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An Experimental Design Study to Identify Significant Factors Affecting Tier-to-Tier SBS/RS Performance

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Industrial Engineering in the Internet-of-Things World (GJCIE 2020)

Abstract

The aim of this paper is to study a simulation-based experimental design to identify significant factors affecting the performance of the tier-to-tier shuttle based storage and retrieval system (SBS/RS). SBS/RS design is an automated warehousing technology mostly utilized for the storage of mini-loads. SBS/RS has emerged as a response to the recent order profile with low volume and wide variety and quick response. Although the traditional design of SBS/RS is comprised of multi-shuttles each dedicated in each tier of an aisle, there can be different designs in which shuttles can travel between tiers. We call this design as tier-to-tier SBS/RS where shuttles can travel between tiers by using a separate lifting mechanism located at an endpoint of each aisle. Note that in this new design, since shuttles are allowed to travel between tiers, there may be less number of shuttles running in the system. Hence, the shuttle’s average utilization value might be larger compared to that traditional one where each tier has a dedicated shuttle. In this work, we study an experimental design to investigate which factors are statistically significant on a critical performance metric (i.e., average cycle time per transaction) in the studied tier-to-tier SBS/RS. First, we simulate the system by using the ARENA 16.0 commercial software and then implement a full factorial analysis. The results are analyzed in MINITAB 17.0 software.

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References

  1. Carlo HJ, Vis IF (2012) Sequencing dynamic storage systems with multiple lifts and shuttles. Int J Prod Econ 140(2):844–853

    Article  Google Scholar 

  2. Ekren B (2017) Graph-based solution for performance evaluation of shuttle-based storage and retrieval system. Int J Prod Res 55:6516–6526

    Article  Google Scholar 

  3. Ekren BY, Akpunar A, Sari Z, Lerher T (2018) A tool for time, variance and energy related performance estimations in a shuttle-based storage and retrieval system. Appl Math Model 63:109–127

    Article  MathSciNet  Google Scholar 

  4. Ekren BY, Heragu SS (2012) Performance comparison of two material handling systems: AVS/RS and CBAS/RS. Int J Prod Res 50(15):4061–4074

    Article  Google Scholar 

  5. Ekren BY (2020a) A Simulation-based experimental design for SBS/RS warehouse design by considering energy related performance metrics. Simulation Modelling Pract Theor, in press, https://doi.org/10.1016/j.simpat.2019.101991

  6. Ekren BY (2020b) A multi-objective optimisation study for the design of an AVS/RS warehouse. Int J Prod Res. in press, https://doi.org/10.1080/00207543.2020.1720927

  7. Ekren BY, Heragu SS (2011) Simulation-based performance analysis of autonomous vehicle storage and retrieval system. Simulation Modeling Pract Theor 19:1640–1650

    Article  Google Scholar 

  8. Ekren BY, Sari Z, Lerher T (2015) Warehouse design under class-based storage policy of shuttle-based storage and retrieval system. IFAC-PapersOnLine 48(3):1152–1154

    Article  Google Scholar 

  9. Ha Y, Chae J (2018) Free balancing for a shuttle-based storage and retrieval system. Simul Model Pract Theor 82:12–31

    Article  Google Scholar 

  10. Ha Y, Chae J (2018) A decision model to determine the number of shuttles in a tier-to-tier SBS/RS. Int J Prod Res 57(4):963–984

    Article  Google Scholar 

  11. Lehrer T, Ekren YB, Sari Z, Rosi B (2015) Simulation analysis of shuttle based storage and retrieval systems. Int J Simulation Modelling 14(1):48–59

    Article  Google Scholar 

  12. Lerher T, Ekren BY, Sari Z, Rosi B (2016) Method for evaluating the throughput performance of shuttle based storage and retrieval systems. Tehnicki Vjesnik – Technical Gazette 23: 715–723

    Google Scholar 

  13. Lerher T, Ekren BY, Dukic G, Rosi B (2015) Travel time model for shuttle-based storage and retrieval systems. Int J Adv Manuf Technol 78(9–12):1705–1725

    Article  Google Scholar 

  14. Zhao X, Wang Y, Wang Y, Huang K (2019) Integer programming scheduling model for tier-to-tier shuttle-based storage and retrieval systems. Processes 7(4):223

    Article  Google Scholar 

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Acknowledgements

This work was supported by The Scientific and Technological Research Council of Turkey and Slovenian Research Agency: ARRS [grant number: 118M180].

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Kucukyasar, M., Ekren, B.Y. (2022). An Experimental Design Study to Identify Significant Factors Affecting Tier-to-Tier SBS/RS Performance. In: Calisir, F. (eds) Industrial Engineering in the Internet-of-Things World. GJCIE 2020. Lecture Notes in Management and Industrial Engineering. Springer, Cham. https://doi.org/10.1007/978-3-030-76724-2_15

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  • DOI: https://doi.org/10.1007/978-3-030-76724-2_15

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  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-030-76723-5

  • Online ISBN: 978-3-030-76724-2

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