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Title: Accelerated Distributed Energy Management for Microgrids

Conference ·

This paper considers the optimal energy management for a microgrid. The goal of optimal energy management is to minimize the total generation cost while meeting total demand and satisfying individual generator output limits. To achieve this goal, we develop a distributed algorithm based on the consensus theory and gradient estimation technique. Compared to the existing algorithms with diminishing step-sizes, the proposed algorithm enjoys a faster convergence speed due to the fixed step-size, and thus increases the computation speed, and reduces the computation and communication burden. The proposed distributed algorithm is applicable to both fixed and time-varying directed communication networks. We show that the convergence of the proposed distributed algorithm is achieved if the fixed communication network is strongly connected, or if the time-varying communication network is uniformly jointly strongly connected. Numerical simulation results are used to illustrate and demonstrate the effectiveness of the proposed algorithm.

Research Organization:
Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States)
Sponsoring Organization:
USDOE Office of Electricity (OE)
DOE Contract Number:
AC05-00OR22725
OSTI ID:
1468153
Resource Relation:
Conference: 2018 IEEE Power and Energy Society (PES) General meeting - Portland, Oregon, United States of America - 8/5/2018 4:00:00 AM-8/9/2018 4:00:00 AM
Country of Publication:
United States
Language:
English

References (19)

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A Distributed Algorithm for Economic Dispatch Over Time-Varying Directed Networks With Delays journal June 2017
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Distributed Optimal Energy Management in Microgrids journal May 2015
Cooperative management of a lithium-ion battery energy storage network: A distributed MPC approach conference December 2016
Distributed Optimal Coordination for Distributed Energy Resources in Power Systems journal April 2017
Achieving Geometric Convergence for Distributed Optimization Over Time-Varying Graphs journal January 2017
Convergence Analysis of the Incremental Cost Consensus Algorithm Under Different Communication Network Topologies in a Smart Grid journal November 2012
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Decentralized optimal dispatch of distributed energy resources conference December 2012
Distributed robust economic dispatch in power systems: A consensus + innovations approach
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  • 2012 IEEE Power & Energy Society General Meeting. New Energy Horizons - Opportunities and Challenges, 2012 IEEE Power and Energy Society General Meeting https://doi.org/10.1109/PESGM.2012.6345156
conference July 2012
Distributed Bisection Method for Economic Power Dispatch in Smart Grid journal November 2015
Consensus Based Approach for Economic Dispatch Problem in a Smart Grid journal November 2013
Hierarchical control framework for integrated coordination between distributed energy resources and demand response journal September 2017
Demand Response as a Market Resource Under the Smart Grid Paradigm journal June 2010
Minimum-Time Consensus-Based Approach for Power System Applications journal February 2016
Optimization flow control. I. Basic algorithm and convergence journal January 1999
EXTRA: An Exact First-Order Algorithm for Decentralized Consensus Optimization journal January 2015
Average Consensus on Arbitrary Strongly Connected Digraphs With Time-Varying Topologies journal April 2014

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