Abstract
The Internet of Agents (IoA) is an emerging field of research that extends the concept of Internet of Things (IoT) by augmenting internal reasoning and intelligence capability to, traditionally, naïve things used in IoT. In a fully automated IoA environment, agents tend to choose trustworthy partners to rely on for fulfilling their objectives, particularly when the agents cannot guarantee that potential interacting partners share the same core beliefs or make accurate statements regarding their competence and abilities. Trust establishment mechanisms can be used to direct trustees, rather than trustors, to build a higher level of trust and have greater impact on the results of their interactions when such interactions are based on trust. This paper presents ITE, a trust establishment model that integrates the two major sources of information to produce a comprehensive assessment of a trustor’s needs in IoA. Specifically, ITE attempts to incorporate explicit and implicit feedbacks to provide trust establishment under a wider range of circumstances.
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References
Rivera D, Cruz-Piris L, Lopez-Civera G, de la Hoz E, Marsa-Maestre I (2015) Applying an unified access control for IoT-based intelligent agent systems. In: 2015 IEEE 8th international conference on service-oriented computing and applications (SOCA), pp 247–251. https://doi.org/10.1109/SOCA.2015.40
Gorodetsky V (2017) Internet of agents: from set of autonomous agents to networked object. In: Proceedings of the second international workshop on the internet of agents (IoA)
Bui KHN, Jung JJ (2018) Internet of agents framework for connected vehicles: a case study on distributed traffic control system. J Parallel Distrib Comput 116:89–95
Khosravifar B (2012) Trust and reputation in multi-agent systems. Ph.D. thesis, Concordia University Montréal, Québec, Canada
Wooldridge M (2009) An introduction to multiagent systems, 2nd edn. Wiley, Hoboken
Hernandez MEP, Reiff-Marganiec S (2016) Towards a software framework for the autonomous internet of things. In: 2016 IEEE 4th international conference on future internet of things and cloud (FiCloud), pp 220–227. https://doi.org/10.1109/FiCloud.2016.39
Xie W, Tang Y, Chen S, Zhang Y, Gao Y (2016) Security of web of things: a survey. In: International workshop on security. Springer, Berlin, pp 61–70
Saini R, Gautam RK (2011) Establishment of dynamic trust among nodes in mobile ad-hoc network. In: International conference on computational intelligence and communication networks (CICN), Gwalior, October 7–9, pp 346–349
Malik Z, Bouguettaya A (2009) Trust management for service-oriented environments, 1st edn. Springer, Berlin
Beldona S (2008) Reputation based buyer strategies for seller selection in electronic markets. Ph.D. thesis, Electrical Engineering and Computer Science, University of Kansas
Tran TT (2010) Protecting buying agents in e-marketplaces by direct experience trust modelling. Knowl Inf Syst 22(1):65–100
Sutton RS, Barto AG (1998) Introduction to reinforcement learning, 1st edn. MIT Press, Cambridge
Georgoulas S, Moessner K, Mansour A, Pissarides M, Spapis P (2012) A fuzzy reinforcement learning approach for pre-congestion notification based admission control. In: Proceedings of the 6th IFIP WG 6.6 international autonomous infrastructure, management, and security conference on dependable networks and services, AIMS’12. Springer, Berlin, pp 26–37
Pico-Valencia P, Holgado-Terriza JA (2016) Semantic agent contracts for internet of agents. In: 2016 IEEE/WIC/ACM international conference on web intelligence workshops, Omaha, October 13–16, pp 76–79. https://doi.org/10.1109/WIW.2016.033
Mzahm AM, Ahmad MS, Tang AYC (2013) Agents of things (AoT): an intelligent operational concept of the internet of things (IoT). In: 13th international conference on intelligent systems design and applications, Bangi, December 8–10, pp 159–164. https://doi.org/10.1109/ISDA.2013.6920728
van Moergestel L, van den Berg M, Knol M, van der Paauw R, van Voorst K, Puik E, Telgen D, Meyer JJ (2016) Internet of smart things—a study on embedding agents and information in a device. In: Proceedings of the 8th international conference on agents and artificial intelligence (ICAART 2016), Rome, February 24–26, vol 1, pp 102–109. https://doi.org/10.5220/0005659801020109
