CaltechAUTHORS
  A Caltech Library Service

Privacy-preserving Energy Scheduling for Smart Grid with Renewables

Yang, Kai and Jiang, Libin and Low, Steven H. and Liu, Sijia (2020) Privacy-preserving Energy Scheduling for Smart Grid with Renewables. IEEE Access, 8 . pp. 132320-132329. ISSN 2169-3536. https://resolver.caltech.edu/CaltechAUTHORS:20200327-122618326

[img]
Preview
PDF - Published Version
Creative Commons Attribution.

851Kb

Use this Persistent URL to link to this item: https://resolver.caltech.edu/CaltechAUTHORS:20200327-122618326

Abstract

We consider joint demand response and power procurement to optimize the average social welfare of a smart power grid system with renewable sources. The renewable sources such as wind and solar energy are intermittent and fluctuate rapidly. As a consequence, the demand response algorithm needs to be executed in real time to ensure the stability of a smart grid system with renewable sources. We develop a demand response algorithm that converges to the optimal solution with superlinear rates of convergence. In the simulation studies, the proposed algorithm converges roughly thirty time faster than the traditional subgradient algorithm. In addition, it is fully distributed and can be realized either synchronously or in asynchronous manner, which eases practical deployment.


Item Type:Article
Related URLs:
URLURL TypeDescription
https://doi.org/10.1109/access.2020.2983110DOIArticle
ORCID:
AuthorORCID
Yang, Kai0000-0002-5983-198X
Low, Steven H.0000-0001-6476-3048
Additional Information:© 2020 IEEE. This work is licensed under a Creative Commons Attribution 4.0 License. Received February 13, 2020, accepted March 12, 2020, date of publication March 24, 2020, date of current version July 29, 2020. The associate editor coordinating the review of this manuscript and approving it for publication was Ning Kang.
Subject Keywords:Demand response, Smart Grid, Renewable sources, Distributed Algorithm, Convergence Analysis
Record Number:CaltechAUTHORS:20200327-122618326
Persistent URL:https://resolver.caltech.edu/CaltechAUTHORS:20200327-122618326
Official Citation:K. Yang, L. Jiang, S. H. Low and S. Liu, "Privacy-Preserving Energy Scheduling for Smart Grid With Renewables," in IEEE Access, vol. 8, pp. 132320-132329, 2020, doi: 10.1109/ACCESS.2020.2983110
Usage Policy:No commercial reproduction, distribution, display or performance rights in this work are provided.
ID Code:102144
Collection:CaltechAUTHORS
Deposited By: Tony Diaz
Deposited On:27 Mar 2020 19:30
Last Modified:14 Aug 2020 16:56

Repository Staff Only: item control page