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
相关论文
共 50 条
  • [41] Privacy Design Strategies for Home Energy Management Systems (HEMS)
    Ramokapane, Kopo M.
    Bird, Caroline
    Rashid, Awais
    Chitchyan, Ruzanna
    PROCEEDINGS OF THE 2022 CHI CONFERENCE ON HUMAN FACTORS IN COMPUTING SYSTEMS (CHI' 22), 2022,
  • [42] The bidding strategies of large-scale battery storage in 100% renewable smart energy systems
    Yuan, Meng
    Sorknaes, Peter
    Lund, Henrik
    Liang, Yongtu
    APPLIED ENERGY, 2022, 326
  • [43] Design of Ensemble Forecasting Models for Home Energy Management Systems
    Bot, Karol
    Santos, Samira
    Laouali, Inoussa
    Ruano, Antonio
    Ruano, Maria da Graca
    ENERGIES, 2021, 14 (22)
  • [44] Microgrid Energy Management Systems Design by Computational Intelligence Techniques
    Leonori, Stefano
    Martino, Alessio
    Mascioli, Fabio Massimo Frattale
    Rizzi, Antonello
    APPLIED ENERGY, 2020, 277
  • [45] Management Information Systems
    Ogiela, Lidia
    Ogiela, Marek R.
    UBIQUITOUS COMPUTING APPLICATION AND WIRELESS SENSOR, 2015, 331 : 449 - 456
  • [46] Energy storage systems supporting increased penetration of renewables in islanded systems
    Rodrigues, E. M. G.
    Godina, R.
    Santos, S. F.
    Bizuayehu, A. W.
    Contreras, J.
    Catalao, J. P. S.
    ENERGY, 2014, 75 : 265 - 280
  • [47] Optimal Management of Wind Energy with Storage: Structural Implications for Policy and Market Design
    Anderson, C. Lindsay
    Burke, Natasha
    Davison, Matt
    JOURNAL OF ENERGY ENGINEERING, 2015, 141 (01)
  • [48] Storage Is the New Black: A Review of Energy Storage System Applications to Resolve Intermittency in Renewable Energy Systems
    Conde, Hans Joshua C.
    Demition, Christian M.
    Honra, Jaime
    ENERGIES, 2025, 18 (02)
  • [49] Energy Storage System Control Algorithm by Operating Target Power to Improve Energy Sustainability of Smart Home
    Kang, Byeongkwan
    Jang, Kyuhee
    Park, Sounghoan
    Choi, Myeong-in
    Park, Sehyun
    SUSTAINABILITY, 2018, 10 (01)
  • [50] Management information systems
    Urquhart, Christine
    Ravindranathan, Mohan
    JOURNAL OF DOCUMENTATION, 2006, 62 (04) : 534 - 535