Title :
Distributed Intelligent Energy Management System for a Single-Phase High-Frequency AC Microgrid
Author :
Chakraborty, Sudipta ; Weiss, Manoja D. ; Simoes, M. Godoy
Author_Institution :
Colorado Sch. of Mines, Golden, CO
Abstract :
In this paper, a single-phase high-frequency AC (HFAC) microgrid is shown as a novel solution towards integrating renewable energy sources in a distributed generation system. Better utilization of the Microgrid is achieved by solving power flow and power quality issues using p-q theory-based active filtering called universal active power line conditioner and unified power quality conditioner, respectively. A distributed intelligent energy management system (DIEMS) is implemented to optimize operating costs. As the optimization greatly depends on the power generation and the power output from renewable sources strongly depends on the weather, the forecast of power generation is required for DIEMS. A Fuzzy ARTMAP neural network is used to predict hourly day-type outputs based on which generation can be forecasted. Depending on the forecast, an optimization scheme is developed utilizing linear programming along with heuristics. The results obtained show the successful implementation of HFAC Microgrid with adequate power flow and power quality control, as well as the optimization of operation cost by the DIEMS with Fuzzy ARTMAP-based day-type forecasting. The improvement in the battery life is also achieved due to optimization of storage charge states using the proposed DIEMS
Keywords :
distributed power generation; fuzzy neural nets; heuristic programming; linear programming; load flow control; load forecasting; power grids; power supply quality; renewable energy sources; DIEMS; active filtering; active power line conditioner; distributed generation system; distributed intelligent energy management system; fuzzy ARTMAP neural network; heuristic programming; high-frequency AC microgrid; linear programming; optimization; p-q theory; power flow control; power generation forecasting; power quality; renewable energy sources; Active filters; Cost function; Distributed control; Energy management; Intelligent systems; Load flow; Power generation; Power quality; Renewable energy resources; Weather forecasting; Active filters; distributed intelligent energy management system (DIEMS); fuzzy ARTMAP; high-frequency AC (HFAC); linear programming; microgrid; unified power quality conditioner (UPQC); universal active power line conditioner (UPLC);
Journal_Title :
Industrial Electronics, IEEE Transactions on
DOI :
10.1109/TIE.2006.888766