Agent-based modelling of movement rules in DRC systems for volume flexibility: human factors and technical performance

This research applies agent-based modelling (ABM) to study volume flexibility in a dual resource constrained (DRC) assembly flow shop environment. The simulation experiment evaluated system and human effects of varying DRC system staffing levels according to design (i.e., workforce, distance and buffer capacity), sensitivity (i.e. coefficient of variation) and operating (i.e. when rule and where rule) factors. Results showed that the rule by which workers are assigned to workstations affects WIP and flow time performances more than production rates. Furthermore per-worker productivity was found to increase, compared to the fully staffed system, particularly where the downstream movement rule was applied. Using the downstream rule when changing stations after completing current tasks reduced flow time (−15%) and WIP (−10%). If another where rule is chosen then it may be preferable for workers to move only after completing all jobs in the station (decentralised rule). For utilisation rates and mean hourly switching of work (human effects), the model shows complex relationships depending on almost all evaluated factors. The novel ABM approach used here enabled the evaluation of emergent system behaviours and showed potential to help firms understand both human and performance effects of operational choices in efforts to achieve volume flexibility.

[1]  大野 耐一,et al.  Toyota production system : beyond large-scale production , 1988 .

[2]  Wallace J. Hopp,et al.  Benefits of Skill Chaining in Serial Production Lines with Cross-Trained Workers , 2004, Manag. Sci..

[3]  Margaret J. Robertson,et al.  Design and Analysis of Experiments , 2006, Handbook of statistics.

[4]  Larry P. Ritzman,et al.  REVISITING ALTERNATIVE THEORETICAL PARADIGMS IN MANUFACTURING STRATEGY , 2000 .

[5]  W.P. Neumann,et al.  Integrating human factors into discrete event simulations of parallel flow strategies , 2009 .

[6]  A. Borshchev,et al.  From System Dynamics and Discrete Event to Practical Agent Based Modeling : Reasons , Techniques , Tools , 2004 .

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

[8]  J. Little A Proof for the Queuing Formula: L = λW , 1961 .

[9]  John A. Buzacott,et al.  Modelling Teams and Workgroups in Manufacturing , 2004, Ann. Oper. Res..

[10]  Richard E. Gunther,et al.  Server Transfer Delays in a Dual Resource Constrained Parallel Queueing System , 1979 .

[11]  Donald D. Eisenstein,et al.  A Production Line that Balances Itself , 1996, Oper. Res..

[12]  Peregrin Spielholz,et al.  Estimating the effectiveness of ergonomics interventions through case studies: implications for predictive cost-benefit analysis. , 2008, Journal of safety research.

[13]  Marc E. Posner,et al.  Flow shops with WIP and value added costs , 2010, J. Sched..

[14]  Ronald Siu Man Lau,et al.  Strategic Flexibility: A New Reality for World-Class Manufacturing , 1996 .

[15]  John W. Fowler,et al.  Modelling inherent worker differences for workforce planning , 2007 .

[16]  Sami Kara,et al.  The role of human factors in flexibility management: A survey , 2002 .

[17]  J L Kenemans,et al.  Mental Fatigue : Costs and Benefits , 2005 .

[18]  Ann Williamson,et al.  The link between fatigue and safety. , 2011, Accident; analysis and prevention.

[19]  P. S. Park A study of labor assignment rules with bottlenecks , 1990 .

[20]  Elsayed A. Elsayed,et al.  Analysis and control of production systems , 1993 .

[21]  Tim Baines,et al.  A consideration of modelling techniques that can be used to evaluate manufacturing strategies , 1998 .

[22]  Per Langaa Jensen,et al.  Human factors and ergonomics in the planning of production , 2002 .

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

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

[25]  Neville A Stanton,et al.  On the cost-effectiveness of ergonomics. , 2003, Applied ergonomics.

[26]  Ute Hoffmann Increasing Productivity And Profit Through Health And Safety The Financial Returns From A Working Environment , 2016 .

[27]  J. Pfeffer Competitive Advantage Through People , 1994 .

[28]  Dieter Armbruster,et al.  Bucket brigades revisited: Are they always effective? , 2006, Eur. J. Oper. Res..

[29]  J R Wilson,et al.  Fundamentals of ergonomics in theory and practice. , 2000, Applied ergonomics.

[30]  Chris W. Clegg,et al.  THE IMPACT OF HUMAN RESOURCE AND OPERATIONAL MANAGEMENT PRACTICES ON COMPANY PRODUCTIVITY: A LONGITUDINAL STUDY , 2008 .

[31]  Jeffrey Miller,et al.  Flexibility: The Next Competitive Battle: The Manufacturing Futures Survey , 1989 .

[32]  B. Wernerfelt,et al.  Competitive Strategy Under Uncertainty. , 1984 .

[33]  Giovanni Mummolo,et al.  The effect of dynamic worker behavior on flow line performance , 2009 .

