A trust evaluation model towards cloud manufacturing

After cloud manufacturing (CMfg) was put forward as new manufacturing model, the trust evaluation model is a concern by relevant research scholars, in order to ensure transactions in a CMfg system work well and the trust evaluation between transaction entities (ie., resource service providers and consumers) appear crucial. In a CMfg system, in view of the trust issue in resource service transactions, this paper extends the trust evaluation model in the existing related research and proposes a new method and model. In order to make the final trust evaluation values more practical, the proposed method introduces the third-party trust evaluation model based on existing direct and indirect (recommended) trust evaluation models as well as the time decay factor. It also quantifies the fuzzy indexes by using intuitionistic fuzzy sets (IFS). Thereby, the trust evaluation model increases the credibility of service transaction trust evaluation in a CMfg system.

[1]  Andrew Y. C. Nee,et al.  Advanced manufacturing systems: socialization characteristics and trends , 2015, Journal of Intelligent Manufacturing.

[2]  Jungtae Mun,et al.  Manufacturing enterprise collaboration based on a goal-oriented fuzzy trust evaluation model in a virtual enterprise , 2009, Comput. Ind. Eng..

[3]  Alan D. Smith,et al.  Application service providers (ASP): moving downstream to enhance competitive advantage , 2002, Inf. Manag. Comput. Secur..

[4]  Weiming Shen,et al.  A multi-resolution collaborative architecture for web-centric global manufacturing , 2000, Inf. Sci..

[5]  Fei Tao,et al.  IoT-Based Intelligent Perception and Access of Manufacturing Resource Toward Cloud Manufacturing , 2014, IEEE Transactions on Industrial Informatics.

[6]  D. Koehn The Nature of and Conditions for Online Trust , 2003 .

[7]  Fei Tao,et al.  FC-PACO-RM: A Parallel Method for Service Composition Optimal-Selection in Cloud Manufacturing System , 2013, IEEE Transactions on Industrial Informatics.

[8]  Saeedeh Shekarpour,et al.  Modeling and evaluation of trust with an extension in semantic web , 2010, J. Web Semant..

[9]  Jianchu Kang,et al.  Towards a trust model with uncertainty for e-commerce systems , 2005, IEEE International Conference on e-Business Engineering (ICEBE'05).

[10]  Lotfi A. Zadeh,et al.  Fuzzy Sets , 1996, Inf. Control..

[11]  Dazhe Zhao,et al.  Manufacturing Grid: Needs, Concept, and Architecture , 2003, GCC.

[12]  Kamal Kant Bharadwaj,et al.  Fuzzy computational models for trust and reputation systems , 2009, Electron. Commer. Res. Appl..

[13]  Yajing Wang The research on the P2P trust management model under electronic commerce environment , 2011, 2011 International Conference on Electronics, Communications and Control (ICECC).

[14]  R. Lewicki,et al.  Developing and Maintaining Trust in Work Relationships , 1996 .

[15]  Fei Tao,et al.  Configurable Intelligent Optimization Algorithm: Design and Practice in Manufacturing , 2014 .

[16]  Hyunsoo Yoon,et al.  Cluster-Based Trust Evaluation Scheme in an Ad Hoc Network , 2005 .

[17]  Zhu Han,et al.  Information theoretic framework of trust modeling and evaluation for ad hoc networks , 2006, IEEE Journal on Selected Areas in Communications.

[18]  Dimitris Mourtzis,et al.  Digital manufacturing: History, perspectives, and outlook , 2009 .

[19]  Fei Tao,et al.  Resource Service Composition and Its Optimal-Selection Based on Particle Swarm Optimization in Manufacturing Grid System , 2008, IEEE Transactions on Industrial Informatics.

[20]  Fei Tao,et al.  Study on manufacturing grid & its resource service optimal-selection system , 2008 .

[21]  Devinder Kaur,et al.  Trust evaluation within a type-2 fuzzy logic framework , 2004, 2004 IEEE International Conference on Fuzzy Systems (IEEE Cat. No.04CH37542).

[22]  Feng Zhou,et al.  A multi-dimensional trust evaluation model for large-scale P2P computing , 2011, J. Parallel Distributed Comput..

[23]  Li,et al.  Introduction to Cloud Manufacturing , 2010 .

[24]  John S. Baras,et al.  On trust models and trust evaluation metrics for ad hoc networks , 2006, IEEE Journal on Selected Areas in Communications.

[25]  Muthucumaru Maheswaran,et al.  Towards Trust-Aware Resource Management in Grid Computing Systems , 2002, 2nd IEEE/ACM International Symposium on Cluster Computing and the Grid (CCGRID'02).

