Extending a Trust model for Energy Trading with Cyber-Attack Detection

This paper explores the concept of the local energy markets and, in particular, the need for trust and security in the negotiations necessary for this type of market. A multi-agent system is implemented to simulate the local energy market, and a trust model is proposed to evaluate the proposals sent...

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Main Authors: Rui Andrade, Sinan Wannous, Tiago Pinto, Isabel Praça
Format: Article
Language:English
Published: MDPI AG 2021-08-01
Series:Electronics
Subjects:
IoT
Online Access:https://www.mdpi.com/2079-9292/10/16/1975
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spelling doaj-c1645d587c124686a577eb883a32ab432021-08-26T13:41:42ZengMDPI AGElectronics2079-92922021-08-01101975197510.3390/electronics10161975Extending a Trust model for Energy Trading with Cyber-Attack DetectionRui Andrade0Sinan Wannous1Tiago Pinto2Isabel Praça3GECAD—Knowledge Engineering and Decision Support Research Centre, School of Engineering, Polytechnic of Porto (ISEP/IPP), 4050-535 Porto, PortugalGECAD—Knowledge Engineering and Decision Support Research Centre, School of Engineering, Polytechnic of Porto (ISEP/IPP), 4050-535 Porto, PortugalGECAD—Knowledge Engineering and Decision Support Research Centre, School of Engineering, Polytechnic of Porto (ISEP/IPP), 4050-535 Porto, PortugalGECAD—Knowledge Engineering and Decision Support Research Centre, School of Engineering, Polytechnic of Porto (ISEP/IPP), 4050-535 Porto, PortugalThis paper explores the concept of the local energy markets and, in particular, the need for trust and security in the negotiations necessary for this type of market. A multi-agent system is implemented to simulate the local energy market, and a trust model is proposed to evaluate the proposals sent by the participants, based on forecasting mechanisms that try to predict their expected behavior. A cyber-attack detection model is also implemented using several supervised classification techniques. Two case studies were carried out, one to evaluate the performance of the various classification methods using the IoT-23 cyber-attack dataset; and another one to evaluate the performance of the developed trust mode.https://www.mdpi.com/2079-9292/10/16/1975cyber-attack detectionIoTtrustenergy tradingtrusted negotiations
collection DOAJ
language English
format Article
sources DOAJ
author Rui Andrade
Sinan Wannous
Tiago Pinto
Isabel Praça
spellingShingle Rui Andrade
Sinan Wannous
Tiago Pinto
Isabel Praça
Extending a Trust model for Energy Trading with Cyber-Attack Detection
Electronics
cyber-attack detection
IoT
trust
energy trading
trusted negotiations
author_facet Rui Andrade
Sinan Wannous
Tiago Pinto
Isabel Praça
author_sort Rui Andrade
title Extending a Trust model for Energy Trading with Cyber-Attack Detection
title_short Extending a Trust model for Energy Trading with Cyber-Attack Detection
title_full Extending a Trust model for Energy Trading with Cyber-Attack Detection
title_fullStr Extending a Trust model for Energy Trading with Cyber-Attack Detection
title_full_unstemmed Extending a Trust model for Energy Trading with Cyber-Attack Detection
title_sort extending a trust model for energy trading with cyber-attack detection
publisher MDPI AG
series Electronics
issn 2079-9292
publishDate 2021-08-01
description This paper explores the concept of the local energy markets and, in particular, the need for trust and security in the negotiations necessary for this type of market. A multi-agent system is implemented to simulate the local energy market, and a trust model is proposed to evaluate the proposals sent by the participants, based on forecasting mechanisms that try to predict their expected behavior. A cyber-attack detection model is also implemented using several supervised classification techniques. Two case studies were carried out, one to evaluate the performance of the various classification methods using the IoT-23 cyber-attack dataset; and another one to evaluate the performance of the developed trust mode.
topic cyber-attack detection
IoT
trust
energy trading
trusted negotiations
url https://www.mdpi.com/2079-9292/10/16/1975
work_keys_str_mv AT ruiandrade extendingatrustmodelforenergytradingwithcyberattackdetection
AT sinanwannous extendingatrustmodelforenergytradingwithcyberattackdetection
AT tiagopinto extendingatrustmodelforenergytradingwithcyberattackdetection
AT isabelpraca extendingatrustmodelforenergytradingwithcyberattackdetection
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