Wind Driven Optimization With Smart Home Battery for Power Scheduling Problem in Smart Home

被引:3
|
作者
Makhadmeh, Sharif Naser [1 ]
Al-Betar, Mohammed Azmi [1 ]
Abasi, Ammar Kamal [2 ]
Awadallah, Mohammed A. [3 ]
Alyasseri, Zaid Abdi Alkareem [4 ]
Alomari, Osama Ahmad [5 ]
Abu Doush, Iyad [6 ]
机构
[1] Ajman Univ, Coll Engn & Informat Technol, Artificial Intelligence Res Ctr, Ajman, U Arab Emirates
[2] Univ Sains Malaysia, Sch Comp Sci, George Town, Malaysia
[3] Al Aqsa Univ, Dept Comp Sci, Gaza, Palestine
[4] Univ Kufa, ECE Dept, Fac Engn, Najaf, Iraq
[5] Istanbul Gelisim Univ, Fac Engn & Architecture, Dept Comp Engn, Istanbul, Turkey
[6] Amer Univ Kuwait, Coll Engn & Appl Sci, Dept Comp, Salmiya, Kuwait
关键词
Optimization; Power Scheduling Problem in Smart Home; Wind Driven Optimization; Smart Home Battery; ENERGY MANAGEMENT;
D O I
10.1109/PICICT53635.2021.00026
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The power scheduling problem in smart home (PSPSH) refers to schedule smart appliances at suitable times in accordance with pricing system(s). Smart appliances can be rearranged and scheduled by moving their operation times from one period to another. Such a process aims to decrease the electricity bill and the power demand at peak periods and improve user satisfaction. Different optimization approaches were proposed to address PSPSH, where metaheuristics are the most common methods. In this paper, wind-driven optimization (WDO) is adapted to handle PSPSH and optimize its objectives. Smart home battery (SHB) is modelled and used to improve the schedules by storing power at off-peak periods and using the stored power at peak periods. In the simulation results, the proposed approach proves its efficiency in reducing electricity bills and improving user satisfaction. In addition, WDO is compared with bacterial foraging optimization algorithm (BFOA) to evaluate and investigate its performance. WDO outperforms BFOA in optimizing PSPSH objectives.
引用
收藏
页码:82 / 87
页数:6
相关论文
共 50 条
  • [1] Smart Home Battery for the Multi-Objective Power Scheduling Problem in a Smart Home Using Grey Wolf Optimizer
    Makhadmeh, Sharif Naser
    Al-Betar, Mohammed Azmi
    Alyasseri, Zaid Abdi Alkareem
    Abasi, Ammar Kamal
    Khader, Ahamad Tajudin
    Damasevicius, Robertas
    Mohammed, Mazin Abed
    Abdulkareem, Karrar Hameed
    [J]. ELECTRONICS, 2021, 10 (04) : 1 - 35
  • [2] Power Scheduling In a Smart Home Using Earliglow Optimization
    Chidzonga, R. F.
    Nleya, B.
    [J]. 2019 IEEE PES/IAS POWERAFRICA, 2019, : 221 - 226
  • [3] Optimization methods for power scheduling problems in smart home: Survey
    Makhadmeh, Sharif Naser
    Khader, Ahamad Tajudin
    Al-Betar, Mohammed Azmi
    Naim, Syibrah
    Abasi, Ammar Kamal
    Alyasseri, Zaid Abdi Alkareem
    [J]. RENEWABLE & SUSTAINABLE ENERGY REVIEWS, 2019, 115
  • [4] An Optimal Power Scheduling for Smart Home Appliances with Smart Battery using Grey Wolf Optimizer
    Makhadmeh, Sharif Naser
    Khader, Ahamad Tajudin
    Al-Betar, Mohammed Azmi
    Naim, Syibrah
    [J]. 2018 8TH IEEE INTERNATIONAL CONFERENCE ON CONTROL SYSTEM, COMPUTING AND ENGINEERING (ICCSCE 2018), 2018, : 76 - 81
  • [5] Appliance Scheduling Optimization in Smart Home Networks
    Qayyum, F. A.
    Naeem, M.
    Khwaja, A. S.
    Anpalagan, A.
    Guam, L.
    Venkatesh, B.
    [J]. IEEE ACCESS, 2015, 3 : 2176 - 2190
  • [6] POWER CONSUMPTION OPTIMIZATION IN THE SMART HOME
    Mocnik, Jure
    Finc, Matjaz
    Zemva, Andrej
    [J]. ELECTRONICS WORLD, 2013, 119 (1928): : 20 - 22
  • [7] Optimization of the Power Flow in a Smart Home
    Zhang, Linfeng
    Xiong, Xingguo
    [J]. ONLINE ENGINEERING & INTERNET OF THINGS, 2018, 22 : 721 - 730
  • [8] Particle Swarm Optimization Algorithm for Power Scheduling Problem Using Smart Battery
    Makhadmeh, Sharif Naser
    Khader, Ahamad Tajudin
    Al-Betar, Mohammed Azmi
    Naim, Syibrah
    Alyasseri, Zaid Abdi Alkareem
    Abasi, Ammar Kamal
    [J]. 2019 IEEE JORDAN INTERNATIONAL JOINT CONFERENCE ON ELECTRICAL ENGINEERING AND INFORMATION TECHNOLOGY (JEEIT), 2019, : 672 - 677
  • [9] Appliance Scheduling Optimization in Smart Home Networks comprising of Smart Appliances and a Photovoltaic Panel
    Qayyum, F. A.
    Naeem, M.
    Khwaja, A. S.
    Anpalagan, A.
    [J]. 2015 IEEE ELECTRICAL POWER AND ENERGY CONFERENCE (EPEC), 2015, : 457 - 462
  • [10] An Energy Efficient Scheduling of a Smart Home Based on Optimization Techniques
    Jamil, Aqib
    Javaid, Nadeem
    Khalid, Muhammad Usman
    Iqbal, Muhammad Nadeem
    Rashid, Saad
    Anwar, Naveed
    [J]. INNOVATIVE MOBILE AND INTERNET SERVICES IN UBIQUITOUS COMPUTING, IMIS-2018, 2019, 773 : 3 - 14