[26]  Tharam S. Dillon,et al.  Fuzzy trust evaluation and credibility development in multi-agent systems , 2007, Appl. Soft Comput..

[27]  Jungtae Mun,et al.  A goal-oriented trust model for virtual organization creation , 2011, J. Intell. Manuf..

[28]  Fei Tao,et al.  CCIoT-CMfg: Cloud Computing and Internet of Things-Based Cloud Manufacturing Service System , 2014, IEEE Transactions on Industrial Informatics.

[29]  Roderick M. Kramer,et al.  Swift trust and temporary groups. , 1996 .

[30]  Yuh-Min Chen,et al.  Developing a trust evaluation method between co-workers in virtual project team for enabling resource sharing and collaboration , 2008, Comput. Ind..

[31]  A. Gunasekaran,et al.  Agile manufacturing: The drivers, concepts and attributes , 1999 .

[32]  K. Puumalainen,et al.  The role of trust in organisational innovativeness , 2008 .

[33]  Jooyoung Kim,et al.  Third-party Privacy Certification as an Online Advertising Strategy: An Investigation of the Factors Affecting the Relationship between Third-party Certification and Initial Trust , 2011 .

[34]  Ching-Hsue Cheng,et al.  Evaluating the best main battle tank using fuzzy decision theory with linguistic criteria evaluation , 2002, Eur. J. Oper. Res..

[35]  Fei Tao,et al.  Configurable Intelligent Optimization Algorithm , 2015 .

[36]  Farid Meziane,et al.  Evaluating trust in electronic commerce: a study based on the information provided on merchants’ websites , 2008, J. Oper. Res. Soc..

[37]  Giovanni Flammia Application Service Providers: Challenges and Opportunities , 2001, IEEE Intell. Syst..

[38]  Fei Tao,et al.  An approach to manufacturing grid resource service scheduling based on trust-QoS , 2009, Int. J. Comput. Integr. Manuf..

[39]  Yuh-Min Chen,et al.  Advanced multi-phase trust evaluation model for collaboration between coworkers in dynamic virtual project teams , 2009, Expert Syst. Appl..

[40]  Fei Tao,et al.  Research on manufacturing grid resource service optimal-selection and composition framework , 2012, Enterp. Inf. Syst..

[41]  Athanasios V. Vasilakos,et al.  A Distributed Trust Evaluation Model and Its Application Scenarios for Medical Sensor Networks , 2012, IEEE Transactions on Information Technology in Biomedicine.

[42]  Stephen Marsh,et al.  Formalising Trust as a Computational Concept , 1994 .

[43]  Fei Tao,et al.  Application and modeling of resource service trust-QoS evaluation in manufacturing grid system , 2009 .

[44]  Krassimir T. Atanassov,et al.  Two theorems for intuitionistic fuzzy sets , 2000, Fuzzy Sets Syst..

[45]  Yongkui Liu,et al.  Manufacturing Service Management in Cloud Manufacturing: Overview and Future Research Directions , 2015 .

[46]  Fei Tao,et al.  BGM-BLA: A New Algorithm for Dynamic Migration of Virtual Machines in Cloud Computing , 2016, IEEE Transactions on Services Computing.

[47]  Krassimir T. Atanassov,et al.  Intuitionistic fuzzy sets , 1986 .

[48]  Aneil Mishra ORGANIZATIONAL RESPONSES TO CRISIS: THE CENTRALITY OF TRUST , 1996 .

[49]  Parag Vichare,et al.  Strategic advantages of interoperability for global manufacturing using CNC technology , 2008 .

[50]  Fei Tao,et al.  Internet of Things and BOM-Based Life Cycle Assessment of Energy-Saving and Emission-Reduction of Products , 2014, IEEE Transactions on Industrial Informatics.

[51]  Qining Wang,et al.  Concept, Principle and Application of Dynamic Configuration for Intelligent Algorithms , 2014, IEEE Systems Journal.

[52]  Lotfi A. Zadeh,et al.  Is there a need for fuzzy logic? , 2008, NAFIPS 2008 - 2008 Annual Meeting of the North American Fuzzy Information Processing Society.

[53]  Yuh-Min Chen,et al.  A fuzzy trust evaluation method for knowledge sharing in virtual enterprises , 2010, Comput. Ind. Eng..

[54]  Chai Xu-dong,et al.  Cloud manufacturing:a new service-oriented networked manufacturing model , 2010 .

[55]  Fei Tao,et al.  Cloud manufacturing: a computing and service-oriented manufacturing model , 2011 .

[56]  Zhang Lin,et al.  Further discussion on cloud manufacturing , 2011 .

[57]  Ian Barclay,et al.  Agile manufacturing: A management and operational framework , 2001 .