Scheduling in cloud manufacturing: state-of-the-art and research challenges

References

• Adamson, G. , L. Wang , M. Holm , and P. Moore . 2015. “Adaptive Robot Control as a Service in Cloud Manufacturing.” Paper Presented at the ASME 2015 International Manufacturing Science and Engineering Conference, Charlotte, NC, June 8–12.
   Google Scholar
• Adamson, G. , L. Wang , M. Holm , and P. Moore . 2017. “Cloud Manufacturing – A Critical Review of Recent Development and Future Trends.” International Journal of Computer Integrated Manufacturing 30 (4–5): 347–380.
   Web of Science ®Google Scholar
• Akbaripour, H. , M. Houshmand , and O. F. Valilai . 2015. “Cloud-based Global Supply Chain: A Conceptual Model and Multilayer Architecture.” Journal of Manufacturing Science and Engineering 137 (4): 040913.10.1115/1.4030887
   Web of Science ®Google Scholar
• Akbaripour, H. , M. Houshmand , T. van Woensel , and N. Mutlu . 2017. “Cloud Manufacturing Service Selection Optimization and Scheduling with Transportation Considerations: Mixed-integer Programming Models.” International Journal of Advanced Manufacturing Technology 95 (1–4): 43–70. doi:10.1007/s00170-017-1167-3.
   Web of Science ®Google Scholar
• Allahverdi, A. 2015. “The Third Comprehensive Survey on Scheduling Problems with Setup times/Costs.” European Journal of Operational Research 246 (2): 345–378.10.1016/j.ejor.2015.04.004
   Web of Science ®Google Scholar
• Blackstone, J. H. , D. T. Phillips , and G. L. Hogg . 1982. “A State-of-the-Art Survey of Dispatching Rules for Manufacturing Job Shop Operations.” The International Journal of Production Research 20 (1): 27–45.10.1080/00207548208947745
   Web of Science ®Google Scholar
• Blazewicz, J. , M. Dror , and J. Weglarz . 1991. “Mathematical Programming Formulations for Machine Scheduling: A Survey.” European Journal of Operational Research 51 (3): 283–300.10.1016/0377-2217(91)90304-E
   Web of Science ®Google Scholar
• Bowersox, D. J. , D. J. Closs , and M. B. Cooper . 2002. Supply Chain Logistics Management . Vol. 2. New York : McGraw-Hill.
   Google Scholar
• Brucker, P. , B. Jurisch , and B. Sievers . 1994. “A Branch and Bound Algorithm for the Job-shop Scheduling Problem.” Discrete Applied Mathematics 49 (1–3): 107–127.10.1016/0166-218X(94)90204-6
   Web of Science ®Google Scholar
• Buyya, R. , C. S. Yeo , S. Venugopal , J. Broberg , and I. Brandic . 2009. “Cloud Computing and Emerging IT Platforms: Vision, Hype, and Reality for Delivering Computing as the 5th Utility.” Future Generation Computer Systems 25 (6): 599–616.10.1016/j.future.2008.12.001
   Web of Science ®Google Scholar
• Cachon, G. P. , and M. Fisher . 2000. “Supply Chain Inventory Management and the Value of Shared Information.” Management Science 46 (8): 1032–1048.10.1287/mnsc.46.8.1032.12029
   Web of Science ®Google Scholar
• Caggiano, A. , T. Segreto , and R. Teti . 2016. “Cloud Manufacturing Framework for Smart Monitoring of Machining.” Procedia CIRP 55: 248–253.10.1016/j.procir.2016.08.049
   Google Scholar
• Çaliş, B. , and S. Bulkan . 2015. “A Research Survey: Review of AI Solution Strategies of Job Shop Scheduling Problem.” Journal of Intelligent Manufacturing 26 (5): 961–973.
   Web of Science ®Google Scholar
• Cao, Y. , S. Wang , L. Kang , and Y. Gao . 2016. “A TQCS-based Service Selection and Scheduling Strategy in Cloud Manufacturing.” International Journal of Advanced Manufacturing Technology 82 (1–4): 235–251.10.1007/s00170-015-7350-5
   Web of Science ®Google Scholar
• Chaudhry, I. A. , and A. A. Khan . 2016. “A Research Survey: Review of Flexible Job Shop Scheduling Techniques.” International Transactions in Operational Research 23 (3): 551–591.10.1111/itor.2016.23.issue-3
   Web of Science ®Google Scholar
• Chen, F. , R. Dou , M. Li , and H. Wu . 2016. “A Flexible QoS-aware Web Service Composition Method by Multi-objective Optimization in Cloud Manufacturing.” Computers and Industrial Engineering 99: 423–431.10.1016/j.cie.2015.12.018
   Web of Science ®Google Scholar
• Cheng, Y. , F. Tao , Y. Liu , D. Zhao , L. Zhang , and L. Xu . 2013. “Energy-aware Resource Service Scheduling Based on Utility Evaluation in Cloud Manufacturing System.” Proceedings of the Institution of Mechanical Engineers, Part B: Journal of Engineering Manufacture 227 (12): 1901–1915.10.1177/0954405413492966
   Web of Science ®Google Scholar
• Cheng, Y. , F. Tao , L. Zhang , X. Zhang , G. H. Xi , and D. Zhao . 2010. “Study on the Utility Model and Utility Equilibrium of Resource Service Transaction in Cloud Manufacturing.” Paper Presented at the IEEE International Conference on Industrial Engineering and Engineering Management, Macao, China, December 7–10.
