Manufacturing service reliability assessment in cloud manufacturing

Abstract Reliability of manufacturing resources is an important measure for ensuring quality of service (QoS) and for carrying out service evaluation, and trust modelling in a cloud manufacturing environment. However, no extensive study of this measure has been carried out. In this paper, we propose a hierarchical reliability assessment model to assess manufacturing service reliability. First, we evaluate the reliability of manufacturing resources within an enterprise at three different levels, i.e. component, machine and system level. Then, the system level is extended to form collaborative systems among distributed manufacturing resources by considering logistic reliability. Second, the reliability of the cloud system is also assessed. Finally, by identifying the relationship among different levels of reliability, we formulate the reliability of the entire cloud manufacturing system. A real world case study is presented to demonstrate the feasibility and effectiveness of the proposed model.

[1]  Lin Li,et al.  Reliability estimation based on operational data of manufacturing systems , 2008, Qual. Reliab. Eng. Int..

[2]  Shizuo Nishikawa,et al.  Study of sensing technologies for machine tools , 2016 .

[3]  Liang Liu,et al.  Trust Model Based on Feedback Evaluation in Cloud Manufacturing Environment , 2011 .

[4]  Kanth Miriyala,et al.  Reliability analysis of flexible manufacturing systems , 1989 .

[5]  Xun Xu,et al.  From cloud computing to cloud manufacturing , 2012 .

[6]  Li-Nan Zhu,et al.  Service Evaluation-Based Resource Selection in Cloud Manufacturing , 2014, CDVE.

[7]  Kirti Tyagi,et al.  Important factors for estimating reliability of SOA , 2015, 2015 International Conference on Advances in Computer Engineering and Applications.

[8]  Fei Tao,et al.  A chaos control optimal algorithm for QoS-based service composition selection in cloud manufacturing system , 2014, Enterp. Inf. Syst..

[9]  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.

[10]  Weixing Wang,et al.  The research of cloud manufacturing resource discovery mechanism , 2012, 2012 7th International Conference on Computer Science & Education (ICCSE).

[11]  Harris Wu,et al.  A flexible QoS-aware Web service composition method by multi-objective optimization in cloud manufacturing , 2016, Comput. Ind. Eng..

[12]  Hareton K. N. Leung,et al.  SRM: a staged reliability model for Web service , 2013, Innovations in Systems and Software Engineering.

[13]  A. Z. Keller,et al.  Reliability analysis of CNC machine tools , 1982 .

[14]  B. L. Davies,et al.  The analysis of flexible manufacturing systems for reliability , 1986 .

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

[16]  Xifan Yao,et al.  A hybrid artificial bee colony algorithm for optimal selection of QoS-based cloud manufacturing service composition , 2017 .

[17]  Ruiying Li,et al.  A simplified reliability analysis method for cloud computing systems considering common-cause failures , 2017 .

[18]  Dazhong Wu,et al.  Cloud manufacturing: Strategic vision and state-of-the-art☆ , 2013 .

[19]  Laxman Yadu Waghmode,et al.  Reliability analysis of CNC turning center based on the assessment of trends in maintenance data: A case study , 2017 .

[20]  Liyun Xu,et al.  Reliability Measurement for Multistate Manufacturing Systems with Failure Interaction , 2017 .

[21]  Jian Guo,et al.  Reliability and availability measure and assessment of multistage production systems , 2017, 2017 Annual Reliability and Maintainability Symposium (RAMS).

[22]  Jun Wu,et al.  A reliability assessment method based on support vector machines for CNC equipment , 2009 .

[23]  Liang Guo,et al.  Trust evaluation model of cloud manufacturing service platform , 2014 .

[24]  Ali Haroon Abadi,et al.  A Model based Approach for Evaluating the Reliability of the Services in the Service-oriented Architecture , 2016 .

[25]  Di Hu,et al.  Research on services encapsulation and virtualization access model of machine for cloud manufacturing , 2015, Journal of Intelligent Manufacturing.

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