Araştırma Makalesi

Parallel Machine Scheduling with WMSD Risk Considerations

31 Ekim 2019
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Parallel Machine Scheduling with WMSD Risk Considerations

Öz

This paper introduces the parallel machine scheduling problems with work related musculoskeletal disorder (WMSD) risk considerations. By the WMSD consideration, we mean that job processing times are an increasing function of occupational repetitive technical actions (OCRA) risk factor. The OCRA index was recruited for risk assessment of occupational repetitive technical actions. WMSD risks were modeled with cumulative mean value of OCRA index. Due to NP-Hard structure of parallel machine scheduling problems with WMSD considerations and learning rate, the solution cannot be found always. However, problem can be solved by transforming assignment problem. In spite of the fact that the computational effort remains O (n4), problem is solved within more efficient time. In this study, a model that includes learning effect and WMSD risk was proposed. WMSD risk was considered as cumulative mean of risk value throughout shift. In order to the balance between productivity and WMSD risk, jobs’ foreseeable cycle time (FCT) value was changed. It is aimed to decrease mean of risk along schedule without increasing total basic process time. The value of sacrifice from the FCT was compensating from job which have optimal, acceptable, borderline or slight risk level. Process time and risk values were recalculated by using new FCT value. Thus, balanced process times and risk values obtained. Proposed model was solved with Lingo software and sequence of jobs was obtained. Total flow time and mean of risk were compared for balanced and none balanced schedules. Total flow time and mean of risk belong to balanced schedule is smaller than none balanced schedule. It was shown that handled problem is solvable at the polynomial time and total flow time can be improved by bringing balance between WMSD risks and productivity.

Anahtar Kelimeler

Destekleyen Kurum

Erciyes University Scientific Research Projects Unit

Proje Numarası

FDK-2017-7265

Teşekkür

This study is supported by Erciyes University Scientific Research Projects Unit in the scope of “Scheduling under Ergonomic Risk Factors” coded FDK-2017-7265 project.

Kaynakça

  1. Akyol, Ş. D., & Baykasoğlu, A. (2016). ErgoALWABP: a multiple-rule based constructive randomized search algorithm for solving assembly line worker assignment and balancing problem under ergonomic risk factors. Journal of Intelligent Manufacturing. doi: 10.1007/s10845-016-1246-6
  2. Antwi-Afari, M. F., Li, H., Edwards, D. J., Pärn, E. A., Seo, J., & Wong, A. Y. L. (2017). Biomechanical analysis of risk factors for work-related musculoskeletal disorders during repetitive lifting task in construction workers. Automation in Construction, 83, 41-47. doi: https://doi.org/10.1016/j.autcon.2017.07.007
  3. Arık, O. A., & Toksarı, M. D. (2017). Multi-objective fuzzy parallel machine scheduling problems under fuzzy job deterioration and learning effects. International Journal of Production Research, 1-18. doi: 10.1080/00207543.2017.1388932
  4. Aven, T. (2016). Risk assessment and risk management: Review of recent advances on their foundation. European Journal of Operational Research, 253(1), 1-13. doi: https://doi.org/10.1016/j.ejor.2015.12.023
  5. Battini, D., Glock, C. H., Grosse, E. H., Persona, A., & Sgarbossa, F. (2015). Ergo-Lot-Sizing: Considering Ergonomics in Lot-Sizing Decisions. IFAC-PapersOnLine, 48(3), 326-331. doi: https://doi.org/10.1016/j.ifacol.2015.06.102
  6. Biskup, D. (1999). Single-machine scheduling with learning considerations. European Journal of Operational Research, 115(1), 173-178. doi: https://doi.org/10.1016/S0377-2217(98)00246-X
  7. Boenzi, F., Digiesi, S., Mossa, G., Mummolo, G., & Romano, V. A. (2013). Optimal Break and Job Rotation Schedules of High Repetitive – Low Load Manual Tasks in Assembly Lines: an OCRA – Based Approach. IFAC Proceedings Volumes, 46(9), 1896-1901. doi: https://doi.org/10.3182/20130619-3-RU-3018.00625
  8. Fulmer, S., Buchholz, B., Scribani, M., & Jenkins, P. (2017). Musculoskeletal Disorders in Northeast Lobstermen. Safety and Health at Work, 8(3), 282-289. doi: https://doi.org/10.1016/j.shaw.2016.12.004

Ayrıntılar

Birincil Dil

İngilizce

Konular

Mühendislik

Bölüm

Araştırma Makalesi

Yayımlanma Tarihi

31 Ekim 2019

Gönderilme Tarihi

1 Ağustos 2019

Kabul Tarihi

25 Ekim 2019

Yayımlandığı Sayı

Yıl 2019

Kaynak Göster

APA
Şenyiğit, E., & Atıcı, U. (2019). Parallel Machine Scheduling with WMSD Risk Considerations. Avrupa Bilim ve Teknoloji Dergisi, 336-342. https://doi.org/10.31590/ejosat.638286
AMA
1.Şenyiğit E, Atıcı U. Parallel Machine Scheduling with WMSD Risk Considerations. EJOSAT. Published online 01 Ekim 2019:336-342. doi:10.31590/ejosat.638286
Chicago
Şenyiğit, Ercan, ve Uğur Atıcı. 2019. “Parallel Machine Scheduling with WMSD Risk Considerations”. Avrupa Bilim ve Teknoloji Dergisi, Ekim 1, 336-42. https://doi.org/10.31590/ejosat.638286.
EndNote
Şenyiğit E, Atıcı U (01 Ekim 2019) Parallel Machine Scheduling with WMSD Risk Considerations. Avrupa Bilim ve Teknoloji Dergisi 336–342.
IEEE
[1]E. Şenyiğit ve U. Atıcı, “Parallel Machine Scheduling with WMSD Risk Considerations”, EJOSAT, ss. 336–342, Eki. 2019, doi: 10.31590/ejosat.638286.
ISNAD
Şenyiğit, Ercan - Atıcı, Uğur. “Parallel Machine Scheduling with WMSD Risk Considerations”. Avrupa Bilim ve Teknoloji Dergisi. 01 Ekim 2019. 336-342. https://doi.org/10.31590/ejosat.638286.
JAMA
1.Şenyiğit E, Atıcı U. Parallel Machine Scheduling with WMSD Risk Considerations. EJOSAT. 2019;:336–342.
MLA
Şenyiğit, Ercan, ve Uğur Atıcı. “Parallel Machine Scheduling with WMSD Risk Considerations”. Avrupa Bilim ve Teknoloji Dergisi, Ekim 2019, ss. 336-42, doi:10.31590/ejosat.638286.
Vancouver
1.Ercan Şenyiğit, Uğur Atıcı. Parallel Machine Scheduling with WMSD Risk Considerations. EJOSAT. 01 Ekim 2019;336-42. doi:10.31590/ejosat.638286