   Google Scholar
• Cheng, Y. , F. Tao , D. Zhao , and L. Zhang . 2017. “Modeling of Manufacturing Service Supply–Demand Matching Hypernetwork in Service-oriented Manufacturing Systems.” Robotics and Computer-Integrated Manufacturing 45: 59–72.10.1016/j.rcim.2016.05.007
   Web of Science ®Google Scholar
• Cheng, Z. , D. Zhan , X. Zhao , and H. Wan . 2014. “Multitask Oriented Virtual Resource Integration and Optimal Scheduling in Cloud Manufacturing.” Journal of Applied Mathematics 2014 (2014): 1–9.  Article ID 369350. doi:10.1155/2014/369350.
   Web of Science ®Google Scholar
• Cooper, M. C. , D. M. Lambert , and J. D. Pagh . 1997. “Supply Chain Management: More than a New Name for Logistics.” The International Journal of Logistics Management 8 (1): 1–14.10.1108/09574099710805556
   Google Scholar
• Cui, J. , L. Ren , and L. Zhang . 2016. “Cloud Manufacturing Service Selection Model Based on Adaptive Variable Evaluation Metrics.” Communications in Computer and Information Science 645: 13–19.10.1007/978-981-10-2669-0
   Google Scholar
• Feng, Y. , and B. Huang . 2017. “A Hierarchical and Configurable Reputation Evaluation Model for Cloud Manufacturing Services Based on Collaborative Filtering.” International Journal of Advanced Manufacturing Technology 94 (9–12): 3327–3343. doi:10.1007/s00170-017-0662-x.
   Web of Science ®Google Scholar
• Guo, L. , S. Wang , L. Kang , and Y. Cao . 2015. “Agent-based Manufacturing Service Discovery Method for Cloud Manufacturing.” International Journal of Advanced Manufacturing Technology 81 (9–12): 2167–2181.10.1007/s00170-015-7221-0
   Web of Science ®Google Scholar
• Hu, C. , C. Xu , X. Cao , and J. Fu . 2012. “Study of Classification and Modeling of Virtual Resources in Cloud Manufacturing.” Applied Mechanics and Materials 121–126: 2274–2280.
   Google Scholar
• Huang, S. Q. , X. J. Gu , J. X. Chen , S. L. Fang , Q. H. Yang , and H. M. Zhou . 2013. “On-demand Supply Mode of Manufacturing Cloud Service and Its Key Technologies.” [In Chinese] Computer Integrated Manufacturing Systems 19 (9): 2315–2324.
   Google Scholar
• Huang, B. , C. Li , and F. Tao . 2014. “A Chaos Control Optimal Algorithm for QoS-based Service Composition Selection in Cloud Manufacturing System.” Enterprise Information Systems 8 (4): 445–463.10.1080/17517575.2013.792396
   Web of Science ®Google Scholar
• Jassbi, J. , G. Di Orio , D. Barata , and J. Barata . 2014. “The Impact of Cloud Manufacturing on Supply Chain Agility.” Paper Presented at the 12th IEEE International Conference on Industrial Informatics, Porto Alegre, Brazil, July 27–30.
   Google Scholar
• Jian, C. F. , and Y. Wang . 2014. “Batch Task Scheduling-oriented Optimization Modelling and Simulation in Cloud Manufacturing.” International Journal of Simulation Modelling 13 (1): 93–101.10.2507/IJSIMM
   Web of Science ®Google Scholar
• Jiang, H. , J. Yi , S. Chen , and X. Zhu . 2016. “A Multi-objective Algorithm for Task Scheduling and Resource Allocation in Cloud-Based Disassembly.” Journal of Manufacturing Systems 41: 239–255.10.1016/j.jmsy.2016.09.008
   Web of Science ®Google Scholar
• Jin, H. , X. Yao , and Y. Chen . 2015. “Correlation-aware QoS Modeling and Manufacturing Cloud Service Composition.” Journal of Intelligent Manufacturing 28 (8): 1947–1960. doi:10.1007/s10845-015-1080-2.
   Web of Science ®Google Scholar
• Jing, S. , H. Jiang , W. Xu , and J. Zhou . 2014. “Cloud Manufacturing Service Composition Considering Execution Reliability.” [ In Chinese.] Journal of Computer-Aided Design and Computer Graphics 26 (3): 392–400.
   Google Scholar
• Johnson, S. M. 1954. “Optimal Two-and Three-stage Production Schedules with Setup times Included.” Naval Research Logistics (NRL) 1 (1): 61–68.10.1002/(ISSN)1931-9193
   Google Scholar
• Kalra, M. , and S. Singh . 2015. “A Review of Metaheuristic Scheduling Techniques in Cloud Computing.” Egyptian Informatics Journal 16 (3): 275–295.10.1016/j.eij.2015.07.001
   Web of Science ®Google Scholar
• Kang, L. , G. S. Chen , S. L. Wang , Q. Li , L. Guo , and W. Y. Song . 2013. “Ontology Based Process Resource Discovery for Cloud Manufacturing.” [ In Chinese.] Computer Integrated Manufacturing Systems, CIMS 19 (9): 2325–2331.
   Google Scholar
• Kumar, A. , R. Shankar , A. Choudhary , and L. S. Thakur . 2016. “A Big Data MapReduce Framework for Fault Diagnosis in Cloud-based Manufacturing.” International Journal of Production Research 54 (23): 7060–7073.10.1080/00207543.2016.1153166
   Web of Science ®Google Scholar
• Laili, Y. , L. Zhang , and F. Tao . 2011. “Energy Adaptive Immune Genetic Algorithm for Collaborative Design Task Scheduling in Cloud Manufacturing System.” Paper Presented at the IEEE International Conference on Industrial Engineering and Engineering Management, Singapore, Singapore December 6–9.
