0
Special Section Articles

Manufacturing Service Management in Cloud Manufacturing: Overview and Future Research Directions

[+] Author and Article Information
Fei Tao

School of Automation Science and
Electrical Engineering,
Beihang University (BUAA),
Beijing 100191, China
e-mail: ftao@buaa.edu.cn

Lin Zhang, Ying Cheng

School of Automation Science and
Electrical Engineering,
Beihang University (BUAA),
Beijing 100191, China

Yongkui Liu

School of Automation Science and
Electrical Engineering,
Beihang University (BUAA),
Beijing 100191, China
School of Mechano-Electronic Engineering,
Xidian University,
Xi'an 710071, China

Lihui Wang

Department of Production Engineering,
KTH Royal Institute of Technology,
Stockholm SE-100 44, Sweden

Xun Xu

Deparment of Mechanical Engineering,
University of Auckland,
Auckland 1142, New Zealand

Contributed by the Manufacturing Engineering Division of ASME for publication in the JOURNAL OF MANUFACTURING SCIENCE AND ENGINEERING. Manuscript received October 21, 2014; final manuscript received April 10, 2015; published online July 8, 2015. Editor: Y. Lawrence Yao.

J. Manuf. Sci. Eng 137(4), 040912 (Aug 01, 2015) (11 pages) Paper No: MANU-14-1553; doi: 10.1115/1.4030510 History: Received October 21, 2014; Revised April 10, 2015; Online July 08, 2015

As a new service-oriented manufacturing paradigm, cloud manufacturing (CMfg) has experienced rapid development in the past five years. The research on its theories, key technologies, developments, and applications still keeps attracting attentions from more and more researchers. One of the most important issues to its improvements and quality of service (QoS) is the manufacturing service management (MSM). CMfg aims to realize the full-scale sharing, free circulation and transaction, and on-demand use of various manufacturing resource and capabilities in the form of manufacturing service. Without the effective operation and technical support of MSM, the implementation of CMfg and its aim cannot be achieved. It is therefore necessary to summarize the existing works and technologies on MSM in CMfg. This paper first provides a brief overview of CMfg and then focuses on the problem of MSM in CMfg from the service lifecycle perspective. The advances on MSM technology from eleven aspects are investigated and summarized. Finally, future research directions are identified and discussed. It is evident that the future MSM in CMfg is closely related to Internet of things (IoT), big data, and cloud computing.

FIGURES IN THIS ARTICLE
<>
Copyright © 2015 by ASME
Topics: Manufacturing
Your Session has timed out. Please sign back in to continue.

