An adaptive agent-based system for deregulated smart grids

被引:2
|
作者
Capodieci, Nicola [1 ]
Pagani, Giuliano Andrea [2 ]
Cabri, Giacomo [1 ]
Aiello, Marco [2 ]
机构
[1] Univ Modena & Reggio Emilia, Dipartimento Sci Fis Informat & Matemat, Modena, Italy
[2] Univ Groningen, Johann Bernoulli Inst, Groningen, Netherlands
关键词
Agents; Smart grid; Energy market;
D O I
10.1007/s11761-015-0180-3
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The power grid is undergoing a major change due mainly to the increased penetration of renewables and novel digital instruments in the hands of the end users that help to monitor and shift their loads. Such transformation is only possible with the coupling of an information and communication technology infrastructure to the existing power distribution grid. Given the scale and the interoperability requirements of such future system, service-oriented architectures (SOAs) are seen as one of the reference models and are considered already in many of the proposed standards for the smart grid (e.g., IEC-62325 and OASIS eMIX). Beyond the technical issues of what the service-oriented architectures of the smart grid will look like, there is a pressing question about what the added value for the end user could be. Clearly, the operators need to guarantee availability and security of supply, but why should the end users care? In this paper, we explore a scenario in which the end users can both consume and produce small quantities of energy and can trade these quantities in an open and deregulated market. For the trading, they delegate software agents that can fully interoperate and interact with one another thus taking advantage of the SOA. In particular, the agents have strategies, inspired from game theory, to take advantage of a service-oriented smart grid market and give profit to their delegators, while implicitly helping balancing the power grid. The proposal is implemented with simulated agents and interaction with existing Web services. To show the advantage of the agent with strategies, we compare our approach with the "base" agent one by means of simulations, highlighting the advantages of the proposal.
引用
收藏
页码:185 / 205
页数:21
相关论文
共 50 条
  • [1] Agent-based Mediated Control in Smart Grids
    Karnouskos, Stamatis
    2011 2ND IEEE PES INTERNATIONAL CONFERENCE AND EXHIBITION ON INNOVATIVE SMART GRID TECHNOLOGIES (ISGT EUROPE), 2011,
  • [2] Taxonomy of Attacks for Agent-Based Smart Grids
    Hu, Jiankun
    Pota, Hemanshu R.
    Guo, Song
    IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2014, 25 (07) : 1886 - 1895
  • [3] Integrated Agent-Based Home Energy Management System for Smart Grids Applications
    Asare-Bediako, B.
    Kling, W. L.
    Ribeiro, P. F.
    2013 4TH IEEE/PES INNOVATIVE SMART GRID TECHNOLOGIES EUROPE (ISGT EUROPE), 2013,
  • [4] Distributed, Agent-Based Intelligent System for Demand Response Program Simulation in Smart Grids
    Gomes, Luis
    Faria, Pedro
    Morais, Hugo
    Vale, Zita
    Ramos, Carlos
    IEEE INTELLIGENT SYSTEMS, 2014, 29 (01) : 56 - 65
  • [5] An Agent-Based Approach for Energy Management in Smart-Grids
    Klaimi, Joelle
    Rahim-Amoud, Rana
    Merghem-Boulahia, Leila
    Jrad, Akil
    HIGHLIGHTS OF PRACTICAL APPLICATIONS OF AGENTS, MULTI-AGENT SYSTEMS, AND SUSTAINABILITY: THE PAAMS COLLECTION, PAAMS 2015, 2015, 524 : 225 - 236
  • [6] An agent-based adaptive monitoring system
    Kwon, Sungju
    Choi, Jacyoung
    AGENT COMPUTING AND MULTI-AGENT SYSTEMS, 2006, 4088 : 672 - 677
  • [7] A Novel Agent-Based Distributed Power Flow Solver for Smart Grids
    Nguyen, Cuong P.
    Flueck, Alexander J.
    IEEE TRANSACTIONS ON SMART GRID, 2015, 6 (03) : 1261 - 1270
  • [8] Agent-based restoration approach for reliability with load balancing on smart grids
    Ren, Yi
    Fan, Dongming
    Feng, Qiang
    Wang, Zili
    Sun, Bo
    Yang, Dezhen
    APPLIED ENERGY, 2019, 249 : 46 - 57
  • [9] GridLAB-D: An Agent-Based Simulation Framework for Smart Grids
    Chassin, David P.
    Fuller, Jason C.
    Djilali, Ned
    JOURNAL OF APPLIED MATHEMATICS, 2014,
  • [10] The design of agent-based smart fridge system
    Kazanavicius, Egidijus
    Ostaseviciute, Laura
    INFORMATION TECHNOLOGIES' 2008, PROCEEDINGS, 2008, : 262 - 267