   Google Scholar
• Laili, Y. , L. Zhang , F. Tao , and P. Ma . 2016. “Rotated Neighbor Learning-based Auto-configured Evolutionary Algorithm.” Science China Information Sciences 59: 052101.10.1007/s11432-015-5372-0
   Web of Science ®Google Scholar
• Lartigau, J. , L. Nie , X. Xu , D. Zhan , and T. Mou . 2012. “Scheduling Methodology for Production Services in Cloud Manufacturing.” Paper Presented at the 2012 International Joint Conference on Service Sciences, Service Innovation in Emerging Economy: Cross-Disciplinary and Cross-Cultural Perspective, Shanghai, China, May 24–26.
   Google Scholar
• Lartigau, J. , X. Xu , L. Nie , and D. Zhan . 2015. “Cloud Manufacturing Service Composition Based on QoS with Geo-perspective Transportation Using an Improved Artificial Bee Colony Optimisation Algorithm.” International Journal of Production Research 53 (14): 4380–4404.10.1080/00207543.2015.1005765
   Web of Science ®Google Scholar
• Lartigau, J. , X. Xu , and D. Zhan . 2015. “Artificial Bee Colony Optimized Scheduling Framework Based on Resource Service Availability in Cloud Manufacturing.” Paper Presented at the International Conference on Service Science, Wuxi, China, May 22–23.
   Google Scholar
• Lee, C. Y. , and Z. L. Chen . 2001. “Machine Scheduling with Transportation Considerations.” Journal of Scheduling 4 (1): 3–24.10.1002/(ISSN)1099-1425
   Web of Science ®Google Scholar
• Lee, J. , E. Lapira , B. Bagheri , and H. A. Kao . 2013. “Recent Advances and Trends in Predictive Manufacturing Systems in Big Data Environment.” Manufacturing Letters 1 (1): 38–41.10.1016/j.mfglet.2013.09.005
   Google Scholar
• Li, H. B. 2013. “Approach to Multi-granularity Resource Composition Based on Workflow in Cloud Manufacturing.” [In Chinese.] Computer Integrated Manufacturing Systems 19 (1): 210–216.
   Google Scholar
• Li, H. F. , X. Dong , and C. G. Song . 2012. “Intelligent Searching and Matching Approach for Cloud Manufacturing Service.” [In Chinese.] Computer Integrated Manufacturing Systems 18 (7): 1485–1493.
   Google Scholar
• Li, H. F. , R. Jiang , and S. Y. Ge . 2014. “Researches on Manufacturing Cloud Service Composition & Optimization Approach Supporting for Service Statistic Correlation.” Paper Presented at the 26th Chinese Control and Decision Conference, Changsha, China, May 31–June 2.
   Google Scholar
• Li, X. , J. Song , and B. Huang . 2016. “A Scientific Workflow Management System Architecture and Its Scheduling Based on Cloud Service Platform for Manufacturing Big Data Analytics.” International Journal of Advanced Manufacturing Technology 84 (1–4): 119–31.10.1007/s00170-015-7804-9
   Web of Science ®Google Scholar
• Li, J. S. , A. M. Wang , C. T. Tang , and Z. B. Lu . 2012. “Distributed Coordination Scheduling Technology Based on Dynamic Manufacturing Ability Service.” [In Chinese.] Computer Integrated Manufacturing Systems 18 (7): 1563–1574.
   Google Scholar
• Li, C. , P. Yang , Y. Shang , C. Hu , and P. Zhu . 2012. “Research on Cloud Manufacturing Resource Scheduling and Performance Analysis.” Advanced Science Letters 12: 240–243.10.1166/asl.2012.2780
   Google Scholar
• Li, B. H. , L. Zhang , S. L. Wang , F. Tao , J. W. Cao , X. D. Jiang , X. Song , and X. D. Chai . 2010. “Cloud Manufacturing: A New Service-Oriented Networked Manufacturing Model.” [In Chinese.] Computer Integrated Manufacturing Systems 16 (1): 1–7.
   Google Scholar
• Li, Z. , W. Zhang , Z. Wang , and Z. Wang . 2015. “Service Monitoring of Production and Processing in Cloud Manufacturing.” [ In Chinese.] Computer Integrated Manufacturing Systems 21 (7): 1953–1962.
   Google Scholar
• Li, K. , H. J. Zhang , B. Y. Cheng , and P. M. Pardalos . 2016. “Uniform Parallel Machine Scheduling Problems with Fixed Machine Cost.” Optimization Letters 12 (1): 73–86. doi:10.1007/s11590-016-1096-3.
   Web of Science ®Google Scholar
• Li, F. , L. Zhang , Y. Liu , Y. Laili , and F. Tao . 2017. “A Clustering Network-based Approach to Service Composition in Cloud Manufacturing.” International Journal of Computer Integrated Manufacturing . doi:10.1080/0951192X.2017.1314015.
   Web of Science ®Google Scholar
• Li, H. F. , L. Zhao , B. H. Zhang , and J. Q. Li . 2016. “Service Matching and Composition Considering Correlations among Cloud Services.” Paper Presented at the 2015 IEEE International Conference on Systems, Man, and Cybernetics, Kowloon, China, October 9–12
   Google Scholar
• Li, W. , C. Zhu , L. T. Yang , L. Shu , E. C. H. Ngai , and Y. Ma . 2017. “Subtask Scheduling for Distributed Robots in Cloud Manufacturing.” IEEE Systems Journal 11 (2): 941–950.10.1109/JSYST.2015.2438054
   Web of Science ®Google Scholar
• Lin, Y. K. , and C. S. Chong . 2017. “Fast GA-based Project Scheduling for Computing Resources Allocation in a Cloud Manufacturing System.” Journal of Intelligent Manufacturing 28 (5): 1189–1201.10.1007/s10845-015-1074-0
   Web of Science ®Google Scholar
• Lin, Wei-Yu , Guan-Yu Lin , and Hung-Yu Wei . 2010. “Dynamic Auction Mechanism for Cloud Resource Allocation.” Paper Presented at the 2010 10th IEEE/ACM International Conference on Cluster, Cloud and Grid Computing, Melbourne, VIC, Australia, May 17–20.