References

Sanchez, L. M., and Nagi, R., 2001, “A Review of Agile Manufacturing Systems,” Int. J. Prod. Res., 39(16), pp. 3561–3600. [CrossRef]
Shukla, C., Vazquez, M., and Frank, C. F., 1996, “Virtual Manufacturing: An Overview,” Comput. Ind. Eng., 31(1), pp. 79–82. [CrossRef]
Smith, M. A., and Kumar, R. L., 2004, “A Theory of Application Service Provider (ASP) Use From a Client Perspective,” Inf. Manage., 41(8), pp. 977–1002. [CrossRef]
Leem, C. S., and Lee, H. J., 2004, “Development of Certification and Audit Processes of Application Service Provider for IT Outsourcing,” Technovation, 24(1), pp. 63–71. [CrossRef]
Tao, F., Zhao, D. M., Hu, Y. F., and Zhou, Z. D., 2008, “Resource Service Composition and Its Optimal-Selection Based on Particle Swarm Optimization in Manufacturing Grid System,” IEEE Trans. Ind. Inf., 4(4), pp. 315–327. [CrossRef]
Li, B. H., Zhang, L., Wang, S. L., Tao, F., Cao, J. W., Jiang, X. D., Song, X., and Chai, X. D., 2010, “Cloud Manufacturing: A New Service-Oriented Networked Manufacturing Model,” Comput. Integr. Manuf. Syst., 16(1), pp. 1–7.
Xu, X., 2012, “From Cloud Computing to Cloud Manufacturing,” Rob. Comput.-Integr. Manuf., 28(1), pp. 75–86. [CrossRef]
He, W., and Xu, L. D., 2015, “A State-of-the-Art Survey of Cloud Manufacturing,” Int. J. Comput. Integr. Manuf., 28(3), pp. 239–250. [CrossRef]
Wu, D. Z., Greer, M. J., Rosen, D. W., and Schaefer, D., 2013, “Cloud Manufacturing: Strategic Vision and State-of-the-Art,” J. Manuf. Syst., 32(4), pp. 564–579. [CrossRef]
Zhang, L., Mai, J. G., Tao, F., Luo, Y. L., and Ren, L., 2014, “Development Status of Cloud Manufacturing in China,” ASME Paper No. MSEC2014-4019 [CrossRef].
Hung, M. H., Lin, Y. C., Huang, H. C., Hsieh, M. H., Yang, H. C., and Cheng, F. T., 2013, “Development of an Advanced Manufacturing Cloud for Machine Tool Industry Based on AVM Technology,” IEEE International Conference on Automation Science and Engineering (CASE), Madison, WI, Aug. 17–20, pp. 189–194 [CrossRef].
Wang, L. H., Wang, X. V., Gao, L., and Vancza, J., 2014, “A Cloud-Based Approach for WEEE Remanufacturing,” CIRP Ann. – Manuf. Technol., 63(1), pp. 409–412. [CrossRef]
Wang, X. V., and Wang, L. H., 2013, “From Cloud Manufacturing to Cloud Remanufacturing: A Cloud-Based Approach for WEEE,” IEEE 10th International Conference on e-Business Engineering (ICEBE), Coventry, UK, Sep. 11–13, pp. 399–406 [CrossRef].
Wu, D., Rosen, D., Wang, L., and Schaefer, D., 2015, “Cloud-Based Design and Manufacturing: A New Paradigm in Digital Manufacturing and Design Innovation,” Comput.-Aided Des., 59, pp. 1–14. [CrossRef]
Zhang, L., Luo, Y. L., Tao, F., Ren, L., and Guo, H., 2010, “Key Technologies for the Construction of Manufacturing Cloud,” Comput. Integr. Manuf. Syst., 16(11), pp. 2510–2520.
Ren, L., Zhang, L., Zhao, C., and Chai, X. D., 2013, “Cloud Manufacturing Platform: Operating Paradigm, Functional Requirements, and Architecture Design,” ASME 2013 International Manufacturing Science and Engineering Conference Collocated With the 41st North American Manufacturing Research Conference, Madison, WI.
