A Parallel distributed genetic algorithm using Apache Spark for flexible scheduling of multitasks in a cloud manufacturing environment

References

• Carlucci, D., P. Renna, S. Materi, and G. Schiuma. 2020. “Intelligent Decision-Making Model Based on Minority Game for Resource Allocation in Cloud Manufacturing.” Management Decision 58 (11): 2305–2325. https://doi.org/10.1108/MD-09-2019-1303.
   Web of Science ®Google Scholar
• Chen, S., S. Fang, and R. Tang. 2019. “A Reinforcement Learning Based Approach for Multi-Projects Scheduling in Cloud Manufacturing.” International Journal of Production Research 57 (10): 3080–3098. https://doi.org/10.1080/00207543.2018.1535205.
   Web of Science ®Google Scholar
• Ding, J., Y. Wang, S. Zhang, W. Zhang, and Z. Xiong. 2019. “Robust and Stable Multi-Task Manufacturing Scheduling with Uncertainties Using a Two-Stage Extended Genetic Algorithm.” Enterprise Information Systems 13 (10): 1442–1470. https://doi.org/10.1080/17517575.2019.1656290.
   Web of Science ®Google Scholar
• Hussein, M., and A. E. Elgendy. 2018. “Developing a Genetic-Based Multi-Objective Algorithm to Optimise Job Shop Scheduling Problems.” International Journal of Collaborative Enterprise 6 (1): 1–19. https://doi.org/10.1504/IJCENT.2018.092074.
   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. https://doi.org/10.1016/j.jmsy.2016.09.008.
   Web of Science ®Google Scholar
• Jian, C., and Y. Wang. 2014. “Batch Task Scheduling-Oriented Optimization Modelling and Simulation in Cloud Manufacturing.” International Journal of Simulation Modelling 13 (1): 93–101. https://doi.org/10.2507/IJSIMM13(1)CO2.
   Web of Science ®Google Scholar
• Lijun, T., H. Rufu, Z. Han, and C. Caowei. 2013. “Multi-Objective Dynamic Scheduling of Manufacturing Resource to Cloud Manufacturing Services.” China Mechanical Engineering 24 (12): 1616–1622.
   Google Scholar
• Li, F., T. W. Liao, W. Cai, and L. Zhang. 2020. “Multitask Scheduling in Consideration of Fuzzy Uncertainty of Multiple Criteria in Service-Oriented Manufacturing.” IEEE Transactions on Fuzzy Systems 28 (11): 2759–2771. https://doi.org/10.1109/TFUZZ.2020.3006981.
   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. https://doi.org/10.1007/s10845-015-1074-0.
   Web of Science ®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. https://doi.org/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. https://doi.org/10.1016/j.rcim.2016.09.008.
   Web of Science ®Google Scholar
• Li, K., H.-J. Zhang, B.-Y. Cheng, and P. M. Pardalos. 2018. “Uniform Parallel Machine Scheduling Problems with Fixed Machine Cost.” Optimization Letters 12 (1): 73–86. https://doi.org/10.1007/s11590-016-1096-3.
   Web of Science ®Google Scholar
• Li, F., L. Zhang, T. Liao, and Y. Liu. 2019. “Multi-Objective Optimisation of Multi-Task Scheduling in Cloud Manufacturing.” International Journal of Production Research 57 (12): 3847–3863. https://doi.org/10.1080/00207543.2018.1538579.
   Web of Science ®Google Scholar
• Li, B.-H., L. Zhang, S.-L. Wang, F. Tao, J. Cao, X. Jiang, X. Song, and X. Chai. 2010. “Cloud Manufacturing: A New Service-Oriented Networked Manufacturing Model.” Computer Integrated Manufacturing Systems 16 (1): 1–7.
   Google Scholar
• Li, W., C. Zhu, L. T. Yang, L. Shu, E. C.-H. Ngai, and Y. Ma. 2015. “Subtask Scheduling for Distributed Robots in Cloud Manufacturing.” IEEE Systems Journal 11 (2): 941–950.
   Web of Science ®Google Scholar
• Lu, J., Q. Hu, Q. Dong, and H. Tang. 2017. “Cloud Manufacturing-Oriented Mixed-Model Hybrid Shop-Scheduling Problem.” China Mechanical Engineering 28 (2): 191–198.
   Google Scholar
• Renna, P. 2017. “A Decision Investment Model to Design Manufacturing Systems Based on a Genetic Algorithm and Monte-Carlo Simulation.” International Journal of Computer Integrated Manufacturing 30 (6): 590–605. https://doi.org/10.1080/0951192X.2016.1187299.
   Web of Science ®Google Scholar
• Sabuncuoglu, I., and M. Bayız. 2000. “Analysis of Reactive Scheduling Problems in a Job Shop Environment.” European Journal of Operational Research 126 (3): 567–586. https://doi.org/10.1016/S0377-22179900311-2.
   Web of Science ®Google Scholar
• Tao, F., Y. Cheng, L. Da Xu, L. Zhang, and B. H. Li. 2014. “CCIoT-CMfg: Cloud Computing and Internet of Things-Based Cloud Manufacturing Service System.” IEEE Transactions on Industrial Informatics 10 (2): 1435–1442. https://doi.org/10.1109/TII.2014.2306383.
   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
• 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. https://doi.org/10.1504/IJASM.2016.076577.
   Google Scholar
• Yuan, M., X. Cai, Z. Zhou, C. Sun, W. Gu, and J. Huang. 2021. “Dynamic Service Resources Scheduling Method in Cloud Manufacturing Environment.” International Journal of Production Research 59 (2): 542–559. https://doi.org/10.1080/00207543.2019.1697000.
   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. https://doi.org/10.1080/10556788.2016.1230210.
   Web of Science ®Google Scholar
• Yuan, M., K. Deng, W. Chaovalitwongse, and H. Yu. 2018. “Research on Technologies and Application of Data Mining for Cloud Manufacturing Resource Services.” The International Journal of Advanced Manufacturing Technology 99 (5–8): 1061–1075. https://doi.org/10.1007/s00170-016-9661-6.
   Web of Science ®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. https://doi.org/10.1002/int.21868.
   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 30 (7): 1–19. https://doi.org/10.1007/s10845-017-1322-6.
   Web of Science ®Google Scholar
• Zhou, L., and L. Zhang. 2016. “A Dynamic Task Scheduling Method Based on Simulation in Cloud Manufacturing.” In Theory, Methodology, Tools and Applications for Modeling and Simulation of Complex Systems, 20–24. Springer Singapore. https://doi.org/10.1007/978-981-10-2669-0_3.
   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. https://doi.org/10.1080/0951192X.2017.1413252.
   Web of Science ®Google Scholar
• Zhou, L., L. Zhang, C. Zhao, Y. Laili, and L. Xu. 2018. “Diverse Task Scheduling for Individualized Requirements in Cloud Manufacturing.” Enterprise Information Systems 12 (3): 300–318. https://doi.org/10.1080/17517575.2017.1364428.
   Web of Science ®Google Scholar