[34]  Suresh P. Sethi,et al.  Flexibility in manufacturing: A survey , 1990 .

[35]  John B. Jensen,et al.  Learning and labour assignment in a dual resource constrained cellular shop , 2004 .

[36]  D. Gerwin Manufacturing flexibility: a strategic perspective , 1993 .

[37]  Helen Celia,et al.  Simulating Customer Experience and Word-Of-Mouth in Retail — A Case Study , 2010, Simul..

[38]  John K. McCreery,et al.  Performance implications of assembly work teams , 2004 .

[39]  Peer-Olaf Siebers,et al.  Worker Performance Modeling in Manufacturing Systems Simulation : Proposal for an Agent-Based Approach , 2006 .

[40]  J A Eklund,et al.  Relationships between ergonomics and quality in assembly work. , 1995, Applied ergonomics.

[41]  William L. Maxwell,et al.  Theory of scheduling , 1967 .

[42]  Donald D. Eisenstein,et al.  Performance of Bucket Brigades When Work Is Stochastic , 2001, Oper. Res..

[43]  Sarah Fletcher,et al.  Towards a theoretical framework for human performance modelling within manufacturing systems design , 2005, Simul. Model. Pract. Theory.

[44]  John A. Buzacott,et al.  The impact of worker differences on production system output , 2002 .

[45]  C Merengo,et al.  Balancing and sequencing manual mixed-model assembly lines , 1999 .

[46]  Latif Salum,et al.  Using the when/where rules in dual resource constrained systems for a hybrid push-pull control , 2009 .

[47]  Manoj K. Malhotra,et al.  A theoretical framework for analyzing the dimensions of manufacturing flexibility , 1999 .

[48]  Svend Erik Mathiassen,et al.  Production system design elements influencing productivity and ergonomics - A case study of parallel and serial flow strategies , 2006 .

[49]  A. Rademaker,et al.  A community-based study of chronic fatigue syndrome. , 1999, Archives of internal medicine.

[50]  Svend Erik Mathiassen,et al.  A case study evaluating the ergonomic and productivity impacts of partial automation strategies in the electronics industry , 2002 .

[51]  A. H. Studenmund Using Econometrics: A Practical Guide , 1987 .

[52]  An-Yuan Chang,et al.  An attribute approach to the measurement of machine-group flexibility , 2009, Eur. J. Oper. Res..

[53]  Mark D. Treleven,et al.  An investigation of labor assignment rules in a dual-constrained job shop , 1985 .

[54]  B. Michael Adams Design and Analysis of Experiments, Sixth Edition , 2005 .

[55]  Jairo R. Montoya-Torres Manufacturing performance evaluation in wafer semiconductor factories , 2006 .

[56]  John S. Fryer Operating Policies in Multiechelon Dual-Constraint Job Shops , 1973 .

[57]  L Punnett,et al.  The Costs of Work-Related Musculoskeletal Disorders in Automotive Manufacturing , 2000, New solutions : a journal of environmental and occupational health policy : NS.

[58]  Paul M. Bobrowski,et al.  An evaluation of labor assignment rules when workers are not perfectly interchangeable , 1993 .

[59]  B. S. Downey,et al.  Assembly line with flexible work-force , 1992 .

[60]  Rosser T. Nelson Dual-Resource Constrained Series Service Systems , 1968, Oper. Res..

[61]  James K. Weeks,et al.  A Simulation Study of Operating Policies in a Hypothetical Dual-Constrained Job Shop , 1976 .

[62]  Seyed M. R. Iravani,et al.  Structural Flexibility: A New Perspective on the Design of Manufacturing and Service Operations , 2005, Manag. Sci..

[63]  Jörgen Winkel,et al.  Published online in Wiley InterScience (www.interscience.wiley.com). DOI: 10.1002/hfm.20078 A Case Study of Serial-Flow Car Disassembly: Ergonomics, Productivity and Potential System Performance , 2022 .

[64]  Tim Baines,et al.  Humans: the missing link in manufacturing simulation? , 2004, Simul. Model. Pract. Theory.

[65]  R. T. Nelson Labor and Machine Limited Production Systems , 1967 .

[66]  G. J. C. Gaalman,et al.  On the who-rule in Dual Resource Constrained (DRC) manufacturing systems , 2004 .

[67]  Debby G. J. Beckers,et al.  Working Overtime Hours: Relations with Fatigue, Work Motivation, and the Quality of Work , 2004, Journal of occupational and environmental medicine.

[68]  László Monostori,et al.  Agent-based systems for manufacturing , 2006 .

[69]  François Cail,et al.  Proposal of parameters to implement a workstation rotation system to protect against MSDs , 2008 .

[70]  William L. Maxwell,et al.  The Role of Work-in-Process Inventory in Serial Production Lines , 1988, Oper. Res..