Ren, L., Zhang, L., Tao, F., Zhao, C., Chai, X. D., and Zhao, X. P., 2015, “Cloud Manufacturing: From Concept to Practice,” Enterp. Inf. Syst., 9(2), pp. 186–209. [CrossRef]
Ren, L., Zhang, L., Wang, L. H., Tao, F., and Chai, X. D., 2014, “Cloud Manufacturing: Key Characteristics and Applications,” Int. J. Comput. Integr. Manuf. (published online). [CrossRef]
Tao, F., Zhang, L., Venkatesh, V. C., Luo, Y. L., and Cheng, Y., 2011, “Cloud Manufacturing: A Computing and Service-Oriented Manufacturing Model,” Proc. Inst. Mech. Eng., Part B, 225(10), pp. 1969–1976. [CrossRef]
Zhang, L., Luo, Y. L., Tao, F., Li, B. H., Ren, L., Zhang, X. D., Guo, H., Cheng, Y., Hu, A. R., and Liu, Y. K., 2014, “Cloud Manufacturing: A New Manufacturing Paradigm,” Enterp. Inf. Syst., 8(2), pp. 167–187. [CrossRef]
Ning, F. H., Zhou, W. Z., Zhang, F. Y., Yin, Q., and Ni, X. J., 2011, “The Architecture of Cloud Manufacturing and Its Key Technologies Research,” 2011 IEEE International Conference on Cloud Computing and Intelligence Systems, Beijing, China, pp. 259–263.
Fan, W. H., and Xiao, T. Y., 2011, “Integrated Architecture of Cloud Manufacturing Based on Federation Mode,” Comput. Integr. Manuf. Syst., 17(3), pp. 469–476.
Ma, C., Sun, H. B., Xiao, T. Y., Fan, W. H., and Li, L., 2012, “Novel Model-Driven Joining Technology for Cloud Manufacturing Federations,” Comput. Integr. Manuf. Syst., 18(7), pp. 1536–1546.
Li, B. H., Zhang, L., Ren, L., Chai, X. D., Tao, F., Luo, Y. L., Wang, Y. Z., Yin, C., Huang, G., and Zhao, X. P., 2011, “Further Discussion on Cloud Manufacturing,” Comput. Integr. Manuf. Syst., 17(3), pp. 449–457.
Luo, Y. L., Zhang, L., He, D. J., Ren, L., and Tao, F., 2011, “Study on Multi-View Model for Cloud Manufacturing,” Adv. Mater. Res., 201, pp. 685–688. [CrossRef]
Lv, B. S., 2012, “A Multi-View Model Study for the Architecture of Cloud Manufacturing,” 3rd International Conference on Digital Manufacturing and Automation (ICDMA), Guilin, Guangxi, China, July 31–Aug. 2, pp. 93–97 [CrossRef].
Vincent, W. X., and Xu, X. W., 2013, “An Interoperable Solution for Cloud Manufacturing,” Rob. Comput.-Integr. Manuf., 29(4), pp. 232–247. [CrossRef]
Jiang, Y. X., Zhang, Y., and Ma, J. W., 2013, “Research on Virtualization of Manufacturing Resources,” 2nd International Conference on Measurement, Information and Control (ICMIC), Harbin, China, Aug. 16–18, Vol. 2, pp. 1060–1064 [CrossRef].
Ren, L., Zhang, L., Zhang, Y. B., Tao, F., and Luo, Y. L., 2011, “Resource Virtualization in Cloud Manufacturing,” Comput. Integr. Manuf. Syst., 17(3), pp. 511–518.
Li, R. F., Liu, Q., and Xu, W. J., 2012, “Perception and Access Adaptation of Equipment Resources in Cloud Manufacturing,” Comput. Integr. Manuf. Syst., 18(7), pp. 1547–1553.
Tao, F., Zuo, Y., Xu, L. D., and Zhang, L., 2014, “IoT Based Intelligent Perception and Access of Manufacturing Resource Towards Cloud Manufacturing,” IEEE Trans. Ind. Inf., 10(2), pp. 1547–1557. [CrossRef]
Wang, L. H., Gao, R., and Ragai, I., 2014, “An Integrated Cyber-Physical System for Cloud Manufacturing,” ASME Paper No. MSEC2014-4171 [CrossRef].
Bao, Y., Ren, L., Zhang, L., Zhang, X. S., and Luo, Y. L., 2012, “Massive Sensor Data Management Framework in Cloud Manufacturing Based on Hadoop,” IEEE International Conference on Industrial Informatics (INDIN), Beijing, China, July 25–27, pp. 397–401 [CrossRef].
