Skip to main content

Effect of Trust and Institutional Quality on Cloud Federation Formation Using Agent-Based Modeling

  • Conference paper
  • First Online:
Economics of Grids, Clouds, Systems, and Services (GECON 2022)

Abstract

Cloud providers make decisions on whom to interact with based on trust between cloud service providers. However, achieving trust has been a major obstacle to a wide cloud federation adoption. It has been observed that trust is largely determined by the provider, but trust can also be influenced by the external environment (such as by institutional trust, cultural trust, or legal framework) as well as by government policies or strategies. As a result of the cloud federation model, participants from different countries can collaborate with each other, sharing resources, transferring data, and exchanging knowledge, which is directly influenced by an organizational trust as well as institutional trust. Transferring data from one jurisdiction to another requires a legal framework and is a sensitive issue. Data protection concerns are not adequately addressed in a similar way in all countries, which negatively impacts trust. In this paper, we discuss trust from the perspective of institutional trust and propose an evaluation mechanism for trust during cloud federation formation. The proposed trust evaluation model utilizes neighbors’ feedback and institutional quality, to evaluate the cloud service provider trust. The evaluation of the model is conducted by utilizing an agent-based approach and the Netlogo simulation tool. The results show that the proposed model generates profit in the three scenarios while the comparative model, which doesn’t consider institutional trust, generates profits in only the two scenarios.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 44.99
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 59.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

References

  1. Bañares, J.Á., Altmann, J.: Economics behind ICT infrastructure management. Electron. Mark. 28(1), 7–9 (2018). https://doi.org/10.1007/s12525-018-0288-3

    Article  Google Scholar 

  2. Haile, N., Altmann, J.: Evaluating investments in portability and interoperability between software service platforms. Futur. Gener. Comput. Syst. 78, 224–241 (2018). https://doi.org/10.1016/j.future.2017.04.040

    Article  Google Scholar 

  3. Haile, N., Altmann, J.: Structural analysis of value creation in software service platforms. Electron. Mark. 26(2), 129–142 (2015). https://doi.org/10.1007/s12525-015-0208-8

    Article  Google Scholar 

  4. Mahmood, Z.: Data location and security issues in cloud computing. In: 2011 International Conference on Emerging Intelligent Data and Web Technologies, Tirana, Albania, pp. 49–54 (2011). https://doi.org/10.1109/EIDWT.2011.16

  5. Abu-Nusair, H.S.M.: Data location compliance in cloud computing (Jordan case study). M.C.S., Princess Sumaya University for Technology (Jordan), Jordan (2013). https://www.proquest.com/docview/2570578478/abstract/28572B03CACB40E0PQ/1. Accessed 15 Aug 2022

  6. Noltes, J.: Data location compliance in cloud computing (2011). https://essay.utwente.nl/61042/. Accessed 15 Aug 2022

  7. Gebrealif, Y., Mubarkoot, M., Altmann, J., Egger, B.: AI-based container orchestration for federated cloud environments. In: Proceedings of the 1st Workshop on Flexible Resource and Application Management on the Edge, Virtual Event Sweden, pp. 15–16 (2020). https://doi.org/10.1145/3452369.3463818

  8. Haile, N., Altmann, J.: Risk-Benefit-Mediated Impact of Determinants on the Adoption of Cloud Federation. Seoul National University; Technology Management, Economics, and Policy … (2015)

    Google Scholar 

  9. Jeferry, K., et al.: Challenges emerging from future cloud application scenarios. Procedia Comput. Sci. 68, 227–237 (2015). https://doi.org/10.1016/j.procs.2015.09.238

    Article  Google Scholar 

  10. Altmann, J., et al.: BASMATI - A Brokerage Architecture on Federated Clouds for Mobile Applications. Seoul National University; Technology Management, Economics, and Policy Program (TEMEP), 2016132 (2016). https://ideas.repec.org/p/snv/dp2009/2016132.html. Accessed 21 Sept 2022

  11. Aryal, R.G., Marshall, J., Altmann, J.: Architecture and business logic specification for dynamic cloud federations. In: Djemame, K., Altmann, J., Bañares, J.Á., Agmon Ben-Yehuda, O., Naldi, M. (eds.) GECON 2019. LNCS, vol. 11819, pp. 83–96. Springer, Cham (2019). https://doi.org/10.1007/978-3-030-36027-6_8

    Chapter  Google Scholar 

  12. Aryal, R.G., Altmann, J.: Fairness in revenue sharing for stable cloud federations. In: Pham, C., Altmann, J., Bañares, J.Á. (eds.) GECON 2017. LNCS, vol. 10537, pp. 219–232. Springer, Cham (2017). https://doi.org/10.1007/978-3-319-68066-8_17

