Skip to main content
SpringerLink
Log in

Trust evaluation model of cloud manufacturing service platform

  • ORIGINAL ARTICLE
  • Published:
The International Journal of Advanced Manufacturing Technology Aims and scope Submit manuscript

Abstract

Aiming at the shortcomings of manufacturing enterprises, cloud manufacturing (CMfg), as a new type of service-oriented manufacturing mode, is put forward recently. Due to the rapid development of information and other high-tech technologies, CMfg excellently satisfies the development requirements of modern manufacturing and gains some popularity. As one of the key characteristic for CMfg system, the management, sharing, and scheduling of resources and tasks will directly affect the accuracy and efficiency of CMfg service platform. In order to achieve the effective management, convenient use, and reliable transactions of resources and tasks, a framework of trust evaluation system in CMfg is established and a trust evaluation model of CMfg service platform oriented to mechanical manufacturing field is proposed. In this system, the weights of six trust evaluation indexes are obtained through analytic hierarchy process (AHP) method. Meanwhile, the quantitative and update algorithm for direct trust service is designed through a discrete method. Furthermore, the recommendation trust service is extracted through cloud theory model and cloud focus evaluation method. Experiments based on virtual transaction data are conducted to verify the validity and efficiency of the proposed trust evaluation model.

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

Access this article

Log in via an institution

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Institutional subscriptions

Similar content being viewed by others

References

  1. Baines TS, Lightfoot HW, Benedettini O, Kay JM (2009) The servitization of manufacturing: a review of literature and reflection on future challenges. J Manuf Technol Manag 20(5):547–567

    Article  Google Scholar 

  2. Hongyi S (2000) Current and future patterns of using advanced manufacturing technologies. Technovation 20(11):631–641

    Article  Google Scholar 

  3. Camarinha-Matos LM, Afsarmanesh H (2005) Collaborative networks: a new scientific discipline. Int J Intell Manuf 16(4–5):439–452

    Article  Google Scholar 

  4. Luís OA, Camarinha-Matos LM (2008) Distributed process execution in collaborative networks. Robot Comput Integr Manuf 24(5):647–655

    Article  Google Scholar 

  5. Camarinha-Matos LM (2009) Collaborative networked organizations: status and trends in manufacturing. Annu Rev Control 33(2):199–208

    Article  Google Scholar 

  6. Emilio E, Pietro E (2014) Investigating virtual enterprise models: literature review and empirical findings. Int J Prod Econ 148:145–157

    Article  Google Scholar 

  7. Camarinha-Matos LM, Hamideh A, Nathalie G, Arturo M (2009) Collaborative networked organizations—concepts and practice in manufacturing enterprises. Comput Ind Eng 57(1):46–60

    Article  Google Scholar 

  8. Qiu G (2004) Manufacturing grid: a next generation manufacturing mode. IEEE Int Conf Syst Man Cybern 4667–4672

  9. Li Z, Jin X, Cao Y, Zhang X (2007) Conception n and implementation of a collaborative manufacturing grid. Int J Adv Manuf Technol 34:1224–1235

    Article  Google Scholar 

  10. Deng H, Chen L, Wang C, Deng Q (2006) A grid-based scheduling system of manufacturing resources for a virtual enterprise. Int J Adv Manuf Technol 28(1–2):137–141

    Google Scholar 

  11. Tao F, Hu Y, Zhou Z (2009) Study on manufacturing grid & its resource service optimal-selection system. In t J Adv Manuf Technol 37(9–10):1022–1041

    Google Scholar 

  12. Li BH, Zhang L, Wang SL, Tao F, Cao JW, Jiang XD, Song X, Chai XD (2010) Cloud manufacturing: a new service-oriented networked manufacturing model. Comput Integr Manuf Syst 16(1):1–16

    Google Scholar 

  13. Tao F, Zhang L, Venkatesh VC (2011) Cloud manufacturing: a computing and service-oriented manufacturing model. Proc Inst Mech Eng B J Eng Manuf 225(10):1969–1976

    Article  Google Scholar 

  14. Xun X (2012) From cloud computing to cloud manufacturing. Robot Comput Integr Manuf 28(1):75–86

    Article  Google Scholar 

  15. Nylund H, Andersson P (2010) Simulation of service-oriented and distributed manufacturing systems. Robot Comput Integr Manuf 26(6):622–628

    Article  Google Scholar 

  16. Wu DZ, John GM, Rosen David W, Dirk S (2013) Cloud manufacturing: strategic vision and state-of-the-art. J Manuf Syst 32(4):564–579

    Article  Google Scholar 

  17. Wang SL, Song WY, Kang L (2012) Manufacturing resource allocation based on cloud manufacturing. Comput Integr Manuf Syst 18(7):1396–1405

    Google Scholar 

  18. Elizabeth C, Farookh H, Tharam D (2006) Trust and reputation for service-oriented environments: technologies for building business intelligence and consumer confidence. Wiley, New York. ISBN 9780470015476

    Google Scholar 

  19. Chang Elizabeth J., Hussain Farookh Khadeer, Dillon Tharam S. (2005) Fuzzy nature of trust and dynamic trust modeling in service oriented environments. Proceedings of the 2005 workshop on Secure web services, 75–83

  20. Tsung-Yi C, Yuh-Min C, Chia-Jou L, Pin-Yuan C (2010) A fuzzy trust evaluation method for knowledge sharing in virtual enterprises. Comput Ind Eng 59(4):853–864

    Article  Google Scholar 

  21. Laili Y, Tao F, Zhang L, Sarker BR (2012) A study of optimal allocation of computing resources in cloud manufacturing systems. Int J Adv Manuf Technol 63(5–8):671–690