Ren, L., Zhang, L., Hou, B. C., Wu, Q., and Teng, D. X., 2014, “Intelligent User Interface in Cloud Manufacturing,” ASME Paper No. MSEC2014-4099 [CrossRef].
Ma, C. X., Ren, L., Teng, D. X., Wang, H. A., and Dai, G. Z., 2011, “Ubiquitous Human-Computer Interaction in Cloud Manufacturing,” Comput. Integr. Manuf. Syst., 17(3), pp. 504–510.
Wang, Y. Z., Ma, S. N., and Ren, L., 2014, “A Security Framework for Cloud Manufacturing,” ASME Paper No. MSEC2014-4082 [CrossRef].
Wu, L., He, M. G., and Han, Y. Y., 2014, “Hypergraph Clustering-Based Cloud Manufacturing Service Management Method,” 2014 IEEE 18th International Conference on Computer Supported Cooperative Work in Design (CSCWD), Hsinchu, Taiwan, May 21–23, pp. 220–225 [CrossRef].
Wei, C. M., Zhang, C. L., Song, T. X., and Huang, B. Q., 2013, “A Cloud Manufacturing Service Management Model and Its Implementation,” International Conference on Service Science (ICSS), Shenzhen, China, pp. 60–63.
Liu, Q., Gao, L., and Lou, P., 2011, “Resource Management Based on Multi-Agent Technology for Cloud Manufacturing,” International Conference on Electronics, Communications and Control (ICECC), Ningbo, China, Sep. 9–11, pp. 2821–2824 [CrossRef].
Tao, F., Zhang, L., Guo, H., Luo, Y. L., and Ren, L., 2011, “Typical Characteristics of Cloud Manufacturing and Several Key Issues of Cloud Service Composition,” Comput. Integr. Manuf. Syst., 17(3), pp. 477–486.
Hu, C. S., Xu, C. D., Cao, X. B., and Fu, J. C., 2012, “Study of Classification and Modeling of Virtual Resources in Cloud Manufacturing,” Appl. Mech. Mater., 121, pp. 2274–2280 [CrossRef].
Wang, W. X., and Liu, F., 2012, “The Research of Cloud Manufacturing Resource Discovery Mechanism,” 7th International Conference on Computer Science and Education (ICCSE), Melbourne, VIC, Australia, pp. 188–191 [CrossRef].
Luo, Y. L., Zhang, L., Zhang, K. P., and Tao, F., 2012, “Research on the Knowledge-Based Multi-Dimensional Information Model of Manufacturing Capability in CMfg,” Adv. Mater. Res., 472, pp. 2592–2595. [CrossRef]
Qu, X. L., Hao, Z. X., and Bai, L. F., 2011, “Research of Distributed Software Resource Sharing in Cloud Manufacturing System,” Int. J. Adv. Comput. Technol., 3(10), pp. 99–106.
Li, H. F., Zhang, L., and Jiang, R., 2014, “Study of Manufacturing Cloud Service Matching Algorithm Based on OWL-S,” 26th Chinese Control and Decision Conference (CCDC), Changsha, China, May 31–June 2, pp. 4155–4160 [CrossRef].
Tao, F., LaiLi, Y. J., Xu, L. D., and Zhang, L., 2013, “FC-PACO-RM: A Parallel Method for Service Composition Optimal-Selection in Cloud Manufacturing System,” IEEE Trans. Ind. Inf., 9(4), pp. 2023–2033. [CrossRef]
Huang, B. Q., Li, C. H., and Tao, F., 2014, “A Chaos Control Optimal Algorithm for QoS-Based Service Composition Selection in Cloud Manufacturing System,” Enterp. Inf. Syst., 8(4), pp. 445–463. [CrossRef]
Liu, W. N., Liu, B., and Sun, D. H., 2011, “A Conceptual Framework for Dynamic Manufacturing Resource Service Composition and Optimization in Service-Oriented Networked Manufacturing,” Proceedings of the International Conference on Cloud and Service Computing (CSC), Hong Kong, China, pp. 118–125.