Cirani S, Picone M (2015) Effective authorization for the web of things. In: IEEE 2nd world forum on internet of things (WF-IoT), New York, 14–16 Dec, 2015, pp 316–320
Verborgh R, Mannens E, Van de Walle R (2013) The rise of the Web for Agents. In: Proceedings of the first international conference on building and exploring web based environments, Seville, January 27–February 1, pp 69–74
Yu H, Shen Z, Leung C (2013) From internet of things to internet of agents. In: 2013 IEEE international conference on green computing and communications and IEEE internet of things and IEEE cyber, physical and social computing, Beijing, Augest 20–23, pp 1054–1057
Vrba P, Mařík V, Siano P, Leitão P, Zhabelova G, Vyatkin V, Strasser T (2014) A review of agent and service-oriented concepts applied to intelligent energy systems. IEEE Trans Ind Inf 10(3):1890–1903
Fang X, Misra S, Xue G, Yang D (2012) Smart grid the new and improved power grid: a survey. IEEE Commun Surv Tutor 14(4):944–980
Kafle Y, Mahmud K, Morsalin S, Town G (2016) Towards an internet of energy. In: IEEE international conference on power system technology, Wollongong, September 28–October 1, pp 1–6
Rogers A, Ramchurn S, Jennings N (2012) Delivering the smart grid: challenges for autonomous agents and multi-agent systems research. In: Proceedings of the twenty-sixth AAAI conference on artificial intelligence, Toronto, July 22–26, pp 2166–2172
Longo M, Roscia M, Lazaroiu GC (2014) Innovating multi-agent systems applied to smart city. Res J Appl Sci Eng Technol 7(20):4296–4302
Kulasekera A, Gopura R, Hemapala K, Perera N (2011) A review on multi-agent systems in microgrid applications. In: 2011 IEEE PES innovative smart grid technologies-india, Kollam, December 1–3, pp 173–177
Kantamneni A, Brown LE, Parker G, Weaver WW (2015) Survey of multi-agent systems for microgrid control. Eng Appl Artif Intell 45(C):192–203. https://doi.org/10.1016/j.engappai.2015.07.005
Dimeas AL, Hatziargyriou ND (2005) Operation of a multiagent system for microgrid control. IEEE Trans Pow Syst 20(3):1447–1455
Moradi MH, Razini S, Hosseini SM (2016) State of art of multiagent systems in power engineering: a review. renewable and sustainable energy reviews 58:814–824. https://doi.org/10.1016/j.rser.2015.12.339. http://www.sciencedirect.com/science/article/pii/S1364032115017220
Hopkinson K, Wang X, Giovanini R, Thorp J, Birman K, Coury D (2006) Epochs: a platform for agent-based electric power and communication simulation built from commercial off-the-shelf components. IEEE Trans Pow Syst 21(2):548–558. https://doi.org/10.1109/TPWRS.2006.873129
Gnansounou E, Dong J, Pierre S, Quintero A (2004) Market oriented planning of power generation expansion using agent-based model. In: IEEE PES power systems conference and exposition, October 10–13. New York, pp 1306–1311
Davidson EM, McArthur SD (2007) Exploiting multi-agent system technology within an autonomous regional active network management system. In: International conference on intelligent systems applications to power systems, Kaohsiung, November 4–8, pp 1–6
Basso G, Gaud N, Gechter F, Hilaire V, Lauri F (2013) A framework for qualifying and evaluating smart grids approaches: focus on multi-agent technologies. Smart Grid Renew Energy 4(04):333
Sun J, Tesfatsion L (2007) An agent-based computational laboratory for wholesale power market design. In: IEEE power engineering society general meeting, Tampa, June 24–28, pp 1–6
Wu Q, Feng J, Tang W, Fitch J (June 16th, 2005) Multi-agent based substation automation systems. In: IEEE power engineering society general meeting, San Francisco, pp 1048–1049
Liu D, Chen Y, Shen G, Fan Y (2005) A multi-agent based approach for modeling and simulation of bulk power system restoration. In: 2005 IEEE/PES transmission and distribution conference and exhibition: Asia and Pacific, Dalian, Augest 14–18. IEEE, pp 1–6
Lukomski R, Wilkosz K (2010) Modeling of multi-agent system for power system topology verification with use of petri nets. In: International symposium modern electric power systems (MEPS), Wroclaw, September 20–22, pp 1–6
Xu Y, Liu W, Gong J (2011) Stable multi-agent-based load shedding algorithm for power systems. IEEE Trans Power Syst 26(4):2006–2014
McArthur S, Davidson E (2004) Multi-agent systems for diagnostic and condition monitoring applications. In: Power engineering society general meeting, Denver, June 6–10, IEEE, pp 50–54.