    Article  Google Scholar 

  22. Kang L, Chen GS, Wang SL (2013) Ontology based process resource discovery for cloud manufacturing. Comput Integr Manuf Syst 19(9):2325–2331

    Google Scholar 

  23. Shi-Long W, Liang G, Ling K, Chang-Song L, Xiao-Yong L, Madjinoudji SY (2014) Research on selection strategy of machining equipment in cloud manufacturing. Int J Adv Manuf Technol 71(9–12):1549–1563

    Google Scholar 

  24. Jungtae M, Moonsoo S, Kyunghuy L, Mooyoung J (2009) Manufacturing enterprise collaboration based on a goal-oriented fuzzy trust evaluation model in a virtual enterprise. Comput Ind Eng 56(3):888–901

    Article  Google Scholar 

  25. Wang Shouxin, Zhang Li, Wang Shuai, Ma Na (2008) Proceedings-International Conference on Computer Science and Software Engineering, CSSE (3):1062–1068

  26. Stefan S, Robert S, Dillon Tharam S, Elizabeth C (2007) Fuzzy trust evaluation and credibility development in multi-agent systems. Appl Soft Comput 7(2):492–505

    Article  Google Scholar 

  27. Yin C, Huang BQ, Liu F (2011) Common key technology system of cloud manufacturing service platform for small and medium enterprises. Comput Integr Manuf Syst 17(03):495–503

    Google Scholar 

  28. Huang BQ, Li CH, Yin C, Zhao XP (2013) Cloud manufacturing service platform for small-and medium-sized enterprises. Int J Adv Manuf Technol 65(9–12):1261–1272

    Article  Google Scholar 

  29. Luo H, Li S, Wang YK (2012) Assessment and selection for service regulation in cloud computing environment. Comput Integr Manuf Syst 18(10):2340–2347

    Google Scholar 

  30. Gan J, Duan GJ (2012) Method of cloud manufacturing service trust evaluation. Comput Integr Manuf Syst 18(07):1527–1535

    Google Scholar 

  31. Tao F, Hu YF, Zhou ZD (2009) Application and modeling of resource service trust-QoS evaluation in manufacturing grid system. Int J Prod Res 47(6):1521–1550

    Article  Google Scholar 

  32. Xie LJ, Zhu ZQ, Sun L (2013) Research on behavior trust evaluation model of cloud services based on membership theory. Appl Res Comput 30(04):1051–1054

    Google Scholar 

  33. Thomas Beth, Malte Borcherding, Birgit Klein (1994) Valuation of trust in open networks, Third European Symposium on Research in Computer Security Brighton, Proceedings

  34. Saaty TL (1990) How to make a decision: the analytic hierarchy process. Eur J Oper Res 48:9–26

    Article  MATH  Google Scholar 

  35. Whitaker R (2007) Validation examples of the analytic hierarchy process and analytic network process. Math Comput Model 46(7):840–859

    Article  MathSciNet  MATH  Google Scholar 

  36. Deyi L, Haijun M, Xuemei S (1995) Membership clouds and membership cloud generators. J Comput Res Dev 32(6):15–20

    Google Scholar 

  37. Deyi L, Changyu L, Wenyan G (2009) A new cognitive model: cloud model. Int J Intell Syst 24(3):357–375

    Article  MATH  Google Scholar 

  38. Li DY, Liu CY (2004) Study on the universality of the normal cloud model. Eng Sci 6(8):28–34

    Google Scholar 

  39. Huang Ming, Gan Weidong (2013) An application of cloud focus theory in assessment for ship oil-spill risk. Improving Multimodal Transportation Systems-Information, Safety, and Integration-Proceedings of the 2nd International Conference on Transportation Information and Safety, 2374–2383

  40. Cheng T, Li Z, Deng M, Xu Z (2005) Representing indeterminate spatial objects by cloud theory. Proceedings of the 4th international symposium on spatial data quality, 70–77

  41. Lv P, Yuan L, Zhang J (2009) Cloud theory-based simulated annealing algorithm and application. Eng Appl Artif Intel 22(4):742–749

    Article  Google Scholar 

  42. Liu CY, Feng M, Dai XJ (2004) A new algorithm of backward cloud. J Syst Simul 16(11):2417–2420

    Google Scholar 

  43. Gou J, Zhao ZQ, Chen WB (2010) N-D normal membership cloud model based on region partition. J Softw 5(3):288–295

    Article  Google Scholar 

  44. Liu Y, Li DY (2010) Statistics on automized feature of normal cloud model. J Beijing Univ Aeronaut Astronaut 36(11):1320–1324

    Google Scholar 

Download references

Author information

Authors and Affiliations

  1. The State Key Laboratory of Mechanical Transmission, Chongqing University, Chongqing, 400044, China

    Changsong Li, Shilong Wang, Ling Kang, Liang Guo & Yang Cao

Authors
  1. Changsong Li
    View author publications

    You can also search for this author in PubMed Google Scholar

  2. Shilong Wang
    View author publications

    You can also search for this author in PubMed Google Scholar

  3. Ling Kang
    View author publications

    You can also search for this author in PubMed Google Scholar

  4. Liang Guo
    View author publications

    You can also search for this author in PubMed Google Scholar

  5. Yang Cao
    View author publications

    You can also search for this author in PubMed Google Scholar

Corresponding author

Correspondence to Changsong Li.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Li, C., Wang, S., Kang, L. et al. Trust evaluation model of cloud manufacturing service platform. Int J Adv Manuf Technol 75, 489–501 (2014). https://doi.org/10.1007/s00170-014-6112-0

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00170-014-6112-0

Keywords

Search

Navigation