    Chapter  Google Scholar 

  13. Kanwal, A., Masood, R., Shibli, M.A.: Evaluation and establishment of trust in cloud federation (2014). https://www.scopus.com/inward/record.uri?eid=2-s2.0-84899760598&doi=10.1145%2f2557977.2558023&partnerID=40&md5=37391e418deea959a3235e24dcd1ad10

  14. Gebrealif, Y., Mubarkoot, M., Altmann, J., Egger, B.: Architecture for orchestrating containers in cloud federations. In: Tserpes, K., et al. (eds.) GECON 2021. LNCS, vol. 13072, pp. 66–75. Springer, Cham (2021). https://doi.org/10.1007/978-3-030-92916-9_6

    Chapter  Google Scholar 

  15. Mellaoui, W., Posso, R., Gebrealif, Y., Bock, E., Altmann, J., Yoon, H.: Knowledge management framework for cloud federation. In: Tserpes, K., et al. (eds.) GECON 2021. LNCS, vol. 13072, pp. 123–132. Springer, Cham (2021). https://doi.org/10.1007/978-3-030-92916-9_10

    Chapter  Google Scholar 

  16. Yu, S., Beugelsdijk, S., de Haan, J.: Trade, trust and the rule of law. Eur. J. Polit. Econ. 37, 102–115 (2015). https://doi.org/10.1016/j.ejpoleco.2014.11.003

    Article  Google Scholar 

  17. Kim, D.J., Song, Y.I., Braynov, S.B., Rao, H.R.: A multidimensional trust formation model in B-to-C e-commerce: a conceptual framework and content analyses of academia/practitioner perspectives. Decis. Support Syst. 40(2), 143–165 (2005). https://doi.org/10.1016/j.dss.2004.01.006

    Article  Google Scholar 

  18. Naseer, M.K., Jabbar, S., Zafar, I.: A novel trust model for selection of cloud service provider. In: 2014 World Symposium on Computer Applications & Research (WSCAR), Sousse, Tunisia, pp. 1–6 (2014). https://doi.org/10.1109/WSCAR.2014.6916772

  19. Derahman, M.N., Abdullah, A., Azmi, M.F.: Robust reputation based trust management framework for federated-cloud environments. Int. J. Appl. Eng. Res. (2016). https://www.scopus.com/inward/record.uri?eid=2-s2.0-85026679266&partnerID=40&md5=cd0a8910e1b1bc4e81a6e4f3a89677c8

  20. Mashayekhy, L., Nejad, M.M., Grosu, D.: A trust-aware mechanism for cloud federation formation. IEEE Trans. Cloud Comput. 9(4), 1278–1292 (2021). https://doi.org/10.1109/TCC.2019.2911831

    Article  Google Scholar 

  21. Papadakis-Vlachopapadopoulos, K., González, R.S., Dimolitsas, I., Dechouniotis, D., Ferrer, A.J., Papavassiliou, S.: Collaborative SLA and reputation-based trust management in cloud federations. Future Gener. Comput. Syst. 100, 498–512 (2019). https://doi.org/10.1016/j.future.2019.05.030

  22. Gupta, M.K., Annappa, B.: Trusted partner selection in broker based cloud federation. In: 2016 International Conference on Next Generation Intelligent Systems (ICNGIS), pp. 1–6 (2016)

    Google Scholar 

  23. Hadjres, S., Belqasmi, F., El Barachi, M., Kara, N.: A green, energy, and trust-aware multi-objective cloud coalition formation approach. Futur. Gener. Comput. Syst. 111, 52–67 (2020)

    Article  Google Scholar 

  24. Abawajy, J.: Establishing trust in hybrid cloud computing environments (2011). https://www.scopus.com/inward/record.uri?eid=2-s2.0-84856193158&doi=10.1109%2fTrustCom.2011.18&partnerID=40&md5=1a68b3a35d726252e03d2f5597fccfb3

  25. Ray, B., Saha, A., Khatua, S., Roy, S.: Quality and profit assured trusted cloud federation formation: Game theory based approach. IEEE Trans. Serv. Comput. 14, 805–819 (2018)

    Article  Google Scholar 

  26. Dhole, A., Thomas, M.V., Chandrasekaran, K.: An efficient trust-based game-theoretic approach for cloud federation formation. In: 2016 3rd International Conference on Advanced Computing and Communication Systems (ICACCS), vol. 1, pp. 1–6 (2016)

    Google Scholar 

  27. Kurdi, H., Alshayban, B., Altoaimy, L., Alsalamah, S.: TrustyFeer: a subjective logic trust model for smart city peer-to-peer federated clouds. Wirel. Commun. Mob. Comput. (2018). https://www.scopus.com/inward/record.uri?eid=2-s2.0-85044051077&doi=10.1155%2f2018%2f1073216&partnerID=40&md5=6b03461200de220697a740f9a23b12e0

