Rule mining for scheduling cross training with a heterogeneous workforce

References

• Adams , JS and Freedman , S . 1976 . “ Equity theory revisited: comments and annotated bibliography ” . In Advances in experimental social psychology , Edited by: Berkowitz , L. and Walster , E. Vol. 9 , 43 – 91 . New York : Academic Press .
   Google Scholar
• Agrawal, R., Imielinski, T. and Swami, A., 1993. Mining association rules between sets of items in large databases. Proceedings of the 1993 ACM SIGMOD international conference on management of data, 25–28 May 1993, Washington, DC. New York: ACM, 207–216
   Google Scholar
• Agrawal, R. and Srikant, R., 1994. Fast algorithms mining association rules. Proceedings of 20th international conference on very large data bases, 12–15 September 1994, Santiago, Chile. San Francisco: Morgan Kaufmann Publishers Inc., 487–499
   Google Scholar
• Ahmad , A and Dey , L . 2007 . A k-mean clustering algorithm for mixed numeric and categorical data . Data and Knowledge Engineering , 63 ( 2 ) : 503 – 527 .
   Web of Science ®Google Scholar
• Allen , M . 1963 . “ The efficient utilisation of labour under conditions of fluctuating demand ” . In Industrial scheduling , Edited by: Muth , J. and Thompson , G. 252 – 276 . Englewood Cliffs , NJ : Prentice Hall .
   Google Scholar
• Arakawa, M., et al., 2004. Due-date conformance oriented production scheduling method with worker skill difference consideration. Proceedings of the 5th Asia Pacific industrial engineering and management systems conference, 31.14.01–31.14.10
   Google Scholar
• Askin, R.G. and Fitzpatrick, E., 2001. Forming effective teams in manufacturing systems. National Science Foundation design, service, and manufacturing grantees and research conference, 7–10 January 2001, Tampa, FL. Washington: National Science Foundation
   Google Scholar
• Askin, R.G. and Huang, Y., 1997. Employee training and assignment for facility reconfiguration. Proceedings of the 1997 industrial engineering research conference, 17–18 May 1997, Miami Beach, FL. Norcross: Institute of Industrial Engineers, 426–431
   Google Scholar
• Askin , RG and Huang , Y . 2001 . Forming effective worker teams for cellular manufacturing . International Journal of Production Research , 39 ( 11 ) : 2431 – 2451 .
   Web of Science ®Google Scholar
• Balkema , A and Molleman , E . 1999 . Barriers in the development of self-organising teams . Journal of Managerial Psychology , 14 ( 2 ) : 134 – 149 .
   Google Scholar
• Bechtold , SE , Brusco , MJ and Showalter , MJ . 1991 . A comparative evaluation of labor tour scheduling methods . Decision Sciences , 22 ( 4 ) : 683 – 699 .
   Web of Science ®Google Scholar
• Bishu , RR and Chen , Y . 1989 . Learning and transfer effects in simulated industrial information processing tasks . International Journal of Industrial Ergonomics , 4 ( 3 ) : 237 – 243 .
   Google Scholar
• Bobrowski , PM and Park , PS . 1993 . An evaluation of labor assignment rules when workers are not perfectly interchangeable . Journal of Operations Management , 11 ( 3 ) : 257 – 268 .
   Google Scholar
• Bokhorst, J.A.C., 2005. Shop floor design: layout, investments, cross-training, and labour allocation. Thesis (PhD). University of Groningen
   Google Scholar
• Bowman , KO and Shenton , LR . 1983 . Johnson’s system of distribution . Encyclopedia of Statistical Sciences , 4 : 303 – 314 .
   Google Scholar
• Braha , D . 2001 . Data mining for design and manufacturing: methods and applications , Dordrecht , , Netherlands : Kluwer Academic .
   Google Scholar
• Brusco , MJ and Johns , TR . 1998 . Staffing a multiskilled workforce with varying levels of productivity: an analysis of cross-training policies . Decision Sciences , 29 ( 2 ) : 499 – 515 .
   Web of Science ®Google Scholar
• Campbell , G . 1999 . Cross-utilisation of workers whose capabilities differ . Management Science , 45 ( 5 ) : 722 – 732 .
   Web of Science ®Google Scholar
• Cesani , VI and Steudel , HJ . 2005 . A study of labour assignment flexibility in cellular manufacturing systems . Computers and Industrial Engineering , 48 ( 3 ) : 571 – 591 .
