JOURNAL ARTICLE

An efficient algorithm for optimal real-time pricing strategy in smart grid

Abstract

Abstract— the new dynamic pricing schemes encourage the consumers to participate more actively in the electricity energy market, and the smart meter and demand side management (DSM) make it possible. In this paper, we consider a smart grid environment with multiple users equipped with smart meters and energy management devices (EMD). An improved optimization method is proposed to maximize the social welfare of both users and the provider under a real-time pricing strategy. More specifically, we proposed a more practical and advanced gradient algorithm – fast distributed dual gradient algorithm (FDDGA). Compared with traditional distributed dual sub- gradient algorithm, this improved method does not only accelerate the convergence rate but also overcome the possible oscillation that caused by the uncertainty in choosing step size over iteration process in sub-gradient projection method. The simulation results also validate that the proposed algorithm is effective and efficient in solving the real time pricing problem for demand response.

Keywords:
Smart grid Computer science Smart meter Dynamic pricing Dual (grammatical number) Convergence (economics) Demand response Electricity Mathematical optimization Process (computing) Grid Load management Rate of convergence Algorithm Key (lock) Engineering

Metrics

12
Cited By
0.55
FWCI (Field Weighted Citation Impact)
14
Refs
0.74
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Smart Grid Energy Management
Physical Sciences →  Engineering →  Electrical and Electronic Engineering
Energy Load and Power Forecasting
Physical Sciences →  Engineering →  Electrical and Electronic Engineering
Advanced Bandit Algorithms Research
Social Sciences →  Decision Sciences →  Management Science and Operations Research

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