Xiang, F., Hu, Y. F., Yu, Y. R., and Wu, H. C., 2014, “QoS and Energy Consumption Aware Service Composition and Optimal-Selection Based on Pareto Group Leader Algorithm in Cloud Manufacturing System,” Cent. Eur. J. Oper. Res., 22(4), pp. 653–685 [CrossRef].
Li, Y. X., Yao, X. F., Zhang, J., and Li, B., 2013, “Cloud Manufacturing Service Composition Modeling and Formal Verification Based on Calculus for Orchestration of Web Service,” 25th Chinese Control and Decision Conference (CCDC), Guiyang, China, pp. 2806–2810.
Laili, Y. J., Tao, F., Zhang, L., and Sarker, B. R., 2012, “A Study of Optimal Allocation of Computing Resources in Cloud Manufacturing Systems,” Int. J. Adv. Manuf. Technol., 63(5–8), pp. 671–690. [CrossRef]
Zhang, L., Guo, H., Tao, F., Luo, Y. L., and Si, N., 2010, “Flexible Management of Resource Service Composition in Cloud Manufacturing,” IEEE International Conference on Industrial Engineering and Engineering Management (IEEM), Macao, China, Dec. 7–10, pp. 2278–2282 [CrossRef].
Guo, H., Tao, F., Zhang, L., Laili, Y. J., and Liu, D. K., 2012, “Research on Measurement Method of Resource Service Composition Flexibility in Service-Oriented Manufacturing System,” Int. J. Comput. Integr. Manuf., 25(2), pp. 113–135. [CrossRef]
Guo, H., Zhang, L., Tao, F., Ren, Z. Y., and Luo, Y. L., 2011, “Composable Correlation Mining of Cloud Service in Cloud Manufacturing,” IEEE International Conference on Industrial Engineering and Engineering Management (IEEM), Singapore, Dec. 6–9, pp. 1907–1911 [CrossRef].
Guo, H., Zhang, L., and Tao, F., 2011, “A Framework for Correlation Relationship Mining of Cloud Service in Cloud Manufacturing System,” Adv. Mater. Res., 314, pp. 2259–2262. [CrossRef]
Li, H. F., Jiang, R., and Ge, S. Y., 2014, “Researches on Manufacturing Cloud Service Composition and Optimization Approach Supporting for Service Statistic Correlation,” 26th Chinese Control and Decision Conference (CCDC), Changsha, China, May 31–June 2, pp. 4149–4154 [CrossRef].
Liu, I., and Jiang, H., 2012, “Research on Key Technologies for Design Services Collaboration in Cloud Manufacturing,” IEEE 16th International Conference on Computer Supported Cooperative Work in Design (CSCWD), Wuhan, China, May 23–25, pp. 824–829 [CrossRef].
Yang, X. Y., Shi, G. H., and Zhang, Z. W., 2014, “Collaboration of Large Equipment Complete Service Under Cloud Manufacturing Mode,” Int. J. Prod. Res., 52(2), pp. 326–336. [CrossRef]
Cheng, Y., Tao, F., Liu, Y. L., Zhao, D. M., Zhang, L., and Xu, L. D., 2013, “Energy-Aware Resource Service Scheduling Based on Utility Evaluation in Cloud Manufacturing System,” Proc. Inst. Mech. Eng., Part B, 227(12), pp. 1901–1915. [CrossRef]
Liu, W. N., Liu, B., Sun, D. H., Li, Y. M., and Ma, G., 2013, “Study on Multi-Task Oriented Services Composition and Optimisation With the “Multi-Composition for Each Task” Pattern in Cloud Manufacturing Systems,” Int. J. Comput. Integr. Manuf., 26(8), pp. 786–805. [CrossRef]
