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Distributed algorithm for dynamic economic power dispatch with energy storage in smart grids

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TLDR
In this article, the authors considered the dynamic economic dispatch problem with energy storage in a smart grid scenario, which aims at minimising the aggregate generation costs over multiple periods on condition that the time-varying demand is met, while physical constraints on generation and storage as well as system spinning reserve requirement are satisfied.
Abstract
The dynamic economic dispatch problem with energy storage in a smart grid scenario is studied, which aims at minimising the aggregate generation costs over multiple periods on condition that the time-varying demand is met, while physical constraints on generation and storage as well as system spinning reserve requirement are satisfied. In our model, energy storage devices are incorporated for not only inter-temporal energy arbitrage to reduce total generation cost, but also providing spinning reserve to share generators' burden. To solve this problem, we assume that the communication networks are strongly connected directed graphs and propose a fully distributed algorithm based on the `consensus-like' iterative algorithm and the alternating direction method of multipliers. Our algorithm is distributed in the sense that no leader or master nodes are needed, while all the nodes conduct local computation and communicate merely with their neighbours. Numerical simulation is included to show the effectiveness of the proposed algorithm.

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Citations
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Journal ArticleDOI

Consensus-Based Distributed Coordination Between Economic Dispatch and Demand Response

TL;DR: A novel dynamic coordination problem between economic dispatch and demand response is formulated by taking the battery energy storage systems into consideration, which aims at making effective use of the power energy and mitigating the impact of the intermittency of the renewable energy resources.
Journal ArticleDOI

Distributed Control Method for Economic Dispatch in Islanded Microgrids With Renewable Energy Sources

TL;DR: A two-layer model is proposed for economic dispatch in islanded MGs, in which an MG is considered as the lower layer, while a communication network is consideredas the upper layer, and a systematic method is presented to derive fully distributed control laws from any given communication network.
Journal ArticleDOI

Power System Dispatch With Marginal Degradation Cost of Battery Storage

TL;DR: This paper rigorously derives the marginal degradation cost of battery for power system dispatch, which takes the form of a constant value divided by a discount factor plus a term related to battery state of health and shows that the optimal marginal costs of degradation depends on the marginal cost of generation in the grid.
Journal ArticleDOI

Distributed optimal active power dispatch with energy storage units and power flow limits in smart grids

TL;DR: A fully distributed algorithm based on the alternating direction method of multipliers (ADMM), the projected gradient method and the average consensus is proposed to solve Dynamic optimal active power dispatch with energy storage units and power flow limits in smart grids.
Journal ArticleDOI

Distributed Incremental Cost Consensus-Based Optimization Algorithms for Economic Dispatch in a Microgrid

TL;DR: This paper proposes two newly distributed dynamic optimization algorithms to respectively study the EDPs under both cases without and with generation constraints under a directed topology network based on the distributed incremental cost consensus (ICC).
References
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Book

Distributed Optimization and Statistical Learning Via the Alternating Direction Method of Multipliers

TL;DR: It is argued that the alternating direction method of multipliers is well suited to distributed convex optimization, and in particular to large-scale problems arising in statistics, machine learning, and related areas.
Book

Power Generation, Operation, and Control

TL;DR: In this paper, the authors present a graduate-level text in electric power engineering as regards to planning, operating, and controlling large scale power generation and transmission systems, including characteristics of power generation units, transmission losses, generation with limited energy supply, control of generation, and power system security.
Journal ArticleDOI

A Reliability Perspective of the Smart Grid

TL;DR: This paper critically reviews the reliability impacts of major smart grid resources such as renewables, demand response, and storage and observes that an ideal mix of these resources leads to a flatter net demand that eventually accentuates reliability challenges further.
ReportDOI

Role of Energy Storage with Renewable Electricity Generation

TL;DR: In this article, the authors explore the role of energy storage in the electricity grid, focusing on the effects of large-scale deployment of variable renewable sources (primarily wind and solar energy).
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