Response surface approach to robust design of assembly cells through simulation
| Autor: | Mehmet Bulent Durmusoglu, Senim Ozgurler, Mesut Özgürler, Cem Savas Aydin |
|---|---|
| Rok vydání: | 2018 |
| Předmět: |
0209 industrial biotechnology
021103 operations research Philosophy of design Supervisor Computer science 0211 other engineering and technologies 02 engineering and technology Industrial and Manufacturing Engineering Reliability engineering Robust design 020901 industrial engineering & automation Design objective Control and Systems Engineering Robustness (computer science) Response surface methodology Implementation Assembly cells |
| Zdroj: | Assembly Automation. 38:450-464 |
| ISSN: | 0144-5154 |
| DOI: | 10.1108/aa-08-2017-093 |
| Popis: | Purpose This paper aims to present a multi-response robust design (RD) optimization approach for U-shaped assembly cells (ACs) with multi-functional walking-workers by using operational design (OD) factors in a simulation setting. The proposed methodology incorporated the design factors related to the operation of ACs into an RD framework. Utilization of OD factors provided a practical design approach for ACs addressing system robustness without modifying the cell structure. Design/methodology/approach Taguchi’s design philosophy and response surface meta-models have been combined for robust simulation optimization (SO). Multiple performance measures have been considered for the study and concurrently optimized by using a multi-response optimization (MRO) approach. Simulation setting provided flexibility in experimental design selection and facilitated experiments by avoiding cost and time constraints in real-world experiments. Findings The present approach is illustrated through RD of an AC for performance measures: average throughput time, average WIP inventory and cycle time. Findings are in line with expectations that a significant reduction in performance variability is attainable by trading-off optimality for robustness. Reductions in expected performance (optimality) values are negligible in comparison to reductions in performance variability (robustness). Practical implications ACs designed for robustness are more likely to meet design objectives once they are implemented, preventing changes or roll-backs. Successful implementations serve as examples to shop-floor personnel alleviating issues such as operator/supervisor resistance and scepticism, encouraging participation and facilitating teamwork. Originality/value ACs include many activities related to cell operation which can be used for performance optimization. The proposed framework is a realistic design approach using OD factors and considering system stochasticity in terms of noise factors for RD optimization through simulation. To the best of the authors’ knowledge, it is the first time a multi-response RD optimization approach for U-shaped manual ACs with multi-functional walking-workers using factors related to AC operation is proposed. |
| Databáze: | OpenAIRE |
| Externí odkaz: |
|