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
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