Performance analysis and optimisation of Bernoulli serial production lines with dynamic real-time bottleneck identification and mitigation

References

• Ahn, H.-S., I. Duenyas, and R. Q. Zhang. 2004. “Optimal Control of a Flexible Server.” Advances in Applied Probability 36 (1): 139–170.
   Web of Science ®Google Scholar
• Alavian, P., Y. Eun, S. M. Meerkov, and L. Zhang. 2020. “Smart Production Systems: Automating Decision-making in Manufacturing Environment.” International Journal of Production Research 58 (3): 828–845.
   Web of Science ®Google Scholar
• Andradóttir, S., and H. Ayhan. 2005. “Throughput Maximization for Tandem Lines with Two Stations and Flexible Servers.” Operations Research 53 (3): 516–531.
   Web of Science ®Google Scholar
• Andradóttir, S., H. Ayhan, and D. G. Down. 2008. “Maximizing the Throughput of Tandem Lines with Flexible Failure-prone Servers and Finite Buffers.” Probability in the Engineering and Informational Sciences 22 (2): 191–211.
   Web of Science ®Google Scholar
• Arinez, J., S. Biller, S. M. Meerkov, and L. Zhang. 2010. “Quality/quantity Improvement in An Automotive Paint Shop: A Case Study.” IEEE Transactions on Automation Science and Engineering 7 (4): 755–761. doi:https://doi.org/10.1109/TASE.2009.2033568
   Web of Science ®Google Scholar
• Askin, R. G., and J. Chen. 2006. “Dynamic Task Assignment for Throughput Maximization with Worksharing.” European Journal of Operational Research 168 (3): 853–869.
   Web of Science ®Google Scholar
• Bai, Y., J. Tu, M. Yang, L. Zhang, and P. Denno. 2021. “A New Aggregation Algorithm for Performance Metric Calculation in Serial Production Lines with Exponential Machines: Design, Accuracy and Robustness.” International Journal of Production Research 59 (13): 4072–4089. doi:https://doi.org/10.1080/00207543.2020.1757777.
   Web of Science ®Google Scholar
• Bielecki, T., and P. Kumar. 1988. “Optimality of Zero-inventory Policies for Unreliable Manufacturing Systems.” Operations Research 36 (4): 532–541.
   Web of Science ®Google Scholar
• Chang, Q., J. Ni, P. Bandyopadhyay, S. Biller, and G. Xiao. 2006. “Supervisory Factory Control Based on Real-time Production Feedback.” The Journal of Manufacturing Science and Engineering 129 (3): 653–660.
   Web of Science ®Google Scholar
• Chen, G., C. Wang, L. Zhang, J. Arinez, and G. Xiao. 2015. “Transient Performance Analysis of Serial Production Lines with Geometric Machines.” IEEE Transactions on Automatic Control 61 (4): 877–891.
   Web of Science ®Google Scholar
• Chen, G., L. Zhang, J. Arinez, and S. Biller. 2012. “Energy-efficient Production Systems Through Schedule-based Operations.” IEEE Transactions on Automation Science and Engineering 10 (1): 27–37.
   Web of Science ®Google Scholar
• Dong, F., J. Deglise-Hawkinson, M. P. Van Oyen, and D. Singer. 2016. “Dynamic Control of a Closed Two-stage Queueing Network for Outfitting Process in Shipbuilding.” Computers & Operations Research 72: 1–11.
   Web of Science ®Google Scholar
• Dong, F., M. P. Van Oyen, and D. J. Singer. 2014. “Dynamic Control of the N Queueing Network with Application to Shipbuilding.” International Journal of Production Research 52 (4): 967–984.
   Web of Science ®Google Scholar
• Farrar, T. M. 1993. “Optimal Use of An Extra Server in a Two Station Tandem Queueing Network.” IEEE Transactions on Automatic Control 38 (8): 1296–1299.
   Web of Science ®Google Scholar
• Gershwin, S. B. 2000. “Design and Operation of Manufacturing Systems: The Control-point Policy.” IIE Transactions 32 (10): 891–906.
   Web of Science ®Google Scholar
• Hasenbein, J. J., and B. Kim. 2011. “Throughput Maximization for Two Station Tandem Systems: a Proof of the Andradóttir–Ayhan Conjecture.” Queueing Systems 67 (4): 365–386.