   Google Scholar
• Liu, Y. , and X. Xu . 2017. “Industry 4.0 and Cloud Manufacturing: A Comparative Analysis.” Journal of Manufacturing Science and Engineering, Transactions of the ASME 139 (3): 034701.
   Web of Science ®Google Scholar
• Liu, B. , and Z. Zhang . 2017. “QoS-aware Service Composition for Cloud Manufacturing Based on the Optimal Construction of Synergistic Elementary Service Groups.” International Journal of Advanced Manufacturing Technology 88 (9–12): 2757–2771.10.1007/s00170-016-8992-7
   Web of Science ®Google Scholar
• Liu, N. , X. Li , and W. Shen . 2014. “Multi-granularity Resource Virtualization and Sharing Strategies in Cloud Manufacturing.” Journal of Network and Computer Applications 46: 72–82.10.1016/j.jnca.2014.08.007
   Web of Science ®Google Scholar
• Liu, W. N. , B. Liu , and D. H. Sun . 2013. “Multi-task Oriented Service Composition in Cloud Manufacturing.” [ In Chinese.] Computer Integrated Manufacturing Systems 19 (1): 199–209.
   Google Scholar
• Liu, W. , B. Liu , D. Sun , Y. Li , and G. Ma . 2013. “Study on Multi-task Oriented Services Composition and Optimisation with the ‘Multi-composition for Each Task’ Pattern in Cloud Manufacturing Systems.” International Journal of Computer Integrated Manufacturing 26 (8): 786–805.10.1080/0951192X.2013.766939
   Web of Science ®Google Scholar
• Liu, W. , G. Ma , and B. Liu . 2013. “Study on Hierarchical Service Composition in Cloud Manufacturing.” [ In Chinese.] China Mechanical Engineering 24 (10): 1349–1356.
   Google Scholar
• Liu, M., Q. Wang, and L. Ling. 2017. “Cloud Manufacturing Task Decomposition Method Based on HTN.” [ In Chinese.] China Mechanical Engineering 28 (8): 924–930.
   Google Scholar
• Liu, Y. , X. Xu , A. Srinivasan , and L. Zhang . 2017. “Enterprises in Cloud Manufacturing: A Preliminary Exploration.” Paper Presented at the ASME 2017 12th International Manufacturing Science and Engineering Conference, Los Angeles, CA, June 4–8.
   Google Scholar
• Liu, Y. , X. Xu , L. Zhang , and F. Tao . 2016. “An Extensible Model for Multitask-oriented Service Composition and Scheduling in Cloud Manufacturing.” Journal of Computing and Information Science in Engineering 16 (4): 041009.10.1115/1.4034186
   Web of Science ®Google Scholar
• Liu, Y. , X. Xu , L. Zhang , L. Wang , and R. Y. Zhong . 2017. “Workload-based Multi-task Scheduling in Cloud Manufacturing.” Robotics and Computer-Integrated Manufacturing 45: 3–20.10.1016/j.rcim.2016.09.008
   Web of Science ®Google Scholar
• Lou, P. , Q. Liu , Z. Zhou , H. Wang , and S. X. Sun . 2012. “Multi-agent-based Proactive–Reactive Scheduling for a Job Shop.” The International Journal of Advanced Manufacturing Technology 59 (1): 311–324.10.1007/s00170-011-3482-4
   Web of Science ®Google Scholar
• Lu, J. , Q. Hu , Q. Dong , and H. Tang . 2017. “Cloud Manufacturing-oriented Mixed-model Hybrid Shop-scheduling Problem.” [ In Chinese.] China Mechanical Engineering 28 (2): 191–198, 205.
   Google Scholar
• Luo, Y. , L. Zhang , F. Tao , L. Ren , Y. Liu , and Z. Zhang . 2013. “A Modeling and Description Method of Multidimensional Information for Manufacturing Capability in Cloud Manufacturing System.” International Journal of Advanced Manufacturing Technology 69 (5–8): 961–975.10.1007/s00170-013-5076-9
   Web of Science ®Google Scholar
• Ma, J. , G. Luo , D. Lu , and Y. Guo . 2014. “Research on Manufacturing Resource Cloud Integration Meta Modeling and Cloud-agent Service Scheduling.” [ In Chinese.] China Mechanical Engineering 7: 917–923, 930.
   Google Scholar
• Masdari, M. , S. ValiKardan , Z. Shahi , and S. I. Azar . 2016. “Towards Workflow Scheduling in Cloud Computing: A Comprehensive Analysis.” Journal of Network and Computer Applications 66: 64–82.10.1016/j.jnca.2016.01.018
   Web of Science ®Google Scholar
• Mourtzis, D. , E. Vlachou , M. Doukas , N. Kanakis , N. Xanthopoulos , and A. Koutoupes . 2015. “Cloud-based Adaptive Shop-floor Scheduling Considering Machine Tool Availability.” Paper Presented at the ASME International Mechanical Engineering Congress and Exposition, Houston, TX , November 13–19.
