DocumentCode :
36658
Title :
Optimal Stochastic Tracking for Primary Frequency Control in an Interactive Smart Grid Infrastructure
Author :
Ding Li ; Jayaweera, Sudharman K.
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of New Mexico, Albuquerque, NM, USA
Volume :
9
Issue :
3
fYear :
2015
fDate :
Sept. 2015
Firstpage :
978
Lastpage :
988
Abstract :
An optimal stochastic tracking scheme is proposed for an interactive smart grid infrastructure made of three steps: 1) The utility reshapes the customer load profiles by scheduling a demand response for the requested customer loads; 2) individual smart home makes optimal sequential decisions on power purchase; and 3) optimal stochastic control schemes for the active power balance (primary frequency control) are designed, in the presence of uncertainties arising from customer loads and distributed renewable generations. With the first two parts addressed in our previous work, in this paper, we focus on the primary frequency control scheme design in the multilayer control architecture to stabilize frequency and maintain the active power balance within the distributed areas. We propose two stochastic tracking schemes based on the state-space representation of a synchronous generator: 1) reference-dynamics-based tracking and 2) reference-statistics-based tracking. We further extend the proposed optimal controllers by considering the realistic scenario of asynchronous load signals from different customers. To compensate for different delays seen by different customer signals, a Kalman-filter-based prediction scheme is proposed to estimate the correct reference signal. We show that the centralized reference prediction can equivalently be implemented distributively. Simulation results are presented, showing the performances of the proposed prediction and tracking schemes.
Keywords :
Kalman filters; demand side management; distributed power generation; frequency control; optimal control; power control; smart power grids; state-space methods; stochastic processes; Kalman-filter-based prediction scheme; active power balance; asynchronous load signals; centralized reference prediction; customer load profiles; demand response; distributed renewable generations; interactive smart grid infrastructure; multilayer control architecture; optimal controllers; optimal sequential decisions; optimal stochastic control schemes; optimal stochastic tracking scheme; power purchase; primary frequency control scheme design; reference-dynamics-based tracking; reference-statistics-based tracking; requested customer loads; smart home; state-space representation; synchronous generator; Frequency control; Load modeling; Power generation; Smart grids; Stochastic processes; Synchronous generators; Active power balance; Kalman filter (KF) based reference prediction; asynchronous reference signal; primary frequency control; stochastic tracking; utility–customer interaction; utility???customer interaction;
fLanguage :
English
Journal_Title :
Systems Journal, IEEE
Publisher :
ieee
ISSN :
1932-8184
Type :
jour
DOI :
10.1109/JSYST.2014.2345911
Filename :
6880758
Link To Document :
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