Tomita Y, Fukui C, Kudo H, Koda J, Yabe K (1998) A cooperative protection system with an agent model. IEEE Trans Power Deliv 13(4):1060–1066
Yu H, Shen Z, Leung C, Miao C, Lesser V (2013) A survey of multi-agent trust management systems. Access IEEE 1:35–50
Pinyol I, Sabater-Mir J (2013) Computational trust and reputation models for open multi-agent systems: a review. Artif Intell Rev 40(1):1–25. https://doi.org/10.1007/s10462-011-9277-z
Granatyr J, Botelho V, Lessing OR, Scalabrin EE, Barthès JP, Enembreck F (2015) Trust and reputation models for multiagent systems. ACM Comput Surv 48(2):27:1–27:42. https://doi.org/10.1145/2816826
Yan Z, Zhang P, Vasilakos AV (2014) A survey on trust management for internet of things. J Netw Comput Appl 42:120–134
Yu H, Shen Z, Miao C, An B (2013) A reputation-aware decision-making approach for improving the efficiency of crowdsourcing systems. In: Proceedings of the 2013 international conference on autonomous agents and multi-agent systems, St. Paul, May 06–10, pp 1315–1316. http://dl.acm.org/citation.cfm?id=2484920.2485201
Burnett C, Norman TJ, Sycara K (2011) Trust decision-making in multi-agent systems. In: Proceedings of the twenty-second international joint conference on artificial intelligence—Barcelona, Catalonia, Spain, July 16–22, 2011, pp 115–120. https://doi.org/10.5591/978-1-57735-516-8/IJCAI11-031
Yu H, Miao C, An B, Leung C, Lesser VR (2013) A reputation management approach for resource constrained trustee agents. In: Proceedings of the twenty-third international joint conference on artificial intelligence, Beijing, August 03–09, pp 418–424
Tran T, Cohen R (2004) Improving user satisfaction in agent-based electronic marketplaces by reputation modelling and adjustable product quality. In: AAMAS, pp 828–835
Zhang J, Cohen R (2007) Design of a mechanism for promoting honesty in e-marketplaces. In: Proceedings of the twenty-second AAAI conference on artificial intelligence, Vancouver, July 22–26, pp 1495–1500. http://www.aaai.org/Library/AAAI/2007/aaai07-237.php
Tran T, Cohen R, Langlois E (2014) Establishing trust in multiagent environments: realizing the comprehensive trust management dream. Presented in the 17th international workshop on trust in agent societies, Paris, May 6th, 2014
Aref A, Tran T (2015) RLTE: A reinforcement learning based trust establishment model. In: The 14th IEEE international conference on trust, security and privacy in computing and communications (IEEE TrustCom-15) Finland, August 20–22, 2015, vol I, pp 694–701
Aref A, Tran T (2016) Modeling trust evaluating agents: towards a comprehensive trust management for multi-agent systems. Presented in AAAI workshop: incentives and trust in electronic communities 2016, Phoenix, Arizona, USA, February 12, 2016. http://www.aaai.org/ocs/index.php/WS/AAAIW16/paper/view/12670
Aref A, Tran T (2015) FTE: a fuzzy logic based trust establishment model for intelligent agents. In: IEEE/WIC/ACM international conference on web intelligence and intelligent agent technology, WI-IAT 2015, Singapore, December 6–9, 2015, vol II, pp 133–138. https://doi.org/10.1109/WI-IAT.2015.105
Aref A, Tran T (2017) Acting as a trustee for internet of agents in the absence of explicit feedback. In: International conference on E-Technologies. Springer, Berlin, pp 3–23
Aref A, Tran T (2017) Multi-criteria trust establishment for internet of agents in smart grids. Multiagent Grid Syst 13(3):287–309. https://doi.org/10.3233/MGS-170272
Sen SA (2013) comprehensive approach to trust management. In: Proceedings of the 12th international conference on autonomous agents and multiagent systems (AAMAS 2013), St. Paul, May 06–10, pp 797–800
Jsang A, Ismail R (2002) The beta reputation system. In: Proceedings of the 15th bled electronic commerce conference, Bled, June 17–19, pp 41–55
Huynh TD, Jennings NR, Shadbolt NR (2006) An integrated trust and reputation model for open multi-agent systems. Auton Ag Multi-Ag Syst 13(2):119–154
West A.G, Kannan S, Lee I, Sokolsky O (2010) An evaluation framework for reputation management systems. Trust modeling and management in digital environments: from social concept to system development, chap 12, pp 282–308
Luke S, Cioffi-Revilla C, Panait L, Sullivan K, Balan G (2005) Mason: a multiagent simulation environment. Simulation 81(7):517–527
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Aref, A., Tran, T. An integrated trust establishment model for the internet of agents. Knowl Inf Syst 62, 79–105 (2020). https://doi.org/10.1007/s10115-019-01348-z
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DOI: https://doi.org/10.1007/s10115-019-01348-z