Home Energy Managment System Using Meta-heuristic Techniques

被引:0
|
作者
Bilal, Tamour [1 ]
Awais, Muhammad [1 ]
Junaid, Muhammad [1 ]
Faiz, Zafar [1 ]
Rehman, Mujeeb Ur [1 ]
Javaid, Nadeem [1 ]
机构
[1] COMSATS Inst Informat Technol, Islamabad 44000, Pakistan
关键词
MANAGEMENT;
D O I
10.1007/978-3-319-65521-5_75
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, we have evaluated the performance of Home Energy Management (HEM) using two meta-heuristic techniques: Chicken Swarm Optimization (CSO) and Bacterial Foraging Algorithm (BFA). We have classified the appliances in two catagories: fixed and shiftable/elastic appliances. Time of Use (ToU) pricing scheme is used for the calculation of electricity bill. The main objective of this paper is the minimization of electricity cost, reduction of Peak to Average (PAR) and balancing of load between peak and off peak hours while taking User Comfort (UC) under consideration. These algrithms performs efficiently in achieving multiple objectives. However results and simulations shows that CSO performs better than BFA in terms of PAR reduction, while BFA performs better in reducing electrcity cost.
引用
收藏
页码:833 / 844
页数:12
相关论文
共 50 条
  • [1] A meta-heuristic home energy management system
    Zafar, Ayesha
    Shah, Samia
    Khalid, Rabiya
    Hussain, Sardar Mehboob
    Rahim, Hassan
    Javaid, Nadeem
    2017 31ST IEEE INTERNATIONAL CONFERENCE ON ADVANCED INFORMATION NETWORKING AND APPLICATIONS WORKSHOPS (IEEE WAINA 2017), 2017, : 244 - 250
  • [2] Load Scheduling in Home Energy Management System Using Meta-Heuristic Techniques and Critical Peak Pricing Tariff
    Tariq, Maham
    Khalid, Adia
    Ahmad, Iftikhar
    Khan, Mahnoor
    Zaheer, Bushra
    Javaid, Nadeem
    ADVANCES ON P2P, PARALLEL, GRID, CLOUD AND INTERNET COMPUTING (3PGCIC-2017), 2018, 13 : 50 - 62
  • [3] Home Energy Management Using Hybrid Meta-heuristic Optimization Technique
    Nazeer, Orooj
    Javaid, Nadeem
    Rafique, Adnan Ahmed
    Kiani, Sajid
    Javaid, Yasir
    Khurshid, Zeeshan
    INNOVATIVE MOBILE AND INTERNET SERVICES IN UBIQUITOUS COMPUTING, IMIS-2018, 2019, 773 : 599 - 609
  • [4] Optimal Allocation of Distributed Energy Resources Using Improved Meta-heuristic Techniques
    Kanwar, Neeraj
    Gupta, Nikhil
    Niazi, Khaleequr R.
    Swarnkar, Anil
    ELECTRIC POWER COMPONENTS AND SYSTEMS, 2016, 44 (13) : 1466 - 1477
  • [5] Meta-Heuristic and Nature Inspired Approaches for Home Energy Management
    Abideen, Zain Ul
    Jamshaid, Fouzia
    Zahra, Asma
    Rehman, Anwar Ur
    Razzaq, Sidra
    Javaid, Nadeem
    ADVANCES IN NETWORK-BASED INFORMATION SYSTEMS, NBIS-2017, 2018, 7 : 231 - 244
  • [6] Hybrid meta-heuristic optimization based home energy management system in smart grid
    Khan, Zahoor Ali
    Zafar, Ayesha
    Javaid, Sakeena
    Aslam, Sheraz
    Rahim, Muhammad Hassan
    Javaid, Nadeem
    JOURNAL OF AMBIENT INTELLIGENCE AND HUMANIZED COMPUTING, 2019, 10 (12) : 4837 - 4853
  • [7] Hybrid meta-heuristic optimization based home energy management system in smart grid
    Zahoor Ali Khan
    Ayesha Zafar
    Sakeena Javaid
    Sheraz Aslam
    Muhammad Hassan Rahim
    Nadeem Javaid
    Journal of Ambient Intelligence and Humanized Computing, 2019, 10 : 4837 - 4853
  • [8] Evaluation of Meta-heuristic Optimization Methods for Home Energy Management Applications
    Guzman, Cristina
    Cardenas, Alben
    Agbossou, Kodjo
    2017 IEEE 26TH INTERNATIONAL SYMPOSIUM ON INDUSTRIAL ELECTRONICS (ISIE), 2017, : 1501 - 1506
  • [9] Forest road profile optimization using meta-heuristic techniques
    Babapour, Razieh
    Naghdi, Ramin
    Ghajar, Ismael
    Mortazavi, Zahra
    APPLIED SOFT COMPUTING, 2018, 64 : 126 - 137
  • [10] Demand Side Management Using Meta-Heuristic Optimization Techniques
    Razzaq, Sidra
    Khalid, Adia
    Razzaq, Sughra
    Ul Abideen, Zain
    Zahra, Asma
    Khan, Mahnoor
    Javaid, Nadeem
    ADVANCES ON BROAD-BAND WIRELESS COMPUTING, COMMUNICATION AND APPLICATIONS, BWCCA-2017, 2018, 12 : 50 - 61