Smart energy storage management via information systems design

被引:6
|
作者
He, Qiao-Chu [1 ]
Yang, Yun [2 ]
Bai, Lingquan [3 ]
Zhang, Baosen [4 ]
机构
[1] Southern Univ Sci & Technol, Fac Econ & Business Adm, 1055 Xueyuan Blvd, Shenzhen 518055, Peoples R China
[2] Univ Illinois, Dept Stat, 104F Illini Hall,725 S Wright St, Champaign, IL 61820 USA
[3] Univ N Carolina, Syst Engn & Engn Management, 9201 Univ City Blvd, Charlotte, NC 28223 USA
[4] Univ Washington, Elect & Comp Engn, 185 East Stevens Way NE, Seattle, WA 98195 USA
基金
美国国家科学基金会;
关键词
Energy storages; Management information systems; Smart-cities; Internet of Things (IoTs); Game with incomplete information; WIND POWER; COURNOT COMPETITION; TRANSMISSION; IMPACTS; MARKET; STRATEGIES;
D O I
10.1016/j.eneco.2019.104542
中图分类号
F [经济];
学科分类号
02 ;
摘要
Enabled by smart meters and Internet of Things (IoTs) technologies, we are now able to harness information systems and automatize the management of energy storages. Motivated by applications such as renewables integration and electrification of transportation, the paradigm shift towards smart-cities naturally inspires information systems design for energy storages. The goal of this paper is to understand the economic value of future market information to increase the efficiency of the energy market. From storages' perspective, we investigate energy storages' optimal decentralized buying and selling decisions under market uncertainty. Different potential policy interventions are discussed: (1) providing a publicly available market forecasting channel; (2) encouraging decentralized storages to share their private forecasts with each other; (3) releasing additional market information to a targeted subset of storages exclusively. Through these system level discussions, we evaluate different information management policies to coordinate storages' actions and improve their profitability. The key findings of this work include (1) a storage's payoff first increases then decreases in its private information precision. The over-precision in forecasts can lead to even lower payoffs; (2) communication among the storages could fail to achieve a coordinated effort to increase market efficiency; (3) it is optimal to release additional information to a subset of energy storages exclusively by targeted information release. (C) 2019 Elsevier B.V. All rights reserved.
引用
收藏
页数:16
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