Efficient and Autonomous Energy Management Techniques for the Future Smart Homes

被引:77
|
作者
Basit, Abdul [1 ]
Sidhu, Guftaar Ahmad Sardar [1 ]
Mahmood, Anzar [1 ]
Gao, Feifei [2 ]
机构
[1] COMSATS Inst Informat Technol, Dept Elect Engn, Islamabad 44000, Pakistan
[2] Tsinghua Univ, Dept Automat, Beijing 100084, Peoples R China
关键词
HEMS; Dijkstra; DSM; Smart Grid; OPTIMIZATION; ALGORITHM; SYSTEMS;
D O I
10.1109/TSG.2015.2504560
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
Smart grid with latest technologies provides solid foundation for the implementation of energy management systems at home premises. This paper proposes an autonomous energy management-based cost reduction solution for peak load times using a home energy management system (HEMS). Within a home environment, both the real time and the schedulable appliances are connected with smart meter through HEMS. We formulate an optimization problem under various practical constraints, which is shown to be a mixed integer programming problem that can be solved through a step-wise approach. A novel scheme based on Dijkstra algorithm is proposed, which results in the similar performance to that of the proposed optimal scheme while exhibiting much lower complexity. To further save the computational efforts, a low complexity scheme is also proposed, which produces considerably better results than the non-optimized scheme with the same complexity yet. Simulation results are presented at show the performance and complexity comparison of different proposed solutions and the existing methods.
引用
收藏
页码:917 / 926
页数:10
相关论文
共 50 条
  • [1] Energy Management System Proposal for Efficient Smart Homes
    Nazabal, Juan A.
    Fernandez-Valdivielso, Carlos
    Falcone, Francisco J.
    Matias, Ignacio R.
    [J]. 2013 INTERNATIONAL CONFERENCE ON NEW CONCEPTS IN SMART CITIES: FOSTERING PUBLIC AND PRIVATE ALLIANCES (SMARTMILE), 2013,
  • [2] Efficient energy management system of smart homes with distributed energy resources
    Chae, Sung-Yoon
    Park, Jinhee
    [J]. 2015 8TH INTERNATIONAL CONFERENCE ON GRID AND DISTRIBUTED COMPUTING (GDC), 2015, : 9 - 12
  • [3] A Home Energy Management System for Energy-Efficient Smart Homes
    Lee, Hyunjeong
    Park, Wan-Ki
    Lee, Il-Woo
    [J]. 2014 INTERNATIONAL CONFERENCE ON COMPUTATIONAL SCIENCE AND COMPUTATIONAL INTELLIGENCE (CSCI), VOL 2, 2014, : 142 - 145
  • [4] An Optimal Electrical Energy Management Scheme for Future Smart Homes
    Walgama, Sandali
    Hasinthara, Ushani
    Herath, Anuri
    Daranagama, Kalana
    Kumarawadu, Sisil
    [J]. 2020 8TH IEEE INTERNATIONAL CONFERENCE ON SMART ENERGY GRID ENGINEERING (SEGE 2020), 2020, : 137 - 141
  • [5] Efficient Energy Management for Smart Homes with Grey Wolf Optimizer
    Abdulgader, Musbah
    Lakshminarayanan, Srivathsan
    Kaur, Devinder
    [J]. 2017 IEEE INTERNATIONAL CONFERENCE ON ELECTRO INFORMATION TECHNOLOGY (EIT), 2017, : 388 - 393
  • [6] Efficient Techniques for Residential Appliances Scheduling in Smart Homes for Energy Management Using Multiple Knapsack Problem
    Amit Shewale
    Anil Mokhade
    Amruta Lipare
    Neeraj Dhanraj Bokde
    [J]. Arabian Journal for Science and Engineering, 2024, 49 : 3793 - 3813
  • [7] Efficient Techniques for Residential Appliances Scheduling in Smart Homes for Energy Management Using Multiple Knapsack Problem
    Shewale, Amit
    Mokhade, Anil
    Lipare, Amruta
    Bokde, Neeraj Dhanraj
    [J]. ARABIAN JOURNAL FOR SCIENCE AND ENGINEERING, 2024, 49 (03) : 3793 - 3813
  • [8] Energy Management of Smart Homes
    Umair, Muhammad
    Shah, Ghalib A.
    [J]. 2020 IEEE INTERNATIONAL CONFERENCE ON SMART COMPUTING (SMARTCOMP), 2020, : 247 - 249
  • [9] Energy Optimization Techniques for Demand-Side Management in Smart Homes
    Aimal, Syeda
    Parveez, Komal
    Saba, Arje
    Batool, Sadia
    Arshad, Hafsa
    Javaid, Nadeem
    [J]. ADVANCES IN INTELLIGENT NETWORKING AND COLLABORATIVE SYSTEMS, INCOS-2017, 2018, 8 : 515 - 524
  • [10] Residential Energy Consumption Controlling Techniques to Enable Autonomous Demand Side Management in Future Smart Grid Communications
    Ullah, M. N.
    Javaid, N.
    Khan, I.
    Mahmood, A.
    Farooq, M. U.
    [J]. 2013 EIGHTH INTERNATIONAL CONFERENCE ON BROADBAND, WIRELESS COMPUTING, COMMUNICATION AND APPLICATIONS (BWCCA 2013), 2013, : 545 - 550