Title :
Real-Time Scheduling of Distributed Resources
Author :
Subramanian, Ananth ; Garcia, Manuel J. ; Callaway, Duncan S. ; Poolla, K. ; Varaiya, Pravin
Author_Institution :
Dept. of Mech. Eng., Univ. of California, Berkeley, Berkeley, CA, USA
Abstract :
We develop and analyze real-time scheduling algorithms for coordinated aggregation of deferrable loads and storage. These distributed resources offer flexibility that can enable the integration of renewable generation by reducing reserve costs. We present three scheduling policies: earliest deadline first (EDF), least laxity first (LLF), and receding horizon control (RHC). We offer a novel cost metric for RHC-based scheduling that explicitly accounts for reserve costs. We study the performance of these algorithms in the metrics of reserve energy and capacity through simulation studies. We conclude that the benefits of coordinated aggregation can be realized from modest levels of both deferrable load participation and flexibility.
Keywords :
cost reduction; distributed power generation; power generation economics; power generation scheduling; EDF scheduling policy; LLF scheduling policy; RHC scheduling policy; coordinated aggregation; deferrable load participation; distributed resources; earliest deadline first scheduling policy; least laxity first scheduling policy; real-time scheduling algorithm; receding horizon control scheduling policy; renewable generation integration; reserve cost reduction; reserve energy; Load modeling; Measurement; Optimal scheduling; Processor scheduling; Real-time systems; Resource management; Energy management; optimization methods; predictive control; renewable energy resources; scheduling algorithms;
Journal_Title :
Smart Grid, IEEE Transactions on
DOI :
10.1109/TSG.2013.2262508