Abstract
Multi agent systems (MAS) are endowed of interaction mechanism to ease communication and data exchange in the environment. In this paper, we explore these interactions in a cloud based MAS to identify trustworthy clients by sharing trust weights among cloud service providers, and using Particle Swarm Optimization (PSO) to determine the most accurate value.
The proposed model has promising results and is successful even with a small number of retrieved trust weights.
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Mell, P.M., Grance, T.: SP 800–145. The NIST Definition of Cloud Computing. National Institute of Standards & Technology, Gaithersburg, MD, USA (2011)
En pleine pandémie, Google enregistre des profits records grâce à la publicité. Accessed 02 June 2021
Wall Street : l’heure de la pause malgré Amazon (2021). Accessed 2 June 2021
Weiss, G.: Multiagent Systems: A Modern Approach to Distributed Artificial Intelligence, Cambridge, MA, USA (1999)
Subramanian, N., Jeyaraj, A.: Recent security challenges in cloud computing. Comput. Electr. Eng. 71, 28–42 (2018)
Wooldridge, M., Jennings, N.R.: Intelligent agents: theory and practice. Knowl. Eng. Rev. 10(2), 115–152 (1995)
Keil, D., Goldin, D.: Indirect interaction in environments for multi-agent systems. In: Weyns, D., Van Dyke Parunak, H., Michel, F. (eds.) E4MAS 2005. LNCS (LNAI), vol. 3830, pp. 68–87. Springer, Heidelberg (2006). https://doi.org/10.1007/11678809_5
Achbarou, O., Kiram, M., Elbouanani, S., Bourkoukou, O.: A new distributed intrusion detection system based on multi-agent system for cloud environment. Int. J. Commun. Netw. Inf. Secur. 10, 526–533 (2018)
Sim, K.M.: Agent-based cloud computing. IEEE Trans. Serv. Comput. 5, 564–577 (2012)
Son, S., Sim, K.: A price- and-time-slot-negotiation mechanism for cloud service reservations. IEEE Trans. Syst. Man Cybern. Part B Cybern. 42, 13–28 (2011). a publication of the IEEE Systems, Man, and Cybernetics Society
Parhi, M., Pattanayak, B., Patra, M.: A multi-agent-based framework for cloud service discovery and selection using ontology. Serv. Oriented Comput. Appl. 12, 137–154 (2018)
Li, X., Wang, Q., Lan, X., Chen, X., Zhang, N., Chen, D.: Enhancing cloud-based IoT security through trustworthy cloud service: an integration of security and reputation approach. IEEE Access 7, 9368–9383 (2019)
Mohammed, A.M., Morsy, E.I., Omara, F.A.: Trust model for cloud service consumers. In: 2018 International Conference on Innovative Trends in Computer Engineering (ITCE) (2018)
Mujawar, T.N., Bhajantri, L.B.: Behavior and feedback based trust computation in cloud environment. J. King Saud Univ. - Comput. Inf. Sci. (2020)
Mao, C., Lin, R., Xu, C., He, Q.: Towards a trust prediction framework for cloud services based on PSO-driven neural network. IEEE Access 5, 2187–2199 (2017)
Mehraj, S., Banday, M.T.: Establishing a zero trust strategy in cloud computing environment. In: International Conference on Computer Communication and Informatics (ICCCI) (2020)
Mohammed, A.M., Morsy, E.I., Omara, F.A.: Trust model for cloud service consumers. In: International Conference on Innovative Trends in Computer Engineering (ITCE) 2018, pp. 122–129 (2018). https://doi.org/10.1109/ITCE.2018.8316610
Chen, Z., Tian, L., Lin, C.: Trust evaluation model of cloud user based on behavior data. Int. J. Distrib. Sens. Netw. 14, 155014771877692 (2018). https://doi.org/10.1177/1550147718776924
Mao, C., Lin, R., Xu, C., He, Q.: Towards a trust prediction framework for cloud services based on PSO-driven neural network. IEEE Access 5, 2187–2199 (2017)
Kennedy, J., Eberhart, R.: Particle swarm optimization. In: Proceedings of ICNN 1995 - International Conference on Neural Networks (1995)
Engelbrecht, A.: Particle swarm optimization. In: Computational Intelligence: An Introduction. Wiley (2007)
Wilensky, U.: NetLogo. Center for Connected Learning and Computer-Based Modeling, Northwestern University, Evanston, IL (1999)
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Imen, B., Hakima, M. (2022). Is it Trustworthy?: Trusting Clients in a Cloud Based Multi Agent System. In: Rocha, A., Adeli, H., Dzemyda, G., Moreira, F. (eds) Information Systems and Technologies. WorldCIST 2022. Lecture Notes in Networks and Systems, vol 469. Springer, Cham. https://doi.org/10.1007/978-3-031-04819-7_17
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DOI: https://doi.org/10.1007/978-3-031-04819-7_17
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