel :
Non Conventional Energy (ICONCE), 2014 1st International Conference on
Conference_Location :
Kalyani
Print_ISBN :
978-1-4799-3339-6
DOI :
10.1109/ICONCE.2014.6808732