Schulte, S., Hoenisch, P., Hochreiner, C., Dustdar, S., Kluschy, M., and Schullerz, D., 2014, “Towards Process Support for Cloud Manufacturing,” 18th IEEE International Enterprise Distributed Object Computing Conference (EDOC), Ulm, Germany, Sep. 1–5, pp. 142–149 [CrossRef].
Cheng, Y., Zhang, Y., Lv, L., Liu, J. R., Tao, F., and Zhang, L., 2012, “Analysis of Cloud Service Transaction in Cloud Manufacturing,” IEEE International Conference on Industrial Informatics (INDIN), Beijing, China, July 25–27, pp. 320–325 [CrossRef].
Tao, F., Cheng, Y., Zhang, L., and Zhao, D. M., 2012, “Utility Modelling, Equilibrium, and Coordination of Resource Service Transaction in Service-Oriented Manufacturing System,” Proc. Inst. Mech. Eng., Part B, 226(6), pp. 1099–1117. [CrossRef]
Cheng, Y., Tao, F., Zhang, L., Zhang, X., Xi, G. H., and Zhao, D., 2010, “Study on the Utility Model and Utility Equilibrium of Resource Service Transaction in Cloud Manufacturing,” IEEE International Conference on Industrial Engineering and Engineering Management (IEEM), Macao, China, Dec. 7–10, pp. 2298–2302 [CrossRef].
Cheng, Y., Zhao, D., Hu, A. R., Luo, Y. L., Tao, F., and Zhang, L., 2011, “Multi-View Models for Cost Constitution of Cloud Service in Cloud Manufacturing System,” Advances in Computer Science and Education Applications, CSE, Qingdao, China, Vol. 202, pp. 225–233. [CrossRef]
Li, C. S., Wang, S. L., Kang, L., Guo, L., and Cao, Y., 2014, “Trust Evaluation Model of Cloud Manufacturing Service Platform,” Int. J. Adv. Manuf. Technol., 75(1–4), pp. 489–501. [CrossRef]
Yin, C., Huang, B. Q., Liu, F., Wen, L. J., Wang, Z. K., Li, X. D., Yang, S. P., Ye, D., and Liu, X. H., 2011, “Common Key Technology System of Cloud Manufacturing Service Platform for Small and Medium Enterprises,” Comput. Integr. Manuf. Syst., 17(3), pp. 495–503.
Zhan, D. C., Zhao, X. B., Wang, S. Q., Cheng, Z., Zhou, X. Q., Nie, L. S., and Xu, X. F., 2011, “Cloud Manufacturing Service Platform for Group Enterprises Oriented to Manufacturing and Management,” Comput. Integr. Manuf. Syst., 17(3), pp. 487–494.
Zhou, J., and Wang, M., 2014, “Cloud Manufacturing Service Paradigm for Group Manufacturing Companies,” Adv. Mech. Eng., 6, p. 740725. [CrossRef]
Tao, F., Cheng, Y., Xu, L. D., Zhang, L., and Li, B. H., 2014, “CCIoT-CMfg: Cloud Computing and Internet of Things Based Cloud Manufacturing Service System,” IEEE Trans. Ind. Inf., 10(2), pp. 1435–1442. [CrossRef]
Wu, X. X., Shi, S. Y., Hou, J. J., and Yang, H. C., 2012, “Aerospace Cloud Manufacturing Service Application Mode,” Comput. Integr. Manuf. Syst., 18(7), pp. 1595–1603.
Yin, S., Yin, C., Liu, F., and Li, X. B., 2011, “Outsourcing Resources Integration Service Mode and Semantic Description in Cloud Manufacturing Environment,” Comput. Integr. Manuf. Syst., 17(3), pp. 525–532.
Shang, X. Q., Liu, X. W., Xiong, G., Cheng, C. J., Ma, Y. H., and Nyberg, T. R., 2013, “Social Manufacturing Cloud Service Platform for the Mass Customization in Apparel Industry,” IEEE International Conference on Service Operations and Logistics, and Informatics (SOLI), Dongguan, China, June 28–30, pp. 220–224 [CrossRef].
Wang, L. H., 2013, “Machine Availability Monitoring and Machining Process Planning Towards Cloud Manufacturing,” CIRP J. Manuf. Sci. Technol., 6(4), pp. 263–273. [CrossRef]