   Web of Science ®Google Scholar
• Chou , YM , Polansky , AM and Mason , RL . 1998 . Transforming non-normal data to normality in statistical process control . Journal of Quality Technology , 30 ( 2 ) : 133 – 141 .
   Web of Science ®Google Scholar
• Daniels , RL , Hoopes , BJ and Mazzola , JB . 1996 . Scheduling parallel manufacturing cells with resource flexibility . Management Science , 42 ( 9 ) : 1260 – 1276 .
   Web of Science ®Google Scholar
• Danielson, R.J., 2000. Cross-Training at Peach River Pulp: A Case Study. Ontario, Canada: IRC Press
   Google Scholar
• Davis , DJ , Kher , HM and Wagner , BJ . 2009 . Influence of workload imbalances on the need for worker flexibility . Computers and Industrial Engineering , 57 ( 1 ) : 319 – 329 .
   Web of Science ®Google Scholar
• Dirks , JL , Lough , ME and Moungey , SJ . 1995 . Cross-training across acuity levels . Critical Care Nurse , 15 ( 1 ) : 68 – 74 .
   PubMedGoogle Scholar
• Ebeling , AC and Lee , CY . 1994 . Cross-training effectiveness and profitability . International Journal of Production Research , 32 ( 12 ) : 2843 – 2859 .
   Web of Science ®Google Scholar
• Fayyad , UM . 1996 . Advances in knowledge discovery and data mining , Cambridge , MA : AAAI Press/MIT Press .
   Google Scholar
• Felan , JT and Fry , TD . 2001 . Multi-level heterogeneous worker flexibility in a dual resource constrained (DRC) job-shop . International Journal of Production Research , 39 ( 14 ) : 3041 – 3059 .
   Web of Science ®Google Scholar
• Fry , TD , Kher , HV and Malhotra , MK . 1995 . Managing worker flexibility and attrition in dual resource constrained job shops . International Journal of Production Research , 33 ( 8 ) : 2136 – 2179 .
   Web of Science ®Google Scholar
• Fryer , JS . 1973 . Operating policies in a multi-echelon dual-constrained job shops . Management Science , 19 ( 9 ) : 1001 – 1012 .
   Web of Science ®Google Scholar
• Gladstein , DL . 1984 . Groups in context: a model of task group effectiveness . Administrative Science Quarterly , 29 ( 4 ) : 499 – 517 .
   Web of Science ®Google Scholar
• Golembiewski , RT . 1995 . Managing diversity in organisations , Tuscaloosa , , Alabama : The University of Alabama Press .
   Google Scholar
• Hackman , JR . 1987 . “ The design of work teams ” . In Handbook of organisational behaviour , 315 – 342 . Englewood Cliffs , NJ : Prentice-Hall .
   Google Scholar
• Hamilton , BH , Nickerson , JA and Owan , H . 2003 . Team incentive and worker heterogeneity: an empirical analysis of the impact of teams on productivity and participation . Journal of Political Economy , 111 ( 3 ) : 465 – 497 .
   Web of Science ®Google Scholar
• Hewitt , D . 1992 . The effects of unequal relearning rates on estimating forgetting parameters associated with performance curves . International Journal of Industrial Ergonomics , 10 ( 3 ) : 217 – 224 .
   Google Scholar
• Hogg , GL . 1977 . Parallel-channel, dual-resource constrained queuing systems with heterogeneous resources . IIE Transactions , 9 ( 4 ) : 352 – 362 .
   Google Scholar
• Hopp , WJ , Iravani , SMR and Liu , F . 2009 . Managing white collar work: an operations-oriented survey . Production and Operations Management , 18 ( 1 ) : 1 – 32 .
   Web of Science ®Google Scholar
• Johnson , NL . 1949 . Systems of frequency curves generated by methods of translation . Biometrika , 36 ( 1–2 ) : 149 – 176 .
   PubMed Web of Science ®Google Scholar
• Keater , M . 1993 . Cross-training: the tactical view . Training , 30 ( 3 ) : 35 – 39 .
   Google Scholar
• Kher , HV and Malhotra , MK . 1994 . Acquiring and operationalising worker flexibility in dual resource constrained job shops with worker transfer delays and learning losses . Omega , 22 ( 5 ) : 521 – 533 .
   Web of Science ®Google Scholar
• Kher , HV . 1999 . Modelling simultaneous worker learning and forgetting in dual resource constrained systems . European Journal of Operational Research , 115 ( 1 ) : 158 – 172 .
   Web of Science ®Google Scholar
• Kher , HV . 2000 . Examination of flexibility acquisition policies in dual resource constrained job shops with simultaneous worker learning and forgetting effects . Journal of the Operational Research Society , 51 ( 5 ) : 592 – 601 .
