DocumentCode :
73852
Title :
Heuristic Optimization for an Aggregator-Based Resource Allocation in the Smart Grid
Author :
Hansen, Timothy M. ; Roche, Robin ; Suryanarayanan, Siddharth ; Maciejewski, Anthony A. ; Siegel, Howard Jay
Author_Institution :
Colorado State Univ., Fort Collins, CO, USA
Volume :
6
Issue :
4
fYear :
2015
fDate :
Jul-15
Firstpage :
1785
Lastpage :
1794
Abstract :
We utilize a for-profit aggregator-based residential demand response (DR) approach to the smart grid resource allocation problem. The aggregator entity, using a given set of schedulable residential customer assets (e.g., smart appliances), must set a schedule to optimize for a given objective. Here, we consider optimizing for the profit of the aggregator. To encourage customer participation in the residential DR program, a new pricing structure named customer incentive pricing (CIP) is proposed. The aggregator profit is optimized using a proposed heuristic framework, implemented in the form of a genetic algorithm, that must determine a schedule of customer assets and the CIP. To validate our heuristic framework, we simulate the optimization of a large-scale system consisting of 5555 residential customer households and 56 642 schedulable assets using real-pricing data over a period of 24-h. We show that by optimizing purely for economic reasons, the aggregator can enact a beneficial change on the load profile of the overall power system.
Keywords :
pricing; resource allocation; smart power grids; aggregator-based residential demand response; aggregator-based resource allocation; customer incentive pricing; genetic algorithm; heuristic optimization; power system; real-pricing data; residential DR program; residential customer households; schedulable assets; schedulable residential customer assets; smart appliances; smart grid; smart grid resource allocation problem; time 24 h; Biological cells; Companies; Electricity; Optimization; Pricing; Resource management; Schedules; Aggregator; appliance scheduling; customer incentive pricing (CIP); cyber-physical systems (CPSs); heuristic optimization; smart grid;
fLanguage :
English
Journal_Title :
Smart Grid, IEEE Transactions on
Publisher :
ieee
ISSN :
1949-3053
Type :
jour
DOI :
10.1109/TSG.2015.2399359
Filename :
7046415
Link To Document :
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