A High-Performance Stochastic Fractal Search Algorithm for Optimal Generation Dispatch Problem
Open Access
Abstract
This paper proposes applications of a modified stochastic fractal search algorithm (MSFS) to solve the economic load dispatch problem (ELD) in which valve-point effects, prohibited operating zones, power losses in all conductors, multi-fuel sources and other constraints of power system are taken into consideration. The proposed method is first developed in the study by performing two modifications on two procedures of new solution generation from conventional stochastic fractal search (SFS). The first modification is used to change the strategy of producing new solutions of the first and the second update procedures while the second one is to newly update the worst solutions in the first update process and the best solutions in the second update process. These modifications have major influence on the solution search performance of the proposed method. All improvements of the proposed method can be illustrated by solving and analyzing results from various test systems with different system scales including 3-unit, 6-unit, 10-unit, and 20-unit systems. Comparison of results obtained by MSFS, SFS, and other existing methods indicates that the proposed MSFS method is more effective and robust than compared methods in terms of solution quality, high-quality solution search stability and convergence process. Consequently, the proposed method should be used as a very favorable optimization method for the ELD problem and it should be tried for other optimization problems in electrical engineering.Keywords
This publication has 49 references indexed in Scilit:
- A social spider algorithm for solving the non-convex economic load dispatch problemNeurocomputing, 2016
- Cuckoo search algorithm for non‐convex economic dispatchIET Generation, Transmission & Distribution, 2013
- Application of shuffled frog leaping algorithm for economic dispatch with multiple fuel options2012
- Hybrid real coded genetic algorithm solution to economic dispatch problemComputers and Electrical Engineering, 2003
- Economic dispatch based on optimal lambda using radial basis function networkInternational Journal of Electrical Power & Energy Systems, 2002
- An enhanced Lagrangian neural network for the ELD problems with piecewise quadratic cost functions and nonlinear constraintsElectric Power Systems Research, 2002
- New approach with a Hopfield modeling framework to economic dispatchIEEE Transactions on Power Systems, 2000
- Real-time economic dispatch with line flow and emission constraints using quadratic programmingIEEE Transactions on Power Systems, 1998
- Optimal reactive dispatch through interior point methodsIEEE Transactions on Power Systems, 1994
- An optimal formulation and solution of short-range operating problems for a power system with flow constraintsProceedings of the IEEE, 1972