Sarraj, R., Ballot, E., Pan, S., and Montreuil, B., 2014, “Analogies Between Internet Network and Logistics Service Networks: Challenges Involved in the Interconnection,” J. Intell. Manuf., 25(6), pp. 1207–1219. [CrossRef]
Rauschecker, U., and Stohr, M., 2012, “Using Manufacturing Service Descriptions for Flexible Integration of Production Facilities to Manufacturing Clouds,” 18th International Conference on Engineering, Technology and Innovation (ICE), Munich, Germany, June 18–20, pp. 1–10 [CrossRef].
Yin, S., Yin, C., Liu, F., and Li, X. B., 2011, “Outsourcing Resources Integration Service Mode and Semantic Description in Cloud Manufacturing Environment,” Comput. Integr. Manuf. Syst., 17(3), pp. 525–532.
Zhan, D. C., Cheng, Z., Zhao, X. B., Nie, L. S., and Xu, X. F., 2012, “Manufacturing Service and Its Maturity Model,” Comput. Integr. Manuf. Syst., 18(7), pp. 1584–1594.
Tao, F., Hu, Y. F., Zhao, D. M., and Zhou, Z. D., 2009, “Study on Resource Service Match and Search in Manufacturing Grid System,” Int. J. Adv. Manuf. Technol., 43(3–4), pp. 379–399. [CrossRef]
Wang, T. R., Guo, S. S., and Lee, C. G., 2014, “Manufacturing Task Semantic Modeling and Description in Cloud Manufacturing System,” Int. J. Adv. Manuf. Technol., 71(9–12), pp. 2017–2031. [CrossRef]
Yin, C., Xia, Q., and Li, Z. W., 2012, “Semantic Matching Technique of CMfg Service Based on OWL-S,” Comput. Integr. Manuf. Syst., 18(7), pp. 1494–1502.
Li, H. F., Dong, X., and Song, C. G., 2012, “Intelligent Searching and Matching Approach for Cloud Manufacturing Service,” Comput. Integr. Manuf. Syst., 18(7), pp. 1485–1493.
Tao, F., Hu, Y. F., and Zhou, Z. D., 2009, “Application and Modeling of Resource Service Trust-QoS Evaluation in Manufacturing Grid System,” Int. J. Prod. Res., 47(6), pp. 1521–1550. [CrossRef]
Xie, X. L., Liu, L., and Cao, Y. Z., 2011, “Trust Model Based on Feedback Evaluation in Cloud Manufacturing Environment,” Adv. Mater. Res., 308, pp. 1740–1745. [CrossRef]
Li, C. Q., Yang, P., Shang, Y. L., Hu, C. Y., and Zhu, P. F., 2012, “Research on Cloud Manufacturing Resource Scheduling and Performance Analysis,” Adv. Sci. Lett., 12(1), pp. 240–243. [CrossRef]
Wang, L., 2008, “Wise-ShopFloor: An Integrated Approach for Web-Based Collaborative Manufacturing,” IEEE Trans. Syst. Man Cybern. Part C: Appl. Rev., 38(4), pp. 562–573. [CrossRef]
Cheng, Z., Zhan, D. C., Zhao, X. B., and Wan, H., 2014, “Multitask Oriented Virtual Resource Integration and Optimal Scheduling in Cloud Manufacturing,” J. Appl. Math., 2014, p. 369350 [CrossRef].
Lartigau, J., Nie, L. S., Xu, X. F., Zhan, D. C., and Mou, T., 2012, “Scheduling Methodology for Production Services in Cloud Manufacturing,” International Joint Conference on Service Sciences (IJCSS), Service Innovation in Emerging Economy: Cross-Disciplinary and Cross-Cultural Perspective (IJCSS), Shanghai, China, May 24–26, pp. 34–39 [CrossRef].
Tao, F., Hu, Y. F., Zhao, D. M., and Zhou, Z. D., 2010, “Study of Failure Detection and Recovery in Manufacturing Grid Resource Service Scheduling,” Int. J. Prod. Res., 48(1), pp. 69–94. [CrossRef]
Wang, L., Orban, P., Cunningham, A., and Lang, S., 2004, “Remote Real-Time CNC Machining for Web-Based Manufacturing,” Rob. Comput.-Integr. Manuf., 20(6), pp. 563–571. [CrossRef]