   Web of Science ®Google Scholar
• Huang, J., Q. Chang, and J. Arinez. 2021. “Modeling and Dynamic Assignment of the Adaptive Buffer Spaces in Serial Production Lines.” Journal of Manufacturing Science and Engineering 143 (3): 1–11.
   Web of Science ®Google Scholar
• Iravani, S. M., M. J. M. Posner, and J. A. Buzacott. 1997. “A Two-stage Tandem Queue Attended by a Moving Server with Holding and Switching Costs.” Queueing Systems 26 (3–4): 203–228.
   Web of Science ®Google Scholar
• Jacobs, D., and S. M. Meerkov. 1995. “A System-theoretic Property of Serial Production Lines: Improvability.” International Journal of Systems Science 26 (4): 755–785.
   Web of Science ®Google Scholar
• Jia, Z., and L. Zhang. 2017. “Transient Performance Analysis of Closed Production Lines with Bernoulli Machines, Finite Buffers, and Carriers.” IEEE Robotics and Automation Letters 2 (4): 1893–1900.
   Web of Science ®Google Scholar
• Jia, Z., and L. Zhang. 2019. “Serial Production Lines with Geometric Machines and Finite Production Runs: Performance Analysis and System-theoretic Properties.” International Journal of Production Research 57 (8): 2247–2262.
   Web of Science ®Google Scholar
• Jia, Z., L. Zhang, J. Arinez, and G. Xiao. 2016a. “Finite Production Run-based Serial Lines with Bernoulli Machines: Performance Analysis, Bottleneck, and Case Study.” IEEE Transactions on Automation Science and Engineering 13 (1): 134–148.
   Web of Science ®Google Scholar
• Jia, Z., L. Zhang, J. Arinez, and G. Xiao. 2016b. “Performance Analysis of Assembly Systems with Bernoulli Machines and Finite Buffers During Transients.” IEEE Transactions on Automation Science and Engineering 13 (2): 1018–1032. doi:https://doi.org/10.1109/TASE.2015.2442521
   Web of Science ®Google Scholar
• Jia, Z., L. Zhang, J. Arinez, and G. Xiao. 2016c. “Performance Analysis for Serial Production Lines with Bernoulli Machines and Real-time WIP-based Machine Switch-on/off Control.” International Journal of Production Research 54 (21): 6285–6301.
   Web of Science ®Google Scholar
• Kagermann, H., J. Helbig, A. Hellinger, and W. Wahlster. 2013. Recommendations for Implementing the Strategic Initiative INDUSTRIE 4.0: Securing the Future of German Manufacturing Industry. final report of the Industrie 4.0 Working Group. Forschungsunion.
   Google Scholar
• Kimemia, J., and S. B. Gershwin. 1983. “An Algorithm for the Computer Control of a Flexible Manufacturing System.” AIIE Transactions 15 (4): 353–362.
   Web of Science ®Google Scholar
• Kogan, K., C. Shu, and J. R. Perkins. 2004. “Optimal Finite-horizon Production Control in a Defect-prone Environment.” IEEE Transactions on Automatic Control 49 (10): 1795–1803.
   Web of Science ®Google Scholar
• Kusiak, A. 2018. “Smart Manufacturing.” International Journal of Production Research 56 (1–2): 508–517.
   Web of Science ®Google Scholar
• Li, L., Q. Chang, and J. Ni. 2009. “Data Driven Bottleneck Detection of Manufacturing Systems.” International Journal of Production Research 47 (18): 5019–5036.
   Web of Science ®Google Scholar
• Li, J., and S. M. Meerkov. 2009. Production Systems Engineering. New York, NY: Springer.
   Google Scholar
• Meerkov, S. M., and C.-B. Yan. 2014. “Production Lead Time in Serial Lines: Evaluation, Analysis, and Control.” IEEE Transactions on Automation Science and Engineering 13 (2): 663–675.
   Web of Science ®Google Scholar
• Meerkov, S. M., and L. Zhang. 2008. “Transient Behavior of Serial Production Lines with Bernoulli Machines.” IIE Transactions 40 (3): 297–312.