   Web of Science ®Google Scholar
• Kim, S. and Nembhard, D.A., 2010. Cross-trained staffing levels with heterogeneous learning/forgetting. IEEE Transactions on Engineering Management, 57 (4), 560–574
   Google Scholar
• Kvalseth , TO . 1978 . The effect of task complexity on the human learning function . International Journal of Production Research , 16 ( 5 ) : 427 – 435 .
   Web of Science ®Google Scholar
• Koonce , DA and Tsai , SC . 2000 . Using data mining to find patterns in genetic algorithm solutions to a job shop schedule . Computer and Industrial Engineering , 38 ( 3 ) : 361 – 374 .
   Web of Science ®Google Scholar
• Lance , CE , Hedge , JW and Alley , WE . 1989 . Joint relationships of task proficiency with aptitude, experience, and task difficulty: a cross-level interactional study . Human Performance , 2 ( 4 ) : 249 – 272 .
   Google Scholar
• Lance , CE . 1998 . Moderators of skill retention interval/performance decrement relationships in eight U.S. Airforce Enlisted Specialties . Human Performance , 11 ( 1 ) : 103 – 123 .
   Web of Science ®Google Scholar
• Lazcorreta , E , Botella , F and Fernandez-Caballero , A . 2008 . Towards personalised recommendation by two-step modified Apriori data mining algorithm . Expert Systems with Applications , 35 ( 3 ) : 1422 – 1429 .
   Web of Science ®Google Scholar
• Lee , CY , Piramuthu , S and Tsai , YK . 1997 . Job shop scheduling with a genetic algorithm and machine learning . International Journal of Production Research , 35 ( 4 ) : 1171 – 1191 .
   Web of Science ®Google Scholar
• Li , X and Olafsson , S . 2005 . Discovering dispatching rules using data mining . Journal of Scheduling , 8 ( 6 ) : 515 – 527 .
   Web of Science ®Google Scholar
• Liao , TW and Triantaphyllou , E . 2007 . Recent advances in data mining of enterprise data: algorithms and applications , Singapore : World Scientific Publishing Co. Pte. Ltd .
   Google Scholar
• Mabert , VA and Showalter , MJ . 1990 . Measuring the impact of part-time workers in service organisations . Journal of Operations Management , 9 ( 2 ) : 209 – 229 .
   Google Scholar
• Malhotra , MK and Ritzman , LP . 1990 . Resource flexibility issues in multistage manufacturing . Decision Sciences , 21 ( 4 ) : 673 – 690 .
   Web of Science ®Google Scholar
• Malhotra , MK . 1993 . The impact of learning and labour attrition on worker flexibility in dual constrained job shops . Decision Sciences , 24 ( 3 ) : 641 – 663 .
   Web of Science ®Google Scholar
• Malhotra , MK and Kher , HV . 1994 . An evaluation of worker assignment policies in dual resource-constrained job shops with heterogeneous resources and worker transfer delays . International Journal of Production Research , 32 ( 5 ) : 1087 – 1103 .
   Web of Science ®Google Scholar
• Mason , AJ , Ryan , DM and Panton , DM . 1998 . Integrated simulation, heuristics and optimisation approaches to staff scheduling . Operations Research , 46 ( 2 ) : 161 – 175 .
   Web of Science ®Google Scholar
• McCreery , JK and Krajewski , LJ . 1999 . Improving performance using workforce flexibility in an assembly environment with learning and forgetting effects . International Journal of Production Research , 37 ( 9 ) : 2031 – 2058 .
   Web of Science ®Google Scholar
• Molleman , E . 1998 . Variety and the requisite of self-organisation . The International Journal of Organizational Analysis , 6 ( 2 ) : 109 – 131 .
   Google Scholar
• Molleman , E and Slomp , J . 1999 . Functional flexibility and team performance . International Journal of Production Research , 37 ( 8 ) : 1837 – 1858 .
   Web of Science ®Google Scholar
• Mueller , F . 1992 . Designing flexible teamwork: comparing German and Japanese approaches . Employee Relations , 14 ( 1 ) : 5 – 16 .
   Google Scholar
• Nelson , RT . 1968 . Dual-resource constrained series service systems . Operations Research , 16 ( 2 ) : 324 – 341 .
   Web of Science ®Google Scholar
• Nelson , RT . 1970 . A simulation of labour efficiency and centralised assignment in a production model . Management Science , 17 ( 2 ) : 97 – 106 .