Wang, L., Shen, W., and Lang, S., 2004, “Wise-ShopFloor: A Web-Based and Sensor-Driven e-Shop Floor,” ASME J. Comput. Inf. Sci. Eng., 4(1), pp. 56–60. [CrossRef]
Li, J. R., Tao, F., Cheng, Y., and Zhao, L., 2015, “Big Data in Product Lifecycle Management,” Int. J. Adv. Manuf. Technol. (in press). [CrossRef]
Pedersen, T. B., Pedersen, D., and Riis, K., 2013, “On-Demand Multidimensional Data Integration: Toward a Semantic Foundation for Cloud Intelligence,” J. Supercomput., 65, pp. 217–257. [CrossRef]
Cheng, Y., Zhao, D., Tao, F., Zhang, L., and Liu, Y., 2015, “Complex Networks Based Manufacturing Service and Task Management in Cloud Environment,” IEEE Conference on Industrial Electronics and Applications (ICIEA), June 15–17, Auckland, New Zealand.
Cachon, G., and Netessine, S., 2004, “Game Theory in Supply Chain Analysis,” Handbook of Quantitative Supply Chain Analysis, Springer, US, pp. 13–65 [CrossRef].
Cheng, Y., Tao, F., Zhang, L., and Zhao, D., 2015, “Dynamic Supply-Demand Matching of Manufacturing Resource Services in Service-Oriented Manufacturing Systems: A Hypernetwork-Based Solution Framework,” ASME International Manufacturing Science and Engineering Conference (MSEC2015), Charlotte, NC, June 8–12.
Tao, F., Chen, L., Liao, T., and Laili, Y., 2015, “BGM-BLA: A New Algorithm for Dynamic Migration of Virtual Machines in Cloud Computing,” IEEE Trans. Serv. Comput. (in press) [CrossRef].
Tao, F., Cheng, Y., Zhang, L., and Nee, A., 2014, “Advanced Manufacturing Systems: Socialization Characteristics and Trends,” J. Intell. Manuf. [CrossRef]
Tibaut, A., Rebolj, D., and Perc, M. N., 2014, “Interoperability Requirements for Automated Manufacturing Systems in Construction,” J. Intell. Manuf. [CrossRef]
Ricardo, J., Keith, P., and Antonio, G., 2012, “Sustainable Interoperability: The Future of Internet Based Industrial Enterprises,” Comput. Ind., 63(8), pp. 731–738. [CrossRef]
Tao, F., Zuo, Y., Xu, L., Lv, L., and Zhang, L., 2014, “Internet of Things and BOM Based Life Cycle Assessment of Energy-Saving and Emission-Reduction of Product,” IEEE Trans. Ind. Inf., 10(2), pp. 1252–1264 [CrossRef].
He, Y., Liu, B., Zhang, X., Gao, H., and Liu, X., 2012, “A Modeling Method of Task-Oriented Energy Consumption for Machining Manufacturing System,” J. Cleaner Prod., 23(1), pp. 167–174. [CrossRef]
Lu, Y., Xu, X., and Xu, J., 2014, “Development of a Hybrid Manufacturing Cloud,” J. Manuf. Syst., 33(4), pp. 551–566. [CrossRef]

Figures

Grahic Jump Location
Fig. 2

Existing researches and future works on MSM

Grahic Jump Location
Fig. 1

Workflow of MSM in CMfg from the service lifecycle

Tables

Errata

Discussions

Some tools below are only available to our subscribers or users with an online account.

Related Content

Customize your page view by dragging and repositioning the boxes below.

Related Journal Articles
Related eBook Content
Topic Collections

Sorry! You do not have access to this content. For assistance or to subscribe, please contact us:

  • TELEPHONE: 1-800-843-2763 (Toll-free in the USA)
  • EMAIL: asmedigitalcollection@asme.org
Sign In