Application of a Multi-Objective User-Centric Method to Energy Management in Smart Home Considering Consumer Privacy

Message:
Article Type:
Research/Original Article (دارای رتبه معتبر)
Abstract:

This paper investigates smart home energy management in consideration of tradeoffs between residential privacy and energy costs. A multi-objective approach that minimizes energy costs and maximizes privacy protection is proposed. This approach leads to a multi-objective optimization problem in which the two objectives addressed in separate dimensions. PSO algorithm that employs a stochastic search used for power scheduling of home appliances and uses deterministic battery control developed accordingly. The proposed approach can avoid some drawbacks faced by conventional weighted-sum methods for multi-objective optimization. Simulations reveal that the proposed approach can maintain a reasonable energy cost while robustly preserving user privacy at a sensible level, finally the numerical results shown and analyzed.

Language:
Persian
Published:
Journal of Renewable and New Energy, Volume:8 Issue: 2, 2021
Pages:
11 to 20
https://www.magiran.com/p2325000  
سامانه نویسندگان
  • Corresponding Author (2)
    Mohammad Tabrizian
    Assistant Professor Department of Electrical and Computer Engineering, Islamic Azad University, Imam Khomeini Memorial Branch, Ray, Iran
    Tabrizian، Mohammad
  • Author (3)
    Hamidreza Shahmirzad
    MSc Graduated Electrical Engineering, دانشگاه آزاد اسلامی واحد یادگار امام خمینی(ره)، تهران، ایران
    Shahmirzad، Hamidreza
اطلاعات نویسنده(گان) توسط ایشان ثبت و تکمیل شده‌است. برای مشاهده مشخصات و فهرست همه مطالب، صفحه رزومه را ببینید.
مقالات دیگری از این نویسنده (گان)