   Google Scholar
• Mourtzis, D. , E. Vlachou , N. Milas , and G. Dimitrakopoulos . 2016. “Energy Consumption Estimation for Machining Processes Based on Real-time Shop Floor Monitoring via Wireless Sensor Networks.” Procedia CIRP 57: 637–642.10.1016/j.procir.2016.11.110
   Google Scholar
• Mourtzis, D. , E. Vlachou , N. Milas , and N. Xanthopoulos . 2016. “A Cloud-based Approach for Maintenance of Machine Tools and Equipment Based on Shop-floor Monitoring.” Procedia CIRP 41: 655–660.10.1016/j.procir.2015.12.069
   Google Scholar
• Nie, L. , L. Gao , P. Li , and X. Shao . 2013. “Reactive Scheduling in a Job Shop Where Jobs Arrive over Time.” Computers & Industrial Engineering 66 (2): 389–405.10.1016/j.cie.2013.05.023
   Web of Science ®Google Scholar
• Ouelhadj, D. , and S. Petrovic . 2009. “A Survey of Dynamic Scheduling in Manufacturing Systems.” Journal of Scheduling 12 (4): 417–431.10.1007/s10951-008-0090-8
   Web of Science ®Google Scholar
• Peng, W. , W. Guo , and H. Shao . 2017. “Price Formation Mechanism in Cloud Manufacturing System for Small and Medium Enterprises.” [ In Chinese.] Computer Integrated Manufacturing Systems 23 (3): 650–660.
   Google Scholar
• Pinedo, Michael L. 2016. Scheduling: Theory, Algorithms, and Systems . New York : Springer.10.1007/978-3-319-26580-3
   Google Scholar
• Qu, T. , S. Lei , Y. Chen , Z. Wang , H. Luo , and G. Q. Huang . 2014. “Internet-of-Things-Enabled Smart Production Logistics Execution System Based on Cloud Manufacturing.” Paper Presented at the ASME 2014 International Manufacturing Science and Engineering Conference, Detroit, MI , June 9–13.
   Google Scholar
• Qu, T. , S. P. Lei , Z. Z. Wang , D. X. Nie , X. Chen , and G. Q. Huang . 2016. “IoT-based Real-time Production Logistics Synchronization System under Smart Cloud Manufacturing.” International Journal of Advanced Manufacturing Technology 84 (1–4): 147–164.10.1007/s00170-015-7220-1
   Web of Science ®Google Scholar
• Rahman, M. , R. Hassan , R. Ranjan , and R. Buyya . 2013. “Adaptive Workflow Scheduling for Dynamic Grid and Cloud Computing Environment.” Concurrency and Computation: Practice and Experience 25 (13): 1816–1842.10.1002/cpe.v25.13
   Web of Science ®Google Scholar
• Ren, L. , L. Zhang , Y. B. Zhang , F. Tao , and Y. L. Luo . 2011. “Resource Virtualization in Cloud Manufacturing.” [ In Chinese.] Computer Integrated Manufacturing Systems 17 (3): 511–518.
   Google Scholar
• Sharma, P. , and A. Jain . 2016. “A Review on Job Shop Scheduling with Setup times.” Proceedings of the Institution of Mechanical Engineers, Part B: Journal of Engineering Manufacture 230 (3): 517–533.10.1177/0954405414560617
   Web of Science ®Google Scholar
• Shen, W. 2002. “Distributed Manufacturing Scheduling Using Intelligent Agents.” IEEE Intelligent Systems 17 (1): 88–94.10.1109/5254.988492
   Web of Science ®Google Scholar
• Singh, S., and I. Chana. 2016. “A Survey on Resource Scheduling in Cloud Computing: Issues and Challenges.” Journal of Grid Computing 14 (2): 217–264.
   Web of Science ®Google Scholar
• Stadtler, H.  2015. “Supply Chain Management: An Overview.” In Supply Chain Management and Advanced Planning ,  edited by H. Stadtler and C. Kilger, 3–28. Berlin Heidelberg: Springer.
   Google Scholar
• Su, K. , W. Xu , and J. Li . 2016. “Research on Mass Manufacturing Resource Sensory Data Management Based on Hadoop.” Key Engineering Materials 693: 1880–1885.
   Google Scholar
• Tai, D. Y. , F. Y. Xu , and W. Hu . 2012. “Cooperation Concept and Implementation of Cloud Manufacturing.” [ In Chinese.] Computer Integrated Manufacturing Systems 18 (7): 1575–1583.
   Google Scholar
• Tai, L. , R. Hu , H. Zhao , and C. Chen . 2013. “Multi-objective Dynamic Scheduling of Manufacturing Resource to Cloud Manufacturing Services.” [ In Chinese.] China Mechanical Engineering 24 (12): 1616–1622.
   Google Scholar
• Tanenbaum, A. S. , and A. S. Woodhull . 1987. Operating Systems: Design and Implementation . Vol. 2. Englewood Cliffs, NJ: Prentice-Hall.
   Google Scholar
• Tao, F. , J. Cheng , Y. Cheng , S. Gu , T. Zheng , and H. Yang . 2017. “SDMSim: A Manufacturing Service Supply–Demand Matching Simulator under Cloud Environment.” Robotics and Computer-Integrated Manufacturing 45: 34–46.10.1016/j.rcim.2016.07.001
   Web of Science ®Google Scholar
• Tao, F. , Y. Cheng , L. Zhang , and D. Zhao . 2012. “Utility Modelling, Equilibrium, and Coordination of Resource Service Transaction in Service-oriented Manufacturing System.” Proceedings of the Institution of Mechanical Engineers, Part B: Journal of Engineering Manufacture 226 (6): 1099–1117.10.1177/0954405412438011
   Web of Science ®Google Scholar
• Tao, F. , Y. Hu , D. Zhao , and Z. Zhou . 2009. “An Approach to Manufacturing Grid Resource Service Scheduling Based on Trust-QoS.” International Journal of Computer Integrated Manufacturing 22 (2): 100–111.10.1080/09511920802139875
   Web of Science ®Google Scholar
• Tao, F. , Y. Laili , L. Xu , and L. Zhang . 2013. “FC-PACO-RM: A Parallel Method for Service Composition Optimal-Selection in Cloud Manufacturing System.” IEEE Transactions on Industrial Informatics 9 (4): 2023–2033.10.1109/TII.2012.2232936
   Web of Science ®Google Scholar
• Tao, F. , L. Zhang , H. Guo , Y. L. Luo , and L. Ren . 2011. “Typical Characteristics of Cloud Manufacturing and Several Key Issues of Cloud Service Composition.” [In Chinese.] Computer Integrated Manufacturing Systems 17 (3): 477–486.
