دانلود Distributed Multi -Agent System Based Load Frequency Control for Multi- Area Power System in Smart Grid
عنوان انگليسي
:
Distributed Multi -Agent System Based Load Frequency Control for Multi- Area Power System in Smart Grid
چکیده
Abstract
This paper presents an intelligent controller for “Load Frequency Control (LFC)” application in “smart grid (SG)”environment having changes in communication topology via multi agent system (MAS) technology. In study, network induced effects, time delay and change in communication topology (CT) have been addressed to examine the system performance in closed loop. An event triggered control method is used to reduce the communication burden in a network. An intelligent controller based on reinforcement learning consists of two levels estimator agent and controller agent in each multi-area system. Particle swarm optimization )PSO) is used to tune the controller parameters. Further proposed control strategy and system architecture as MAS for LFC in smart grid is analyzed in detail, verified for various load conditions and different network configurations. In addition, mean square error of power system states with CT is also analyzed. The results of this study validate the feasibility of the proposed control, as well as the capability of the MAS for the operation of LFC in SG with changes in CT.
Keywords:
Communication topology Load frequency control Multi agent Reinforcement learning Smart grid
سایر منابع مهندسی برق در زمینه کنترل فرکانس