   Web of Science ®Google Scholar
• Mocanu, S. 2005. “Numerical algorithms for transient analysis of fluid queues.” In Proceedings of 5th International Conference on the Analysis of Manufacturing Systems, 15–20. Zakymthos, Greece.
   Google Scholar
• Naebulharam, R., and L. Zhang. 2014. “Bernoulli Serial Lines with Deteriorating Product Quality: Performance Evaluation and System-theoretic Properties.” International Journal of Production Research 52 (5): 1479–1494.
   Web of Science ®Google Scholar
• Özkan, E., and J. P. Kharoufeh. 2014. “Optimal Control of a Two-server Queueing System with Failures.” Probability in the Engineering and Informational Sciences 28 (4): 489–527.
   Web of Science ®Google Scholar
• Palmer, J., and I. Mitrani. 2005. “Optimal and Heuristic Policies for Dynamic Server Allocation.” International Journal of Production Economics 65 (10): 1204–1211.
   Google Scholar
• Pandelis, D. G., and I. Papachristos. 2018. “Optimal Dynamic Allocation of Collaborative Servers in Two Station Tandem Systems.” IEEE Transactions on Automatic Control 64 (4): 1640–1647.
   Web of Science ®Google Scholar
• Perkins, J. R., and R. Srikant. 1997. “Scheduling Multiple Part-types in An Unreliable Single-machine Manufacturing System.” IEEE Transactions on Automatic Control 42 (3): 364–377.
   Web of Science ®Google Scholar
• Sennott, L. I., M. P. Van Oyen, and S. M. Iravani. 2006. “Optimal Dynamic Assignment of a Flexible Worker on An Open Production Line with Specialists.” European Journal of Operational Research 170 (2): 541–566.
   Web of Science ®Google Scholar
• Tu, J., Y. Bai, M. Yang, L. Zhang, and P. Denno. 2021. “Real-time Bottleneck in Serial Production Lines with Bernoulli Machines: Theory and Case Study.” IEEE Transactions on Automation Science and Engineering 18 (4): 1822–1834. doi:https://doi.org/10.1109/TASE.2020.3021346.
   Web of Science ®Google Scholar
• Wang, F., and F. Ju. 2021. “Decomposition-based Real-time Control of Multi-stage Transfer Lines with Residence Time Constraints.” IISE Transactions 53 (9): 943–959.
   Web of Science ®Google Scholar
• Wu, C.-H., D. G. Down, and M. E. Lewis. 2008. “Heuristics for Allocation of Reconfigurable Resources in a Serial Line with Reliability Considerations.” IIE Transactions 40 (6): 595–611.
   Web of Science ®Google Scholar
• Yan, C.-B., L. Mönch, and S. M. Meerkov. 2019. “Characteristic Curves and Cycle Time Control of Re-entrant Lines.” IEEE Transactions on Semiconductor Manufacturing 32 (2): 140–153.
   Web of Science ®Google Scholar
• Yarmand, M. H., and D. G. Down. 2015. “Maximizing Throughput in Zero-buffer Tandem Lines with Dedicated and Flexible Servers.” IIE Transactions 47 (1): 35–49.
   Web of Science ®Google Scholar
• Yin, Y., K. E. Stecke, and D. Li. 2018. “The Evolution of Production Systems From Industry 2.0 Through Industry 4.0.” International Journal of Production Research 56 (1–2): 848–861.
   Web of Science ®Google Scholar
• Yu, C., and A. Matta. 2016. “A Statistical Framework of Data-driven Bottleneck Identification in Manufacturing Systems.” International Journal of Production Research 54 (21): 6317–6332.
   Web of Science ®Google Scholar
• Zhang, L. 2011. “Feedback Release Control of Bernoulli Production Lines.” In 2011 9th World Congress on Intelligent Control and Automation, 564–569. IEEE.
   Google Scholar
• Zhang, L., C. Wang, J. Arinez, and S. Biller. 2013. “Transient Analysis of Bernoulli Serial Lines: Performance Evaluation and System-theoretic Properties.” IIE Transactions 45 (5): 528–543.
   Web of Science ®Google Scholar
• Zhao, C., N. Kang, J. Li, and J. A. Horst. 2017. “Production Control to Reduce Starvation in a Partially Flexible Production-inventory System.” IEEE Transactions on Automatic Control 63 (2): 477–491.
   Web of Science ®Google Scholar