Load Shedding and Smart-Direct Load Control Using Internet of Things in Smart Grid Demand Response Management

被引:113
|
作者
Mortaji, Hamed [1 ]
Ow, Siew Hock [1 ]
Moghavvemi, Mahmoud [2 ,3 ]
Almurib, Haider Abbas F. [4 ]
机构
[1] Univ Malaya, Fac Comp Sci & Informat Technol, Dept Software Engn, Kuala Lumpur 50603, Malaysia
[2] Univ Malaya, Fac Engn, Dept Elect Engn, Ctr Res Appl Elect, Kuala Lumpur 50603, Malaysia
[3] Univ Sci & Culture, Tehran 1684613114, Iran
[4] Univ Nottingham, Dept Elect & Elect Engn, Malaysia Campus, Semenyih 43500, Malaysia
关键词
Demand response (DR); demand-side management; direct load control (DLC); Internet of Things (IoT); smart grid; SIDE MANAGEMENT; GENERATION; ALGORITHM;
D O I
10.1109/TIA.2017.2740832
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This paper proposes the use of a novel algorithm for smart-direct load control (S-DLC) and load shedding to minimize power outages in sudden grid load changes and reduce the peak-to-average ratio. The algorithm utilizes forecasting, shedding, and S-DLC. It also uses the Internet of Things and stream analytics to provide real-time load control, and generates a daily schedule for customers' equipped with intelligent electronic devices based on their demands, thermal comfort, and the forecasted load model. The demand response techniques are utilized for real-time load control and optimization. To test the algorithm, a simulation system was developed, which takes into account 100 customers owning randomly selected appliances. The results indicated that load shedding using autoregressive integrated moving average time-series prediction model, and applying S-DLC and Internet of Things can significantly reduce customers' power outage.
引用
收藏
页码:5155 / 5163
页数:9
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