Title :
Heuristic Algorithms for Solving Convex and Nonconvex Economic Dispatch
Author :
Yare, Yusuf ; Venayagamoorthy, Ganesh Kumar ; Saber, Ahmed Yousuf
Author_Institution :
Real-Time Power & Intell. Syst. Lab., Missouri Univ. of Sci. & Technol., Rolla, MO, USA
Abstract :
Economic dispatch (ED) is a power system optimization problem and its objective is to reduce the total generation cost of units while satisfying constraints. The presence of nonlinearities in practical generator operation makes solving the ED problem more challenging. These generator nonlinearities are modeled as constraints to be met in the form of ramp-rate limits and prohibited operating zones. This paper proposes three heuristic algorithms, namely, the genetic algorithm (GA), differential evolution (DE) and modified particle swarm optimization (MPSO) to solve this ED problem for two test systems. Simulation, numerical results and convergence performances of these three algorithms are presented and compared as a way of demonstrating and validating the heuristic algorithms in solving this complex and challenging power system problem characterized by practical and nonconvex generator constraints.
Keywords :
genetic algorithms; particle swarm optimisation; power generation dispatch; power generation economics; convex economic dispatch; differential evolution; genetic algorithm; heuristic algorithms; modified particle swarm optimization; nonconvex economic dispatch; power system optimization problem; ramp-rate limits; total generation cost; Constraint optimization; Cost function; Genetic algorithms; Heuristic algorithms; Particle swarm optimization; Power generation; Power generation economics; Power system economics; Power system modeling; Power system simulation; Differential evolution; economic cost function; economic dispatch; generation cost; genetic algorithm; particleswarm optimization; prohibited operating zones; ramp-rate limits;
Conference_Titel :
Intelligent System Applications to Power Systems, 2009. ISAP '09. 15th International Conference on
Conference_Location :
Curitiba
Print_ISBN :
978-1-4244-5097-8
DOI :
10.1109/ISAP.2009.5352852