   Web of Science ®Google Scholar
• Nembhard , DA . 2000 . The effects of task complexity and experience on learning and forgetting: a field study . Human Factors , 42 ( 2 ) : 272 – 286 .
   PubMed Web of Science ®Google Scholar
• Nembhard, D.A. and Yan, J., 2007. Mining association rules in workforce cross-training schedules. Working Paper
   Google Scholar
• Nemhbard , DA and Prichanont , K . 2007 . Cross training in serial production with process characteristics and operational factors . IEEE Transactions on Engineering Management , 54 ( 3 ) : 565 – 575 .
   Web of Science ®Google Scholar
• Papa , MJ and Papa , WH . 1990 . Perceptual and communicative indices of employee performance with new technology . Western Journal of Speech Communication , 54 ( 1 ) : 21 – 41 .
   Google Scholar
• Park , PS and Bobrowski , PM . 1989 . Job release and labour flexibility in a dual resource constrained job shop . Journal of Operations Management , 8 ( 3 ) : 230 – 249 .
   Google Scholar
• Park , PS . 1991 . The examination of worker cross-training in a dual resource constrained job shop . European Journal of Operational Research , 52 ( 3 ) : 291 – 299 .
   Web of Science ®Google Scholar
• Pyzde , T . 1992 . Process capability analysis using personal computers . Quality Engineering , 4 ( 3 ) : 419 – 440 .
   Google Scholar
• Pyzde , T . 1995 . Why normal distribution aren’t (all that normal) . Quality Engineering , 7 ( 4 ) : 769 – 777 .
   Google Scholar
• Rochette , R and Sadowski , RP . 1976 . A statistical comparison of the performance of simple dispatching rules for a particular set of job shops . International Journal of Production Research , 14 ( 1 ) : 63 – 75 .
   Google Scholar
• Schendel, G.D., Shields, J. and Katz, M., 1978. Retention of motor skills: review. Technical Paper 313. U.S. Army Research Institute for the Behavioural and Social Sciences, Alexandria, VA
   Google Scholar
• Shafer , SM , Nembhard , DA and Uzumeri , MV . 2001 . The effects of worker learning, forgetting, and heterogeneity on assembly line productivity . Management Science , 47 ( 12 ) : 1639 – 1653 .
   Web of Science ®Google Scholar
• Seckiner , SU and Kurt , M . 2006 . A simulated annealing approach to the solution of job rotation scheduling problems . Applied Mathematics and Computation , 188 ( 1 ) : 31 – 45 .
   Web of Science ®Google Scholar
• Seckiner , SU and Kurt , M . 2008 . Ant colony optimisation for the job rotation scheduling problem . Applied Mathematics and Computation , 201 ( 1–2 ) : 149 – 160 .
   Web of Science ®Google Scholar
• Slifker , JF and Shapiro , SS . 1980 . The Johnson System: selection and parameter estimation . Technometrics , 22 : 239 – 246 .
   Web of Science ®Google Scholar
• Slomp , J and Molleman , E . 2002 . Cross-training policies and team performance . International Journal of Production Research , 40 ( 5 ) : 1193 – 1219 .
   Web of Science ®Google Scholar
• Slomp , J , Bokhorst , JAC and Molleman , E . 2005 . Cross-training in a cellular manufacturing environment . Computers and Industrial Engineering , 48 ( 3 ) : 609 – 624 .
   Web of Science ®Google Scholar
• Stewart , BD . 1994 . Mathematical models for developing a flexible workforce . International Journal of Production Research , 36 ( 3 ) : 243 – 254 .
   Web of Science ®Google Scholar
• Thomas, B.G. and Nembhard, D.A., 2004. Preference based search approach for scheduling workers with learning and forgetting. MSOM sponsored session. INFORMS national meeting, 24–27 October 2004, Denver, CO. Hanover: INFORMS Meeting Presentation
   Google Scholar
• Van den Beukel , AL and Molleman , E . 1998 . Multifunctionality: the driving and constraining forces . Human Factors and Ergonomics in Manufacturing , 8 : 303 – 321 .
   Web of Science ®Google Scholar
• Wisner , JD and Pearson , JN . 1993 . An exploratory study of the effects of operator relearning in a dual resource constrained job shop . Production and Operations Management , 2 ( 1 ) : 55 – 68 .
   Google Scholar
• Yue , H . 2007 . Worker flexibility in a parallel dual resource constrained job shop . International Journal of Production Research , 46 ( 2 ) : 1 – 17 .
   Web of Science ®Google Scholar