A Hierarchical Distributed Energy Management Agent Framework for Smart Homes, Grids, and Cities

被引:32
|
作者
Choi, Jin Seek [1 ]
机构
[1] Hanyang Univ, Seoul, South Korea
关键词
Energy management; Computer architecture; Decision making; Smart homes; Smart grids; Cloud computing; SYSTEMS;
D O I
10.1109/MCOM.2019.1900073
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
The installation of smart grids by utilities is driving the growth of the energy industry, allowing energy management systems (EMSs) to improve operational efficiency. Increasing consumers' interest in efficient energy consumption and distributed energy resources requires an EMS that can manage large numbers of powered devices within homes, buildings, and residential areas. An energy management agent (EMA) is a technology standard under development by ISO/IEC JTC 1/SC 25/WG 1. The EMA standard offers convenient and intelligent energy management services while supporting interoperability for demand response signals to smart grids. As wireless providers transition toward 5G and optical networks, EMAs are evolving into powerful frameworks of interconnected EMAs associated with cloud and edge computing. This article proposes a hierarchical distributed architecture that combines the advantages of both hierarchical and distributed architectures. A hierarchical architecture provides large-scale information acquisition, communications, processing, and control for cooperative energy management in homes and grids through cloud computing, while a distributed architecture provides autonomous decision making capability with agent-based intelligence through edge computing. The experimental results demonstrate the substantial achievements of the proposed hierarchical distributed EMA framework based on an actual protocol and system implementation. Finally, this article introduces various opportunities for using this framework with selected emerging technologies in smart city environments.
引用
收藏
页码:113 / 119
页数:7
相关论文
共 50 条
  • [1] Distributed Optimization Framework for Energy Management of Multiple Smart Homes With Distributed Energy Resources
    Joo, Il-Young
    Choi, Dae-Hyun
    [J]. IEEE ACCESS, 2017, 5 : 15551 - 15560
  • [2] Distributed Multi-Agent Algorithm for Residential Energy Management in Smart Grids
    Mets, Kevin
    Strobbe, Matthias
    Verschueren, Tom
    Roelens, Thomas
    De Turck, Filip
    Develder, Chris
    [J]. 2012 IEEE NETWORK OPERATIONS AND MANAGEMENT SYMPOSIUM (NOMS), 2012, : 435 - 443
  • [3] Framework for Hierarchical and Distributed Smart Grid Management
    Bonnefoi, Remi
    Moy, Christophe
    Palicot, Jacques
    [J]. 2017 XXXIIND GENERAL ASSEMBLY AND SCIENTIFIC SYMPOSIUM OF THE INTERNATIONAL UNION OF RADIO SCIENCE (URSI GASS), 2017,
  • [4] An automated energy management framework for smart homes
    Kanso, Houssam
    Noureddine, Adel
    Exposito, Ernesto
    [J]. JOURNAL OF AMBIENT INTELLIGENCE AND SMART ENVIRONMENTS, 2023, 16 (01) : 23 - 42
  • [5] A Hierarchical Framework for Intelligent Traffic Management in Smart Cities
    Li, Zhiyi
    Al Hassan, Reida
    Shahidehpour, Mohammad
    Bahramirad, Shay
    Khodaei, Amin
    [J]. IEEE TRANSACTIONS ON SMART GRID, 2019, 10 (01) : 691 - 701
  • [6] Energy Efficiency in Smart Homes and Smart Grids
    Fensel, Anna
    Gomez Berbis, Juan Miguel
    [J]. ENERGIES, 2021, 14 (08)
  • [7] Distributed Online Optimal Energy Management for Smart Grids
    Zhang, Wei
    Xu, Yinliang
    Liu, Wenxin
    Zang, Chuanzhi
    Yu, Haibin
    [J]. IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2015, 11 (03) : 717 - 727
  • [8] Agent Based Modeling of Smart Grids in Smart Cities
    Omarov, Bauyrzhan
    Altayeva, Aigerim
    Turganbayeva, Alma
    Abdulkarimova, Glyussya
    Gusmanova, Farida
    Sarbasova, Alua
    Omarov, Batyrkhan
    Dauletbek, Yergali
    Altayeva, Aizhan
    Omarov, Nurzhan
    [J]. ELECTRONIC GOVERNANCE AND OPEN SOCIETY: CHALLENGES IN EURASIA, EGOSE 2018, 2019, 947 : 3 - 13
  • [9] Fuzzy-Based Multi-Agent System for Distributed Energy Management in Smart Grids
    Radhakrishnan, Bharat Menon
    Srinivasan, Dipti
    Mehta, Rahul
    [J]. INTERNATIONAL JOURNAL OF UNCERTAINTY FUZZINESS AND KNOWLEDGE-BASED SYSTEMS, 2016, 24 (05) : 781 - 803
  • [10] Hierarchical Energy Management Strategy for a Community of Multi Smart Homes
    Aznavi, Sima
    Fajri, Poria
    Rasheduzzaman, Md
    [J]. IECON 2018 - 44TH ANNUAL CONFERENCE OF THE IEEE INDUSTRIAL ELECTRONICS SOCIETY, 2018, : 176 - 181