[71]  Steven E. Phelan,et al.  A Note on the Correspondence Between Complexity and Systems Theory , 1999 .

[72]  Daniel J. Brass Technology and the structuring of jobs: Employee satisfaction, performance, and influence , 1985 .

[73]  Wallace J. Hopp,et al.  Factors affecting opportunity of worksharing as a dynamic line balancing mechanism , 2002 .

[74]  Jeffrey Katz Building the Flexible Firm: How to Remain Competitive , 1998 .

[75]  Paul M. Bobrowski,et al.  Job release and labor flexibility in a dual resource constrained job shop , 1989 .

[76]  Timothy D. Fry,et al.  Managing worker flexibility and attrition in dual resource constrained job shops , 1995 .

[77]  Peer-Olaf Siebers,et al.  The impact of human performance variation on the accuracy of manufacturing system simulation models , 2004 .

[78]  P. Tucker The impact of rest breaks upon accident risk, fatigue and performance: A review , 2003 .

[79]  Hemant V. Kher,et al.  Influence of workload imbalances on the need for worker flexibility , 2009, Comput. Ind. Eng..

[80]  Eric Bonabeau,et al.  Agent-based modeling: Methods and techniques for simulating human systems , 2002, Proceedings of the National Academy of Sciences of the United States of America.

[81]  Mark D. Treleven A Review of the Dual Resource Constrained System Research , 1989 .

[82]  Averill M. Law,et al.  Simulation Modeling and Analysis , 1982 .

[83]  Manoj K. Malhotra,et al.  Measuring dimensions of manufacturing flexibility , 2004 .

[84]  Jerry Banks,et al.  Discrete Event Simulation , 2002, Encyclopedia of Information Systems.

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

[86]  Kay Wild On the selection of mass production systems , 1975 .

[87]  Steven C Bankes,et al.  Agent-based modeling: A revolution? , 2002, Proceedings of the National Academy of Sciences of the United States of America.

[88]  Jannes Slomp,et al.  Performance evaluation of family-based dispatching in small manufacturing cells , 2008 .

[89]  Jan Dul,et al.  Ergonomics Contributions to Company Strategies , 2008, Applied ergonomics.

[90]  M. Braga,et al.  Exploratory Data Analysis , 2018, Encyclopedia of Social Network Analysis and Mining. 2nd Ed..

[91]  Jannes Slomp,et al.  Cross-training policies and team performance , 2002 .

[92]  WALLACE J. HOPP,et al.  Factors affecting opportunity of worksharing as a dynamic line balancing mechanism , 2002 .

[93]  J Eklund,et al.  Ergonomics, quality and continuous improvement--conceptual and empirical relationships in an industrial context. , 1997, Ergonomics.

[94]  Ravi Sethi,et al.  The Complexity of Flowshop and Jobshop Scheduling , 1976, Math. Oper. Res..

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

[96]  Uwe Aickelin,et al.  Introduction to Multi-Agent Simulation , 2008, ArXiv.

[97]  Shang Zhi,et al.  A proof of the queueing formula: L=λW , 2001 .

[98]  Todd A. Boyle Towards best management practices for implementing manufacturing flexibility , 2006 .

[99]  F. Robert Jacobs,et al.  A simulation comparison of group technology with traditional job shop manufacturing , 1986 .

[100]  Nicholas R. Jennings,et al.  Intelligent agents: theory and practice , 1995, The Knowledge Engineering Review.

[101]  J. Dul,et al.  Human factors: spanning the gap between OM and HRM , 2010 .

[102]  Fred E. Meyers Motion and Time Study for Lean Manufacturing , 1998 .

[103]  Samuel Bendahan,et al.  Manufacturing flexibility and performance: bridging the gap between theory and practice , 2007 .

[104]  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..

[105]  Eric Molleman,et al.  Worker flexibility and its perceived contribution to performance: The moderating role of task characteristics , 2007 .

[106]  J Charteris,et al.  Comparison of the effects of backpack loading and of walking speed on foot-floor contact patterns. , 1998, Ergonomics.

[107]  I. Karimi,et al.  Agent-based supply chain management—1: framework , 2002 .

[108]  B. Kayis,et al.  Manufacturing flexibility and variability: an overview , 2004 .

[109]  P. Landrigan,et al.  Occupational injury and illness in the United States. Estimates of costs, morbidity, and mortality. , 1997, Archives of internal medicine.

[110]  A. Hicks,et al.  Sex Differences in Human Skeletal Muscle Fatigue , 2001, Exercise and sport sciences reviews.

[111]  J. Forrester Industrial Dynamics , 1997 .

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

[113]  Philip Heidelberger,et al.  Simulation Run Length Control in the Presence of an Initial Transient , 1983, Oper. Res..

[114]  Zhongsheng Hua,et al.  A new method for guiding process flexibility investment: flexibility fit index , 2012 .