   Google Scholar
• Tao, F. , L. Zhang , Y. Liu , Y. Cheng , L. Wang , and X. Xu . 2015. “Manufacturing Service Management in Cloud Manufacturing: Overview and Future Research Directions.” Journal of Manufacturing Science and Engineering 137 (4): 040912.10.1115/1.4030510
   Web of Science ®Google Scholar
• Tsai, C. W. , and J. J. Rodrigues . 2014. “Metaheuristic Scheduling for Cloud: A Survey.” IEEE Systems Journal 8 (1): 279–291.10.1109/JSYST.2013.2256731
   Web of Science ®Google Scholar
• Tzafilkou, K. , N. Protogeros , and A. Koumpis . 2017. “User-centred Cloud Service Adaptation: An Adaptation Framework for Cloud Services to Enhance User Experience.” International Journal of Computer Integrated Manufacturing 30 (4–5): 472–482.
   Web of Science ®Google Scholar
• Vaessens, R. J. M. , E. H. Aarts , and J. K. Lenstra . 1996. “Job Shop Scheduling by Local Search.” INFORMS Journal on Computing 8 (3): 302–317.10.1287/ijoc.8.3.302
   Google Scholar
• Wang, H. 2005. “Flexible Flow Shop Scheduling: Optimum, Heuristics and Artificial Intelligence Solutions.” Expert Systems 22 (2): 78–85.10.1111/exsy.2005.22.issue-2
   Web of Science ®Google Scholar
• Wang, L. 2013. “Machine Availability Monitoring and Machining Process Planning Towards Cloud Manufacturing.” CIRP Journal of Manufacturing Science and Technology 6 (4): 263–273.10.1016/j.cirpj.2013.07.001
   Google Scholar
• Wang, X. V. , and X. W. Xu . 2013. “An Interoperable Solution for Cloud Manufacturing.” Robotics and Computer-Integrated Manufacturing 29 (4): 232–247.10.1016/j.rcim.2013.01.005
   Web of Science ®Google Scholar
• Wang, X. , and X. Xu . 2014. “Virtualise Manufacturing Capabilities in the Cloud: Requirements, Architecture and Implementation.” International Journal of Manufacturing Research 9 (4): 348–368.10.1504/IJMR.2014.066665
   Google Scholar
• Wang, L. , R. Gao , and I. Ragai . 2014. “An Integrated Cyber-physical System for Cloud Manufacturing.” Paper Presented at the ASME 2014 International Manufacturing Science and Engineering Conference, Detroit, MI , June 9–13.
   Google Scholar
• Wang, Z. , J. Zhang , and J. Si . 2014. “Application of Particle Swarm Optimization with Stochastic Inertia Weight Strategy to Resources Scheduling and Assignment Problem in Cloud Manufacturing Environment.” Paper Presented at the 33rd Chinese Control Conference, Nanjing, China, July 28–30.
   Google Scholar
• Wang, S. L. , Z. Q. Zhu , and L. Kang . 2016. “Resource Allocation Model in Cloud Manufacturing.” Proceedings of the Institution of Mechanical Engineers, Part C: Journal of Mechanical Engineering Science 230 (10): 1726–1741.
   Web of Science ®Google Scholar
• Wang, Z. , J. H. Zhang , and Y. Q. Qi . 2017. “Job Shop Scheduling Method with Idle Time in Cloud Manufacturing.” [ In Chinese.] Control and Decision 32 (5): 811–816.
   Google Scholar
• Wei, G. , A. V. Vasilakos , Y. Zheng , and N. Xiong . 2010. “A Game-theoretic Method of Fair Resource Allocation for Cloud Computing Services.” The Journal of Supercomputing 54 (2): 252–269.10.1007/s11227-009-0318-1
   Web of Science ®Google Scholar
• Werner, H. 2000. Supply Chain Management . Wiesbaden: Gabler.10.1007/978-3-322-84439-2
   Google Scholar
• Wu, D. , M. J. Greer , D. W. Rosen , and D. Schaefer . 2013. “Cloud Manufacturing: Strategic Vision and State-of-the-Art.” Journal of Manufacturing Systems 32 (4): 564–579.10.1016/j.jmsy.2013.04.008
   Web of Science ®Google Scholar
• Wu, S. Y. , P. Zhang , and F. Li . 2015. “Multi-task Scheduling Based on Particle Swarm Optimization in Cloud Manufacturing Systems.” [ In Chinese.] Journal of South China University of Technology (Natural Science) 43 (1): 105–110.
   Google Scholar
• Xiang, F. , Y. Hu , Y. Yu , and H. Wu . 2014. “QoS and Energy Consumption Aware Service Composition and Optimal-selection Based on Pareto Group Leader Algorithm in Cloud Manufacturing System.” Central European Journal of Operations Research 22 (4): 663–685.10.1007/s10100-013-0293-8
   Web of Science ®Google Scholar
• Xiang, F. , G. Z. Jiang , L. L. Xu , and N. X. Wang . 2016. “The Case-library Method for Service Composition and Optimal Selection of Big Manufacturing Data in Cloud Manufacturing System.” International Journal of Advanced Manufacturing Technology 84 (1–4): 59–70.10.1007/s00170-015-7813-8
   Web of Science ®Google Scholar
• Xiang, F. , L. Xu , and G. Jiang . 2016. “Green Manufacturing Service Composition in Cloud Manufacturing System: An Introduction.” Paper Presented at the 2016 IEEE 11th Conference on Industrial Electronics and Applications, Hefei, China, June 5–7.
