The Application of Ontologies in Multi-Agent Systems in the Energy Sector: A Scoping Review

Multi-agent systems are well-known for their expressiveness to explore interactions and knowledge representation in complex systems. Multi-agent systems have been applied in the energy domain since the 1990s. As more applications of multi-agent systems in the energy domain for advanced functions, th...

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Main Authors: Zheng Ma, Mette Jessen Schultz, Kristoffer Christensen, Magnus Værbak, Yves Demazeau, Bo Nørregaard Jørgensen
Format: Article
Language:English
Published: MDPI AG 2019-08-01
Series:Energies
Subjects:
Online Access:https://www.mdpi.com/1996-1073/12/16/3200
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spelling doaj-f1fafb9f6b9346a487cf8323bacc5eec2020-11-24T21:32:33ZengMDPI AGEnergies1996-10732019-08-011216320010.3390/en12163200en12163200The Application of Ontologies in Multi-Agent Systems in the Energy Sector: A Scoping ReviewZheng Ma0Mette Jessen Schultz1Kristoffer Christensen2Magnus Værbak3Yves Demazeau4Bo Nørregaard Jørgensen5Center for Health Informatics, University of Southern Denmark, Campusvej 55, 5230 Odense, DenmarkDanish Energy Agency, Niels Bohrs Vej 8D, 6700 Esbjerg, DenmarkCenter for Energy Informatics, University of Southern Denmark, Campusvej 55, 5230 Odense, DenmarkCenter for Energy Informatics, University of Southern Denmark, Campusvej 55, 5230 Odense, DenmarkLaboratoire d’Informatique de Grenoble, Centre National de la Recherche Scientifique, 700 avenue Centrale, 38000 Grenoble, FranceCenter for Energy Informatics, University of Southern Denmark, Campusvej 55, 5230 Odense, DenmarkMulti-agent systems are well-known for their expressiveness to explore interactions and knowledge representation in complex systems. Multi-agent systems have been applied in the energy domain since the 1990s. As more applications of multi-agent systems in the energy domain for advanced functions, the interoperability raises challenge raises to an increasing requirement for data and information exchange between systems. Therefore, the application of ontology in multi-agent systems needs to be emphasized and a systematic approach for the application needs to be developed. This study aims to investigate literature on the application of ontology in multi-agent systems within the energy domain and map the key concepts underpinning these research areas. A scoping review of the existing literature on ontology for multi-agent systems in the energy domain is conducted. This paper presents an overview of the application of multi-agent systems (MAS) and ontologies in the energy domain with five aspects of the definition of agent and MAS; MAS applied in the energy domain, defined ontologies in the energy domain, MAS design methodology, and architectures, and the application of ontology in the MAS development. Furthermore, this paper provides a recommendation list for the ontology-driven multi-agent system development with the aspects of 1) ontology development process in MAS design, 2) detail design process and realization of ontology-driven MAS development, 3) open standard implementation and adoption, 4) inter-domain MAS development, and 5) agent listing approach.https://www.mdpi.com/1996-1073/12/16/3200multi-agent systemontologyenergy sectorscoping review
collection DOAJ
language English
format Article
sources DOAJ
author Zheng Ma
Mette Jessen Schultz
Kristoffer Christensen
Magnus Værbak
Yves Demazeau
Bo Nørregaard Jørgensen
spellingShingle Zheng Ma
Mette Jessen Schultz
Kristoffer Christensen
Magnus Værbak
Yves Demazeau
Bo Nørregaard Jørgensen
The Application of Ontologies in Multi-Agent Systems in the Energy Sector: A Scoping Review
Energies
multi-agent system
ontology
energy sector
scoping review
author_facet Zheng Ma
Mette Jessen Schultz
Kristoffer Christensen
Magnus Værbak
Yves Demazeau
Bo Nørregaard Jørgensen
author_sort Zheng Ma
title The Application of Ontologies in Multi-Agent Systems in the Energy Sector: A Scoping Review
title_short The Application of Ontologies in Multi-Agent Systems in the Energy Sector: A Scoping Review
title_full The Application of Ontologies in Multi-Agent Systems in the Energy Sector: A Scoping Review
title_fullStr The Application of Ontologies in Multi-Agent Systems in the Energy Sector: A Scoping Review
title_full_unstemmed The Application of Ontologies in Multi-Agent Systems in the Energy Sector: A Scoping Review
title_sort application of ontologies in multi-agent systems in the energy sector: a scoping review
publisher MDPI AG
series Energies
issn 1996-1073
publishDate 2019-08-01
description Multi-agent systems are well-known for their expressiveness to explore interactions and knowledge representation in complex systems. Multi-agent systems have been applied in the energy domain since the 1990s. As more applications of multi-agent systems in the energy domain for advanced functions, the interoperability raises challenge raises to an increasing requirement for data and information exchange between systems. Therefore, the application of ontology in multi-agent systems needs to be emphasized and a systematic approach for the application needs to be developed. This study aims to investigate literature on the application of ontology in multi-agent systems within the energy domain and map the key concepts underpinning these research areas. A scoping review of the existing literature on ontology for multi-agent systems in the energy domain is conducted. This paper presents an overview of the application of multi-agent systems (MAS) and ontologies in the energy domain with five aspects of the definition of agent and MAS; MAS applied in the energy domain, defined ontologies in the energy domain, MAS design methodology, and architectures, and the application of ontology in the MAS development. Furthermore, this paper provides a recommendation list for the ontology-driven multi-agent system development with the aspects of 1) ontology development process in MAS design, 2) detail design process and realization of ontology-driven MAS development, 3) open standard implementation and adoption, 4) inter-domain MAS development, and 5) agent listing approach.
topic multi-agent system
ontology
energy sector
scoping review
url https://www.mdpi.com/1996-1073/12/16/3200
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