Online Energy Management for a Sustainable Smart Home With an HVAC Load and Random Occupancy

被引:90
|
作者
Yu, Liang [1 ]
Jiang, Tao [2 ]
Zou, Yulong [1 ]
机构
[1] Nanjing Univ Posts & Telecommun, Minist Educ, Key Lab Broadband Wireless Commun & Sensor Networ, Nanjing 210003, Jiangsu, Peoples R China
[2] Huazhong Univ Sci & Technol, Sch Elect Informat & Commun, Wuhan 430074, Hubei, Peoples R China
基金
中国国家自然科学基金;
关键词
Smart home; energy cost; thermal discomfort cost; online energy management; renewable sources; energy storage; HVAC; electric vehicle; dynamic pricing; random home occupancy; Lyapunov optimization techniques; INTERNET DATA CENTERS; COST MINIMIZATION; STORAGE;
D O I
10.1109/TSG.2017.2775209
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
In this paper, we investigate the problem of minimizing the sum of energy cost and thermal discomfort cost in a long-term time horizon for a sustainable smart home with a heating, ventilation, and air conditioning load. Specifically, we first formulate a stochastic program to minimize the time average expected total cost with the consideration of uncertainties in electricity price, outdoor temperature, renewable generation output, electrical demand, the most comfortable temperature level, and home occupancy state. Then, we propose an online energy management algorithm based on the framework of Lyapunov optimization techniques without the need to predict any system parameters. The key idea of the proposed algorithm is to construct and stabilize four queues associated with indoor temperature, electric vehicle charging, and energy storage. Moreover, we theoretically analyze the feasibility and performance guarantee of the proposed algorithm. Extensive simulations based on real-world traces show the effectiveness of the proposed algorithm.
引用
收藏
页码:1646 / 1659
页数:14
相关论文
共 50 条
  • [1] Occupancy Forecasting for the Reduction of HVAC Energy Consumption in Smart Buildings
    Sala, Enric
    Zurita, Daniel
    Kampouropoulos, Konstantinos
    Delgado, Miguel
    Romeral, Luis
    PROCEEDINGS OF THE IECON 2016 - 42ND ANNUAL CONFERENCE OF THE IEEE INDUSTRIAL ELECTRONICS SOCIETY, 2016, : 4002 - 4007
  • [2] Development and evaluation of an online home energy management strategy for load coordination in smart homes with renewable energy sources
    Chen, Xiaoling
    Miller, Cory
    Goutham, Mithun
    Hanumalagutti, Prasad Dev
    Blaser, Rachel
    Stockar, Stephanie
    ENERGY, 2024, 290
  • [3] Short-term HVAC Load Forecasting Algorithms for Home Energy Management
    Lu, Jian
    Lu, Ning
    Wu, Xiaoyu
    He, Jinghan
    2016 IEEE POWER AND ENERGY SOCIETY GENERAL MEETING (PESGM), 2016,
  • [4] Load Recognition from Smart Plug Sensor for Energy Management in a Smart Home
    Soe, Win Thandar
    Belleudy, Cecile
    2019 IEEE SENSORS APPLICATIONS SYMPOSIUM (SAS), 2019,
  • [5] Optimal Home Energy Management for Smart Home using Random Bit Climbing
    Hamouda, Yousef E. M.
    2019 IEEE 7TH PALESTINIAN INTERNATIONAL CONFERENCE ON ELECTRICAL AND COMPUTER ENGINEERING (PICECE), 2019,
  • [6] A Smart Demand Side Management Mechanism for Domestic Energy Consumers with Major HVAC Load
    Parvathy, S.
    Patne, Nita R.
    Jadhav, Ashok M.
    2016 INTERNATIONAL CONFERENCE ON ELECTRICAL POWER AND ENERGY SYSTEMS (ICEPES), 2016, : 504 - 511
  • [7] Load Scheduling Algorithm Design for Smart Home Energy Management System
    Pawar, Prakash
    Sampath, Shantanu
    Ghosh, Trisha
    Vittal, K. P.
    2018 IEEE 7TH INTERNATIONAL CONFERENCE ON POWER AND ENERGY (PECON), 2018, : 304 - 309
  • [8] Smart Load Node for Nonsmart Load Under Smart Grid Paradigm A new home energy management system
    Singh, Shashank
    Roy, Amit
    Selvan, M. P.
    IEEE CONSUMER ELECTRONICS MAGAZINE, 2019, 8 (02) : 22 - 27
  • [9] Smart home energy management
    Martin, N
    Siddiqui, S
    Ahmed, N
    Simmons, G
    IC-AI '04 & MLMTA'04 , VOL 1 AND 2, PROCEEDINGS, 2004, : 448 - 454
  • [10] Energy Management in the Smart Home
    Kazmi, Aqeel H.
    O'Grady, Michael J.
    O'Hare, Gregory M. P.
    2013 IEEE 10TH INTERNATIONAL CONFERENCE ON AND 10TH INTERNATIONAL CONFERENCE ON AUTONOMIC AND TRUSTED COMPUTING (UIC/ATC) UBIQUITOUS INTELLIGENCE AND COMPUTING, 2013, : 480 - 486