   Google Scholar
• Xiao, Y. , B. Li , B. Hou , G. Shi , T. Lin , and C. Yang . 2016. “Planning and Scheduling Technology Review of Supply Chain Management in Smant Manufacturing Cloud.” [ In Chinese.] Computer Integrated Manufacturing Systems 22 (7): 1619–1635.
   Google Scholar
• Xiao, Y. Y. , B. H. Li , C. H. Zhuang , X. D. Chai , and T. Y. Lin . 2015. “Distributed Supply Chain Scheduling Oriented to Multi-Variety Customization.” [In Chinese.] Computer Integrated Manufacturing Systems 21 (3): 800–812.
   Google Scholar
• Xu, X. 2012. “From Cloud Computing to Cloud Manufacturing.” Robotics and Computer-Integrated Manufacturing 28 (1): 75–86.10.1016/j.rcim.2011.07.002
   Web of Science ®Google Scholar
• Xu, M. , L. Cui , H. Wang , and Y. Bi . 2009. “A Multiple QoS Constrained Scheduling Strategy of Multiple Workflows for Cloud Computing.” Paper Presented at the 2009 IEEE International Symposium on Parallel and Distributed Processing with Applications, Chengdu, China, August 10–12.
   Google Scholar
• Xu, B. , and Z. Sun . 2016. “A Fuzzy Operator Based Bat Algorithm for Cloud Service Composition.” International Journal of Wireless and Mobile Computing 11 (1): 42–46.10.1504/IJWMC.2016.079471
   Google Scholar
• Xu, W. , S. Tian , Q. Liu , Y. Xie , Z. Zhou , and D. T. Pham . 2016. “An Improved Discrete Bees Algorithm for Correlation-aware Service Aggregation Optimization in Cloud Manufacturing.” International Journal of Advanced Manufacturing Technology 84 (1–4): 17–28.10.1007/s00170-015-7738-2
   Web of Science ®Google Scholar
• Yadekar, Y. , E. Shehab , and J. Mehnen . 2016. “Taxonomy and Uncertainties of Cloud Manufacturing.” International Journal of Agile Systems and Management 9 (1): 48–66.10.1504/IJASM.2016.076577
   Google Scholar
• Yang, C. , S. Lan , W. Shen , G. Q. Huang , X. Wang , and T. Lin . 2017. “Towards Product Customization and Personalization in IoT-enabled Cloud Manufacturing.” Cluster Computing  20 (2): 1717–1730.
   Web of Science ®Google Scholar
• Yang, C. , W. Shen , T. Lin , and X. Wang . 2016. “IoT-enabled Dynamic Service Selection across Multiple Manufacturing Clouds.” Manufacturing Letters 7: 22–25.10.1016/j.mfglet.2015.12.001
   Google Scholar
• Yenisey, M. M. , and B. Yagmahan . 2014. “Multi-Objective Permutation Flow Shop Scheduling Problem: Literature Review, Classification and Current Trends.” Omega 45: 119–135.10.1016/j.omega.2013.07.004
   Web of Science ®Google Scholar
• Yi, S. , M. Tan , Z. Guo , P. Wen , and J. Zhou . 2015. “Manufacturing Task Decomposition Optimization in Cloud Manufacturing Service Platform.” [In Chinese.] Computer Integrated Manufacturing Systems 21 (8): 2201–2212.
   Google Scholar
• Yin, C. , P. Luo , X. Li , and L. Li . 2016. “Optimal Selection Method for Machine Tool Resource Based on Multi-agent.” [ In Chinese.] Computer Integrated Manufacturing Systems 22 (6): 1474–1484.
   Google Scholar
• Yu, C. , W. Zhang , X. Xu , Y. Ji , and S. Yu . 2015. “Data Mining Based Multi-level Aggregate Service Planning for Cloud Manufacturing.” Journal of Intelligent Manufacturing : 1–11. doi:10.1007/s10845-015-1184-8.
   Web of Science ®Google Scholar
• Yuan, M. , K. Deng , W. A. Chaovalitwongse , and S. Cheng . 2017. “Multi-objective Optimal Scheduling of Reconfigurable Assembly Line for Cloud Manufacturing.” Optimization Methods and Software 32 (3): 581–593.10.1080/10556788.2016.1230210
   Web of Science ®Google Scholar
• Yuan, M. , K. Deng , W. A. Chaovalitwongse , and H. Yu . 2016. “Research on Technologies and Application of Data Mining for Cloud Manufacturing Resource Services.” International Journal of Advanced Manufacturing Technology . doi:10.1007/s00170-016-9661-6.
   PubMed Web of Science ®Google Scholar
• Zhang, S. , and H. B. Li . 2015. “Resource Selection Method Based on Workflow in Cloud Manufacturing.” [ In Chinese.] Computer Integrated Manufacturing Systems 21 (3): 831–839.
   Google Scholar
• Zhang, S. , and T. N. Wong . 2017. “Flexible Job-shop Scheduling/Rescheduling in Dynamic Environment: A Hybrid MAS/ACO Approach.” International Journal of Production Research 55 (11): 3173–3196.10.1080/00207543.2016.1267414
   Web of Science ®Google Scholar
• Zhang, Q. , L. Cheng , and R. Boutaba . 2010. “Cloud Computing: State-of-the-Art and Research Challenges.” Journal of Internet Services and Applications 1 (1): 7–18.10.1007/s13174-010-0007-6
   Google Scholar
• Zhang, L. , Y. L. Luo , W. H. Fan , F. Tao , and L. Ren . 2011. “Analyses of Cloud Manufacturing and Related Advanced Manufacturing Models.” [ In Chinese.] Computer Integrated Manufacturing Systems 17 (3): 458–468.
