Network-Aware Coordination of Residential Distributed Energy Resources

被引:32
|
作者
Scott, Paul [1 ]
Gordon, Dan [1 ]
Franklin, Evan [2 ]
Jones, Laura [3 ]
Thiebaux, Sylvie [1 ]
机构
[1] Australian Natl Univ, Coll Engn & Comp Sci, Canberra, ACT 2600, Australia
[2] Univ Tasmania, Sch Engn, Hobart, Tas 7005, Australia
[3] TasNetworks, Network Innovat, Hobart, Tas 7008, Australia
关键词
Distributed OPF; ADMM; demand response; DER; prosumers; batteries; distribution network; live trial; REACTIVE POWER;
D O I
10.1109/TSG.2019.2907128
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Rooftop solar and batteries, along with other distributed energy resources (DERs), add a new demand-side flexibility, which, when harnessed, will enable distribution operators to more efficiently manage their constrained networks. This paper presents network-aware coordination (NAC), an approach for coordinating DER within unbalanced distribution network constraints, which utilizes the alternating direction method of multipliers (ADMMs) to solve a distributed receding-horizon OPF. As far as we are aware, this paper is the first to report on the practical implementation and performance of an ADMM-based technique solving a significant network problem in live operations. We present real-world trial results of NAC coordinating 31 residential batteries on a constrained feeder within Tasmania's 11-kV distribution network. The batteries are coordinated to manage the network's constraints during periods of high feeder demand, decreasing the need for expensive conventional network management, in this case a diesel generator. We achieve a 34% reduction in diesel over seven peaks with 31 batteries capable of meeting 10% of peak demand. Supplementary simulations indicate the potential for a 74% diesel reduction if battery numbers were increased to 100. We find that compared to uncoordinated battery response, the NAC achieves 13% lower total costs over the trial period.
引用
收藏
页码:6528 / 6537
页数:10
相关论文
共 50 条
  • [1] A distributed network-aware TSCH scheduling
    Vieira Junior, Ivanilson Franca
    Granjal, Jorge
    Curado, Marilia
    [J]. 2023 19TH INTERNATIONAL CONFERENCE ON THE DESIGN OF RELIABLE COMMUNICATION NETWORKS, DRCN, 2023,
  • [2] Network-aware co-optimisation of residential DER in energy and FCAS markets
    Attarha, Ahmad
    Scott, Paul
    Thiebaux, Sylvie
    [J]. ELECTRIC POWER SYSTEMS RESEARCH, 2020, 189
  • [3] Network-aware distributed computing: A case study
    Tangmunarunkit, H
    Steenkiste, P
    [J]. PARALLEL AND DISTRIBUTED PROCESSING, 1998, 1388 : 171 - 182
  • [4] Network-aware support for mobile distributed teams
    van der Kleij, Rick
    de Jong, Alexis
    te Brake, Guido
    de Greef, Tjerk
    [J]. COMPUTERS IN HUMAN BEHAVIOR, 2009, 25 (04) : 940 - 948
  • [5] Network-Aware Distributed Machine Learning OverWide Area Network
    Zhou, Pan
    Sun, Gang
    Yu, Hongfang
    Chang, Victor
    [J]. MODERN INDUSTRIAL IOT, BIG DATA AND SUPPLY CHAIN, IIOTBDSC 2020, 2021, 218 : 55 - 62
  • [6] Network-Aware Service Placement in a Distributed Cloud Environment
    Steiner, Moritz
    Gaglianello, Bob
    Gurbani, Vijay
    Hilt, Volker
    Roome, W. D.
    Scharf, Michael
    Voith, Thomas
    [J]. ACM SIGCOMM COMPUTER COMMUNICATION REVIEW, 2012, 42 (04) : 73 - 74
  • [7] Network-Aware Optimization of Distributed Learning for Fog Computing
    Wang, Su
    Ruan, Yichen
    Tu, Yuwei
    Wagle, Satyavrat
    Brinton, Christopher G.
    Joe-Wong, Carlee
    [J]. IEEE-ACM TRANSACTIONS ON NETWORKING, 2021, 29 (05) : 2019 - 2032
  • [8] Network-Aware Grouping in Distributed Stream Processing Systems
    Chen, Fei
    Wu, Song
    Jin, Hai
    [J]. ALGORITHMS AND ARCHITECTURES FOR PARALLEL PROCESSING, ICA3PP 2018, PT I, 2018, 11334 : 3 - 18
  • [9] Network-Aware Optimization of Distributed Learning for Fog Computing
    Tu, Yuwei
    Ruan, Yichen
    Wagle, Satyavrat
    Brinton, Christopher G.
    Joe-Wong, Carlee
    [J]. IEEE INFOCOM 2020 - IEEE CONFERENCE ON COMPUTER COMMUNICATIONS, 2020, : 2509 - 2518
  • [10] Equitable Network-Aware Decarbonization of Residential Heating at City Scale
    Lechowicz, Adam
    Bashir, Noman
    Wamburu, John
    Hajiesmaili, Mohammad
    Shenoy, Prashant
    [J]. PROCEEDINGS OF THE 2023 THE 14TH ACM INTERNATIONAL CONFERENCE ON FUTURE ENERGY SYSTEMS, E-ENERGY 2023, 2023, : 1 - 13