Title :
Distributed Online Algorithm for Optimal Real-Time Energy Distribution in the Smart Grid
Author :
Yu Wang ; Shiwen Mao ; Nelms, R.M.
Author_Institution :
Dept. of Electr. & Comput. Eng., Auburn Univ., Auburn, AL, USA
Abstract :
In recent years, the smart grid has been recognized as an important form of the Internet of Things (IoT). The two-way energy and information flows in a smart gird, together with the smart devices, bring about new perspectives to energy management. This paper investigates a distributed online algorithm for electricity distribution in a smart grid environment. We first present a formulation that captures the key design factors such as user´s utility, grid load smoothing, and energy provisioning cost. The problem is shown to be convex and can be solved with a centralized online algorithm that only requires present information about users and the grid in our prior work. In this paper, we develop a distributed online algorithm that decomposes and solves the online problem in a distributed manner, and prove that the distributed online solution is asymptotically optimal. The proposed distributed online algorithm is also practical and mitigates the user privacy issue by not sharing user utility functions. It is evaluated with trace-driven simulations and shown to outperform a benchmark scheme.
Keywords :
convex programming; distributed algorithms; power engineering computing; smart power grids; Internet of Things; IoT; centralized online algorithm; convex optimization; distributed online algorithm; electricity distribution; energy management; energy provisioning cost; grid load smoothing; information flows; optimal real-time energy distribution; smart devices; smart grid environment; trace-driven simulations; two-way energy; user privacy; user utility; Algorithms; Distributed processes; Electricity supply industry; Internet of Things; Online services; Power demand; Reactive power; Real-time systems; Smart grids; Convex optimization; Enernet; Online algorithm; demand response; distributed algorithm; smart grid;
Journal_Title :
Internet of Things Journal, IEEE
DOI :
10.1109/JIOT.2014.2305667