   Google Scholar
• Zhang, L. , Y. Luo , F. Tao , B. H. Li , L. Ren , X. Zhang , H. Guo , Y. Cheng , A. Hu , and Y. Liu . 2014. “Cloud Manufacturing: A New Manufacturing Paradigm.” Enterprise Information Systems 8 (2): 167–187.10.1080/17517575.2012.683812
   Web of Science ®Google Scholar
• Zhang, L. , H. Ou , Y. Luo , and F. Tao . 2013. “Current Status of Research and Applications of Cloud Manufacturing.” [ In Chinese.] New Material Industry 8: 63–68.
   Google Scholar
• Zhang, Y. , J. Wang , S. Liu , and C. Qian . 2017. “Game Theory Based Real-time Shop Floor Scheduling Strategy and Method for Cloud Manufacturing.” International Journal of Intelligent Systems 32 (4): 437–463.10.1002/int.2017.32.issue-4
   Web of Science ®Google Scholar
• Zhang, Y. , D. Xi , R. Li , and S. Sun . 2016. “Task-driven Manufacturing Cloud Service Proactive Discovery and Optimal Configuration Method.” International Journal of Advanced Manufacturing Technology 84 (1–4): 29–45.10.1007/s00170-015-7731-9
   Web of Science ®Google Scholar
• Zhang, Y. , D. Xi , H. Yang , F. Tao , and Z. Wang . 2017. “Cloud Manufacturing Based Service Encapsulation and Optimal Configuration Method for Injection Molding Machine.” Journal of Intelligent Manufacturing . doi:10.1007/s10845-017-1322-6.
   Web of Science ®Google Scholar
• Zhao, J. , and X. Wang . 2016. “Two-Sided Matching Model of Cloud Service Based on QoS in Cloud Manufacturing Environment.” [ In Chinese.] Computer Integrated Manufacturing Systems 22 (1): 104–112.
   Google Scholar
• Zhao, C. , L. Zhang , L. Ren , and F. Tao . 2016. “Simulation Platform for Transaction Processes in Cloud Manufacturing.” [ In Chinese.] Computer Integrated Manufacturing Systems 22 (1): 25–32.
   Google Scholar
• Zheng, H. , Y. Feng , and J. Tan . 2016. “A Fuzzy QoS-aware Resource Service Selection Considering Design Preference in Cloud Manufacturing System.” International Journal of Advanced Manufacturing Technology 84 (1–4): 371–379.10.1007/s00170-016-8417-7
   Web of Science ®Google Scholar
• Zhong, R. Y. , S. Lan , C. Xu , Q. Dai , and G. Q. Huang . 2016. “Visualization of RFID-enabled Shopfloor Logistics Big Data in Cloud Manufacturing.” International Journal of Advanced Manufacturing Technology 84 (1–4): 5–16.10.1007/s00170-015-7702-1
   Web of Science ®Google Scholar
• Zhou, J. , and X. Yao . 2017a. “DE-CaABC: Differential Evolution Enhanced Context-aware Artificial Bee Colony Algorithm for Service Composition and Optimal Selection in Cloud Manufacturing.” International Journal of Advanced Manufacturing Technology 90 (1–4): 1085–1103.10.1007/s00170-016-9455-x
   Web of Science ®Google Scholar
• Zhou, J. , and X. Yao . 2017b. “A Hybrid Approach Combining Modified Artificial Bee Colony and Cuckoo Search Algorithms for Multi-objective Cloud Manufacturing Service Composition.” International Journal of Production Research 55 (16): 4765–4784. doi:10.1080/00207543.2017.1292064.
   Web of Science ®Google Scholar
• Zhou, J. , and X. Yao . 2017c. “A Hybrid Artificial Bee Colony Algorithm for Optimal Selection of QoS-based Cloud Manufacturing Service Composition.” International Journal of Advanced Manufacturing Technology 88 (9–12): 3371–3387.10.1007/s00170-016-9034-1
   Web of Science ®Google Scholar
• Zhou, J. , and X. Yao . 2017d. “Hybrid Teaching–Learning-based Optimization of Correlation-aware Service Composition in Cloud Manufacturing.” International Journal of Advanced Manufacturing Technology . doi:10.1007/s00170-017-0008-8.
   PubMed Web of Science ®Google Scholar
• Zhou, L. , and L. Zhang . 2016. “A Dynamic Task Scheduling Method Based on Simulation in Cloud Manufacturing.” Communications in Computer and Information Science 645: 20–24.
   Google Scholar
• Zhou, L. , L. Zhang , and Y. Liu . 2017. “Survey on Scheduling Problems in Cloud Manufacturing.” [ In Chinese.] Computer Integrated Manufacturing Systems 23 (6): 1147–1166.
   Google Scholar
• Zhou, L. , L. Zhang , B. R. Sarker , Y. Laili , and L. Ren . 2018. “An Event-triggered Dynamic Scheduling Method for Randomly Arriving Tasks in Cloud Manufacturing.” International Journal of Computer Integrated Manufacturing 31 (3): 318–333.
   Web of Science ®Google Scholar
• Zhou, L. , L. Zhang , C. Zhao , Y. Laili , and L. Xu . 2017. “Diverse Task Scheduling for Individualized Requirements in Cloud Manufacturing.” Enterprise Information Systems 12 (3): 300–318. doi:10.1080/17517575.2017.1364428.
   Web of Science ®Google Scholar
• Zhu, H. P. , Y. Xu , Q. Liu , and Y. Q. Rao . 2014. “Cloud Service Platform for Big Data of Manufacturing.” Applied Mechanics and Materials 456: 178–183.
   Google Scholar