Title :
Agent-based modeling and simulation of competitive electric power markets
Author :
Haruna, Y.S. ; Bakare, G.A. ; Aliyu, U.O.
Author_Institution :
Electr. & Electron. Eng. Dept., Abubakar Tafawa Balewa Univ., Bauchi, Nigeria
Abstract :
This paper has proposed fast convergence particle swarm optimization (FCPSO) based technique for solving the optimal load shedding problem leading to adaptive static load shedding (ASLSS) schemes. The candidate load buses to be shed are determined based on cost functions that considered distributed revenue profiles and social cost associated with critical and essential loads in the Nigerian power system. In order to develop the ASLSS, several optimal power flow (OPF) based load shedding scenarios via modified Matpower program were carried out. The optimal load shedding data generated there from were used for the training of radial basis function neural network (RBFNN) architecture. This enabled an ASLS framework to be developed specifically for the Nigerian grid system to achieve generation load balance requirements. The ASLSS has been exhaustively tested on the Nigerian power system. Several far reaching results obtained are presented and discussed extensively. In particular, the RBFNN forecast track the actual load sheds with maximum absolute predictive error of 16.3%.
Keywords :
load flow; load shedding; particle swarm optimisation; power engineering computing; power grids; radial basis function networks; ASLSS; FCPSO; Nigerian grid system; Nigerian power system; OPF; RBFNN; adaptive static load shedding; computational intelligence techniques; distributed revenue profiles; fast convergence particle swarm optimization; generation load balance requirements; optimal power flow; radial basis function neural network; social cost; Convergence; Power generation; Power industry; Power system stability; Reactive power; Training; Vectors; PowerWorld; agented-based modeling; locational marginal price; simulation; wholesale power market;
Conference_Titel :
Power Systems Conference (PSC), 2014 Clemson University
Conference_Location :
Clemson, SC
DOI :
10.1109/PSC.2014.6808096