Achieving Interoperability in Energy Systems through Multi-Agent Systems and Semantic Web

被引:0
|
作者
Muchika, Miriam Zawadi [1 ]
Kem, Oudom [1 ]
Ben Abbes, Sarra [1 ]
Temal, Lynda [1 ]
Hantach, Rim [1 ]
机构
[1] CRIGEN, ENGIE, CSAI Lab, Stains, France
关键词
Interoperability; multi-agent system; ontology; semantic web; energy management system;
D O I
10.1109/WI-IAT59888.2023.00073
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Energy systems are composed of interacting components and subsystems, commonly owned by different actors and stakeholders. For several decades, multi-agent systems (MAS) have been used to effectively model and manage energy systems. However, interactions between heterogeneous constituents of such systems remain one of the key challenges. In this paper, we present an approach that enables such components to interoperate seamlessly. The approach is implemented based on SPARQL-Act, a SPARQL-based agent communication language (ACL), to provide a platform-independent ACL. It also manages agents' knowledge bases and handles messages of different performatives. The use of RDF as the content language of exchanged messages and ontologies contributes to the interoperability of agent interactions. The approach was validated in a use case of building energy management of CityLearn. We modelled and implemented a rule-based MAS for optimising the Heating, Ventilation, and Air-Conditioning (HVAC) system of a building. The results show that our proposed solution allows agents to communicate without ambiguity, to manage their knowledge bases, and to interact effectively to achieve their individual as well as the system's objectives.
引用
收藏
页码:441 / 448
页数:8
相关论文
共 50 条
  • [21] Multi-Agent Decision Support Tool to Enable Interoperability among Heterogeneous Energy Systems
    Teixeira, Brigida
    Pinto, Tiago
    Silva, Francisco
    Santos, Gabriel
    Praca, Isabel
    Vale, Zita
    [J]. APPLIED SCIENCES-BASEL, 2018, 8 (03):
  • [22] Multi-agent systems for HL7 interoperability services
    Miranda, Miguel
    Salazar, Maria
    Portela, Filipe
    Santos, Manuel
    Abelha, Antonio
    Neves, Jose
    Machado, Jose
    [J]. 4TH CONFERENCE OF ENTERPRISE INFORMATION SYSTEMS - ALIGNING TECHNOLOGY, ORGANIZATIONS AND PEOPLE (CENTERIS 2012), 2012, 5 : 725 - 733
  • [23] Assuring interoperability in heterogeneous, autonomous and decentralized multi-agent systems
    Suguri, H
    Kodama, E
    Miyazaki, M
    [J]. ISADS 2003: SIXTH INTERNATIONAL SYMPOSIUM ON AUTONOMOUS DECENTRALIZED SYSTEMS, PROCEEDINGS, 2003, : 17 - 24
  • [24] EMERALD: A Multi-Agent System for Knowledge-Based Reasoning Interoperability in the Semantic Web
    Kravari, Kalliopi
    Kontopoulos, Efstratios
    Bassiliades, Nick
    [J]. ARTIFICIAL INTELLIGENCE: THEORIES, MODELS AND APPLICATIONS, PROCEEDINGS, 2010, 6040 : 173 - 182
  • [25] Combining Semantic Web technologies with Multi-Agent Systems for integrated access to biological resources
    Garcia-Sanchez, Francisco
    Tomas Fernandez-Breis, Jesualdo
    Valencia-Garcia, Rafael
    Miguel Gomez, Juan
    Martinez-Bejar, Rodrigo
    [J]. JOURNAL OF BIOMEDICAL INFORMATICS, 2008, 41 (05) : 848 - 859
  • [26] Model transformation for model driven development of semantic web enabled multi-agent systems
    Kardas, Geylani
    Goknil, Arda
    Dikenelli, Oguz
    Topaloglu, N. Yasemin
    [J]. MULTIAGENT SYSTEM TECHNOLOGIES, PROCEEDINGS, 2007, 4687 : 13 - +
  • [27] A Framework for Automatic Initialization of Multi-Agent Production Systems Using Semantic Web Technologies
    Ocker, Felix
    Kovalenko, Ilya
    Barton, Kira
    Tilbury, Dawn
    Vogel-Heuser, Birgit
    [J]. IEEE ROBOTICS AND AUTOMATION LETTERS, 2019, 4 (04) : 4330 - 4337
  • [28] Approximate semantic query based on multi-agent systems
    Ma, Yinglong
    Wu, Kehe
    Jin, Beihong
    Liu, Shaohua
    [J]. ROUGH SETS AND KNOWLEDGE TECHNOLOGY, PROCEEDINGS, 2006, 4062 : 735 - 741
  • [29] Ontonuts: Reusable semantic components for multi-agent systems
    Nikitin, Sergiy
    Katasonov, Artem
    Terziyan, Vagan
    [J]. ICAS: 2009 FIFTH INTERNATIONAL CONFERENCE ON AUTONOMIC AND AUTONOMOUS SYSTEMS, 2009, : 200 - 207
  • [30] Modeling and Simulation of Web-of-Things Systems as Multi-Agent Systems
    Diaconescu, Ion Mircea
    Wagner, Gerd
    [J]. MULTIAGENT SYSTEM TECHNOLOGIES, MATES 2015, 2015, 9433 : 137 - 153