Real-Time Price Based Home Energy Management Scheduler

被引:71
|
作者
Vivekananthan, Cynthujah [1 ]
Mishra, Yateendra [1 ]
Li, Fangxing [2 ]
机构
[1] Queensland Univ Technol, Brisbane, Qld 4059, Australia
[2] Univ Tennessee, Knoxville, TN 37996 USA
关键词
Energy demand; home energy management; Markov decision process; real-time electricity price; DESIGN; POWER; OPTIMIZATION; APPLIANCES; SYSTEMS;
D O I
10.1109/TPWRS.2014.2358684
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
With the recent development of advanced metering infrastructure, real-time pricing (RTP) scheme is anticipated to be introduced in future retail electricity market. This paper proposes an algorithm for a home energy management scheduler (HEMS) to reduce the cost of energy consumption using RTP. The proposed algorithm works in three subsequent phases namely real-time monitoring (RTM), stochastic scheduling (STS) and real-time control (RTC). In RTM phase, characteristics of available controllable appliances are monitored in real-time and stored in HEMS. In STS phase, HEMS computes an optimal policy using stochastic dynamic programming (SDP) to select a set of appliances to be controlled with an objective of the total cost of energy consumption in a house. Finally, in RTC phase, HEMS initiates the control of the selected appliances. The proposed HEMS is unique as it intrinsically considers uncertainties in RTP and power consumption pattern of various appliances. In RTM phase, appliances are categorized according to their characteristics to ease the control process, thereby minimizing the number of control commands issued by HEMS. Simulation results validate the proposed method for HEMS.
引用
收藏
页码:2149 / 2159
页数:11
相关论文
共 50 条
  • [1] Real-Time Price Based Home Energy Management Scheduler
    Vivekananthan, Cynthujah
    Mishra, Yateendra
    Li, Fran
    [J]. 2015 IEEE POWER & ENERGY SOCIETY GENERAL MEETING, 2015,
  • [2] HEAT: A Heterogeneous Multicore Real-Time Scheduler with Efficient Energy and Temperature Management
    Sharma, Yanshul
    Moulik, Sanjay
    [J]. APPLIED COMPUTING REVIEW, 2022, 22 (02): : 34 - 43
  • [3] A Real-time Feedback Scheduler for Environmental Energy Harvesting
    Abbas, A.
    Grolleau, E.
    Loudini, M.
    Mehdi, D.
    [J]. 2013 3D INTERNATIONAL CONFERENCE ON SYSTEMS AND CONTROL (ICSC), 2013,
  • [4] Real-time scheduler based on fuzzy logic
    Neema, S
    Abbott, B
    [J]. INTERNATIONAL CONFERENCE ON PARALLEL AND DISTRIBUTED PROCESSING TECHNIQUES AND APPLICATIONS, VOLS I-III, PROCEEDINGS, 1997, : 978 - 985
  • [5] Optimization based Real-Time Home Energy Management in the Presence of Renewable Energy and Battery Energy Storage
    Elkazaz, Mahmoud
    Sumner, Mark
    Davies, Richard
    Pholboon, Seksak
    Thomas, David
    [J]. 2019 2ND INTERNATIONAL CONFERENCE ON SMART ENERGY SYSTEMS AND TECHNOLOGIES (SEST 2019), 2019,
  • [6] A Real-Time Electricity Scheduling for Residential Home Energy Management
    Li, Shenglin
    Yang, Junjie
    Song, Wenzhan
    Chen, An
    [J]. IEEE INTERNET OF THINGS JOURNAL, 2019, 6 (02): : 2602 - 2611
  • [7] Coordinated Home Energy Management for Real-Time Power Balancing
    Chang, Tsung-Hui
    Alizadeh, Mahnoosh
    Scaglione, Anna
    [J]. 2012 IEEE POWER AND ENERGY SOCIETY GENERAL MEETING, 2012,
  • [8] Home energy system optimization based on time-of-use price and real-time control strategy of battery
    Wu H.
    Wang C.
    Zuo Y.
    Chen Y.
    Liu K.
    [J]. Dianli Xitong Baohu yu Kongzhi/Power System Protection and Control, 2019, 47 (19): : 23 - 30
  • [9] CEAT: A Cluster based Energy Aware Scheduler for Real-Time Heterogeneous Systems
    Moulik, Sanjay
    Das, Zinea
    Saikia, Gitimoni
    [J]. 2020 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS (SMC), 2020, : 1815 - 1821
  • [10] Real-time energy management of a smart home based on deep deterministic policy gradient
    Zenginis, Ioannis
    Vardakas, John
    Ramantas, Kostas
    Verikoukis, Christos
    [J]. 2021 21ST IEEE INTERNATIONAL CONFERENCE ON ENVIRONMENT AND ELECTRICAL ENGINEERING AND 2021 5TH IEEE INDUSTRIAL AND COMMERCIAL POWER SYSTEMS EUROPE (EEEIC/I&CPS EUROPE), 2021,