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

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Omidvar Rouzbeh; Tabrizian Mohammad; Shahmirzad Hamidreza

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Journal Paper

Paper Information

Journal: Journal of Renewable and New Energy Year:2022 | Volume:8 | Issue:2 Page(s): 11-20

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Information Journal Paper

Title

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

Author(s)

Omidvar Rouzbeh | Tabrizian Mohammad | Shahmirzad Hamidreza | Issue Writer Certificate

Keywords

Energy Management

Smart Home

Optimization

Consumer Privacy

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.

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APA: Copy

Omidvar, Rouzbeh, Tabrizian, Mohammad, & Shahmirzad, Hamidreza. (2022). Application of a Multi-Objective User-Centric Method to Energy Management in Smart Home Considering Consumer Privacy. JOURNAL OF RENEWABLE AND NEW ENERGY, 8(2 ), 11-20. SID. https://sid.ir/paper/390707/en

Vancouver: Copy

Omidvar Rouzbeh, Tabrizian Mohammad, Shahmirzad Hamidreza. Application of a Multi-Objective User-Centric Method to Energy Management in Smart Home Considering Consumer Privacy. JOURNAL OF RENEWABLE AND NEW ENERGY[Internet]. 2022;8(2 ):11-20. Available from: https://sid.ir/paper/390707/en

IEEE: Copy

Rouzbeh Omidvar, Mohammad Tabrizian, and Hamidreza Shahmirzad, “Application of a Multi-Objective User-Centric Method to Energy Management in Smart Home Considering Consumer Privacy,” JOURNAL OF RENEWABLE AND NEW ENERGY, vol. 8, no. 2 , pp. 11–20, 2022, [Online]. Available: https://sid.ir/paper/390707/en

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