  28. Latif, R., Afzaal, S.H., Latif, S.: A novel cloud management framework for trust establishment and evaluation in a federated cloud environment. J. Supercomput. (2021). https://www.scopus.com/inward/record.uri?eid=2-s2.0-85104130905&doi=10.1007%2fs11227-021-03775-8&partnerID=40&md5=9352984d5a89e149390a2df92c88a34b

  29. Ahmed, U., Raza, I., Hussain, S.A.: Trust evaluation in cross-cloud federation: survey and requirement analysis. ACM Comput. Surv. 52(1) (2019). https://doi.org/10.1145/3292499

  30. Ghafoorian, M., Abbasinezhad-Mood, D., Shakeri, H.: A thorough trust and reputation based RBAC model for secure data storage in the cloud. IEEE Trans. Parallel Distrib. Syst. 30(4), 778–788 (2019). https://doi.org/10.1109/TPDS.2018.2870652

    Article  Google Scholar 

  31. Hassan, M.M., et al.: QoS and trust-aware coalition formation game in data-intensive cloud federations. Concurr. Comput. Pract. Experience 28(10), 2889–2905 (2016)

    Article  Google Scholar 

  32. Breskovic, I., Altmann, J., Brandic, I.: Creating standardized products for electronic markets. Futur. Gener. Comput. Syst. 29(4), 1000–1011 (2013). https://doi.org/10.1016/j.future.2012.06.007

    Article  Google Scholar 

  33. Ahmed, U., Raza, I., Rana, O.F., Hussain, S.A.: Aggregated capability assessment (AgCA) for CAIQ enabled cross-cloud Federation. IEEE Trans. Serv. Comput. 15(5), 2619–2632 (2022). https://doi.org/10.1109/TSC.2021.3073783

    Article  Google Scholar 

  34. Aryal, R.G., Altmann, J.: Dynamic application deployment in federations of clouds and edge resources using a multiobjective optimization AI algorithm. In: 2018 Third International Conference on Fog and Mobile Edge Computing (FMEC), Barcelona, pp. 147–154 (2018). https://doi.org/10.1109/FMEC.2018.8364057

  35. Romero Coronado, J.P., Altmann, J.: Model for incentivizing cloud service federation (2017). https://www.scopus.com/inward/record.uri?eid=2-s2.0-85032482917&doi=10.1007%2f978-3-319-68066-8_18&partnerID=40&md5=615fdbddf64814dfbe3445960676535b

  36. Hofman, D., Duranti, L., How, E.: Trust in the balance: data protection laws as tools for privacy and security in the cloud. Algorithms 10(2), 47 (2017). https://doi.org/10.3390/a10020047

    Article  MathSciNet  Google Scholar 

  37. von Grafenstein, M.: Co-regulation and competitive advantage in the GDPR: data protection certification mechanisms, codes of conduct and data protection-by-design. In: Research Handbook on Privacy and Data Protection Law, pp. 402–432 (2022)

    Google Scholar 

  38. Krishna, B., Krishnan, S., Sebastian, M.P.: Examining the relationship between national cybersecurity commitment, culture, and digital payment usage: an institutional trust theory perspective. Inf. Syst. Front. (2022). https://doi.org/10.1007/s10796-022-10280-7

  39. Kim, K., Altmann, J.: Effect of homophily on network formation. Commun. Nonlinear Sci. Numer. Simul. 44, 482–494 (2017). https://doi.org/10.1016/j.cnsns.2016.08.011

    Article  MathSciNet  MATH  Google Scholar 

Download references

Acknowledgment

This research was supported by the BK21 FOUR (Fostering Outstanding Universities for Research) funded by the Ministry of Education (MOE, Korea). This work was supported by the National Research Foundation of Korea (NRF) grant funded by the Korea government (MSIT) (No. NRF-2022R1A2C1092077).

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Jörn Altmann .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2023 The Author(s), under exclusive license to Springer Nature Switzerland AG

About this paper

Check for updates. Verify currency and authenticity via CrossMark

Cite this paper

Gebrealif, Y., Altmann, J. (2023). Effect of Trust and Institutional Quality on Cloud Federation Formation Using Agent-Based Modeling. In: Bañares, J.Á., Altmann, J., Agmon Ben-Yehuda, O., Djemame, K., Stankovski, V., Tuffin, B. (eds) Economics of Grids, Clouds, Systems, and Services. GECON 2022. Lecture Notes in Computer Science, vol 13430. Springer, Cham. https://doi.org/10.1007/978-3-031-29315-3_5

Download citation

  • DOI: https://doi.org/10.1007/978-3-031-29315-3_5

  • Published:

  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-031-29314-6

  • Online ISBN: 978-3-031-29315-3

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics