DEVELOPING AGENT BASED HEURISTIC OPTIMISATION SYSTEM FOR COMPLEX FLOW SHOPS WITH CUSTOMER-IMPOSED PRODUCTION DISRUPTIONS
The study of complex manufacturing flow-shops has seen a number of approaches and frameworks proposed to tackle various production-associated problems. However, unpredictable disruptions, such as change in sequence of order, order cancellation and change in production delivery due time, imposed by c...
| Main Authors: | , |
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| Format: | Article |
| Language: | English |
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UUM Press
2018-02-01
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| Series: | Journal of ICT |
| Online Access: | https://www.scienceopen.com/document?vid=2bb4ae30-2646-4b1d-8270-45b9eb0c0227 |
| _version_ | 1798027309811236864 |
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| author | Tunde Adediran Ammar Al-Bazi |
| author_facet | Tunde Adediran Ammar Al-Bazi |
| author_sort | Tunde Adediran |
| collection | DOAJ |
| description | The study of complex manufacturing flow-shops has seen a number of approaches and frameworks proposed to tackle various production-associated problems. However, unpredictable disruptions, such as change in sequence of order, order cancellation and change in production delivery due time, imposed by customers on flow-shops that impact production processes and inventory control call for a more adaptive approach capable of responding to these changes. In this research work, a new adaptive framework and agent-based heuristic optimization system was developed to investigate the disruption consequences and recovery strategy. A case study using an Original Equipment Manufacturer (OEM) production process of automotive parts and components was adopted to justify the proposed system. The results of the experiment revealed significant improvement in terms of total number of late orders, order delivery time, number of setups and resources utilization, which provide useful information for manufacturer’s decision-making policies. |
| first_indexed | 2024-04-11T18:50:28Z |
| format | Article |
| id | doaj.art-1f319bc592ed4d3399eb1fb77432ab3e |
| institution | Directory Open Access Journal |
| issn | 1675-414X |
| language | English |
| last_indexed | 2024-04-11T18:50:28Z |
| publishDate | 2018-02-01 |
| publisher | UUM Press |
| record_format | Article |
| series | Journal of ICT |
| spelling | doaj.art-1f319bc592ed4d3399eb1fb77432ab3e2022-12-22T04:08:26ZengUUM PressJournal of ICT1675-414X2018-02-0110.32890/jict2018.17.2.8255DEVELOPING AGENT BASED HEURISTIC OPTIMISATION SYSTEM FOR COMPLEX FLOW SHOPS WITH CUSTOMER-IMPOSED PRODUCTION DISRUPTIONSTunde AdediranAmmar Al-BaziThe study of complex manufacturing flow-shops has seen a number of approaches and frameworks proposed to tackle various production-associated problems. However, unpredictable disruptions, such as change in sequence of order, order cancellation and change in production delivery due time, imposed by customers on flow-shops that impact production processes and inventory control call for a more adaptive approach capable of responding to these changes. In this research work, a new adaptive framework and agent-based heuristic optimization system was developed to investigate the disruption consequences and recovery strategy. A case study using an Original Equipment Manufacturer (OEM) production process of automotive parts and components was adopted to justify the proposed system. The results of the experiment revealed significant improvement in terms of total number of late orders, order delivery time, number of setups and resources utilization, which provide useful information for manufacturer’s decision-making policies.https://www.scienceopen.com/document?vid=2bb4ae30-2646-4b1d-8270-45b9eb0c0227 |
| spellingShingle | Tunde Adediran Ammar Al-Bazi DEVELOPING AGENT BASED HEURISTIC OPTIMISATION SYSTEM FOR COMPLEX FLOW SHOPS WITH CUSTOMER-IMPOSED PRODUCTION DISRUPTIONS Journal of ICT |
| title | DEVELOPING AGENT BASED HEURISTIC OPTIMISATION SYSTEM FOR COMPLEX FLOW SHOPS WITH CUSTOMER-IMPOSED PRODUCTION DISRUPTIONS |
| title_full | DEVELOPING AGENT BASED HEURISTIC OPTIMISATION SYSTEM FOR COMPLEX FLOW SHOPS WITH CUSTOMER-IMPOSED PRODUCTION DISRUPTIONS |
| title_fullStr | DEVELOPING AGENT BASED HEURISTIC OPTIMISATION SYSTEM FOR COMPLEX FLOW SHOPS WITH CUSTOMER-IMPOSED PRODUCTION DISRUPTIONS |
| title_full_unstemmed | DEVELOPING AGENT BASED HEURISTIC OPTIMISATION SYSTEM FOR COMPLEX FLOW SHOPS WITH CUSTOMER-IMPOSED PRODUCTION DISRUPTIONS |
| title_short | DEVELOPING AGENT BASED HEURISTIC OPTIMISATION SYSTEM FOR COMPLEX FLOW SHOPS WITH CUSTOMER-IMPOSED PRODUCTION DISRUPTIONS |
| title_sort | developing agent based heuristic optimisation system for complex flow shops with customer imposed production disruptions |
| url | https://www.scienceopen.com/document?vid=2bb4ae30-2646-4b1d-8270-45b9eb0c0227 |
| work_keys_str_mv | AT tundeadediran developingagentbasedheuristicoptimisationsystemforcomplexflowshopswithcustomerimposedproductiondisruptions AT ammaralbazi developingagentbasedheuristicoptimisationsystemforcomplexflowshopswithcustomerimposedproductiondisruptions |