Production planning in DRC systems considering worker performance

Develops a DRC system with human factors (HFs) and product quality.HFs are: learning, forgetting, fatigue and recovery.System performance is a twofold cost function.Worker flexibility, transfer policy, and workstation configuration affect performance. This paper studies the effects of some human characteristics on production planning in a Dual-Resource Constrained (DRC) system and the quality of products. Human behavior is captured by the learningforgettingfatiguerecovery model (LFFRM). The production process is modeled through a Quality Learning Curve (QLC) model while the quality deficits are the result of human error and machine malfunction. The system performance is presented with a twofold cost function considering direct (time) and indirect (quality) costs. The results indicate that the system performance is concave over a production run, which represents the optimum flexibility level, transfer policy, and the workstation configuration.

[1]  Kermit Davis,et al.  Characteristics of job rotation in the Midwest US manufacturing sector , 2005, Ergonomics.

[2]  Sina Jahandideh,et al.  Job Scheduling Considering Both Mental Fatigue and Boredom , 2012 .

[3]  T. P. Wright,et al.  Factors affecting the cost of airplanes , 1936 .

[4]  Hong Yue,et al.  Worker flexibility in dual resource constrained (DRC) shops , 2005 .

[5]  Gerard Gaalman,et al.  Cross-training workers in Dual Resource Constrained systems with heterogeneous processing times , 2009 .

[6]  Xiaochun Jiang,et al.  Taxonomy for integrating scheduling theory and human factors: Review and research opportunities , 2009 .

[7]  Mohamad Y. Jaber,et al.  Modelling worker reliability with learning and fatigue , 2015 .

[8]  Mohamad Y. Jaber,et al.  The dual-phase learning-forgetting model , 2002 .

[9]  Ezey M. Dar-Ei,et al.  Human learning : from learning curves to learning organizations , 2000 .

[10]  Terry P. Harrison,et al.  Partial cross training in call centers with uncertain arrivals and global service level agreements , 2007, 2007 Winter Simulation Conference.

[11]  Mohammed Othman,et al.  Workforce scheduling: A new model incorporating human factors , 2012 .

[12]  David A. Nembhard,et al.  Cross-Trained Staffing Levels With Heterogeneous Learning/Forgetting , 2010, IEEE Transactions on Engineering Management.

[13]  Ming Liang,et al.  An integrated approach to worker assignment, workforce flexibility acquisition, and task rotation , 2013, J. Oper. Res. Soc..

[14]  Mohamad Y. Jaber,et al.  Learning curves for imperfect production processes with reworks and process restoration interruptions , 2008, Eur. J. Oper. Res..

[15]  Ezey M. Dar-El,et al.  A dual-phase model for the individual learning process in industrial tasks , 1995 .

[16]  Hoda A. ElMaraghy,et al.  Quality prediction for reconfigurable manufacturing systems via human error modelling , 2008, Int. J. Comput. Integr. Manuf..

[17]  Sureswaran Ramadass,et al.  A glimpse of cross training models and workforce scheduling optimization , 2013, 2013 IEEE Symposium on Computers & Informatics (ISCI).

[18]  Moutaz Khouja The use of minor setups within production cycles to improve product quality and yield , 2005, Int. Trans. Oper. Res..

[19]  Adedeji B. Badiru,et al.  Half-Life Theory of Learning Curves for System Performance Analysis , 2009, IEEE Systems Journal.

[20]  Mohamad Y. Jaber,et al.  Production , Manufacturing and Logistics Learning curves for processes generating defects requiring reworks , 2004 .

[21]  Mohamad Y. Jaber,et al.  Modelling worker fatigue and recovery in dual-resource constrained systems , 2010, Comput. Ind. Eng..

[22]  Jan M. Myszewski Mathematical model of the occurrence of human error in manufacturing processes , 2010, Qual. Reliab. Eng. Int..

[23]  H V Kher,et al.  Examination of flexibility acquisition policies in dual resource constrained job shops with simultaneous worker learning and forgetting effects , 2000, J. Oper. Res. Soc..

[24]  D. Dinges An overview of sleepiness and accidents , 1995, Journal of sleep research.

[25]  Mohamad Y. Jaber,et al.  Incorporating human fatigue and recovery into the learning–forgetting process , 2013 .

[26]  M. Hottenstein,et al.  Cross-training and worker flexibility: A review of DRC system research , 1998 .

[27]  Leanna M. Horton,et al.  Effects of rotation frequency and task order on localised muscle fatigue and performance during repetitive static shoulder exertions , 2012, Ergonomics.

[28]  L B de M Guimarães,et al.  A learning curve-based method to implement multifunctional work teams in the Brazilian footwear sector. , 2012, Applied ergonomics.

[29]  R.E. Giuntini,et al.  Mathematical characterization of human reliability for multi-task system operations , 2000, Smc 2000 conference proceedings. 2000 ieee international conference on systems, man and cybernetics. 'cybernetics evolving to systems, humans, organizations, and their complex interactions' (cat. no.0.

[30]  J. Dutton,et al.  Treating Progress Functions as a Managerial Opportunity , 1984 .

[31]  Wallace J. Hopp,et al.  Agile workforce evaluation: a framework for cross-training and coordination , 2004 .

[32]  Timothy D. Fry,et al.  Modeling simultaneous worker learning and forgetting in dual resource constrained systems , 1999, Eur. J. Oper. Res..

[33]  M. B. Aryanezhad,et al.  Designing safe job rotation schedules based upon workers’ skills , 2009 .

[34]  Benjamin Green,et al.  Applying mathematical modeling to create job rotation schedules for minimizing occupational noise exposure. , 2003, AIHA journal : a journal for the science of occupational and environmental health and safety.

[35]  Ming Liang,et al.  Modeling Job Rotation in Manufacturing Systems: The Study of Employee's Boredom and Skill Variations , 2010 .

[36]  Mohamad Y. Jaber,et al.  Countering forgetting through training and deployment , 2003 .

[37]  Sotiris Makris,et al.  The effect of job rotation during assembly on the quality of final product , 2013 .

[38]  M. Bevilacqua,et al.  Analysis of injury events with fuzzy cognitive maps , 2012 .

[39]  Wallace J. Hopp,et al.  Hierarchical cross-training in work-in-process-constrained systems , 2007 .

[40]  Kim Michelle Sherman,et al.  An Evaluation of Fatigue and Performance Changes During Intermittent Overhead Work , 2003 .

[41]  Evan L. Porteus Optimal Lot Sizing, Process Quality Improvement and Setup Cost Reduction , 1986, Oper. Res..

[42]  John K. McCreery,et al.  IMPROVING PERFORMANCE USING WORKFORCE FLEXIBILITY IN AN ASSEMBLY ENVIRONMENT WITH LEARNING AND FORGETTING EFFECTS , 1999 .

[43]  Mohamad Y. Jaber,et al.  Worker deployment in dual resource constrained systems with a task-type factor , 2007, Eur. J. Oper. Res..

[44]  Maurice Bonney,et al.  Production breaks and the learning curve: The forgetting phenomenon , 1996 .

[45]  M S Redfern,et al.  Designing safe job rotation schedules using optimization and heuristic search , 2000, Ergonomics.