Methodology for rapid identification and collection of input data in the simulation of manufacturing systems

Abstract Computer simulation is a well-established decision support tool in the manufacturing industry. The rapid development and deployment of simulation models however, are inhibited by factors such as inefficient data collection, lengthy model documentation, and poorly planned experimentation. Typically, more than one third of project time is spent on identification, collection, validation, and analysis of input data. Whilst most research work has been focused on statistical techniques for data analysis, less attention has been paid to the development of systematic approaches to input data gathering. This paper presents a methodology for rapid identification and collection of input data in batch manufacturing environments. A functional module library and a reference data model, both developed using the IDEF (Integrated computer aided manufacturing DEFinition) family of constructs, are the core elements of the methodology. The paper also identifies the major causes behind the inefficient collection of data.

[1]  Ruth A. Maurer,et al.  Using a simulation to generate the data to balance an assembly line , 1997, WSC '97.

[2]  Harry M. Markowitz Barriers to the practical use of simulation analysis , 1981, WSC '81.

[3]  Mark J. Sims An introduction to planning and scheduling with simulation , 1997, WSC '97.

[4]  Averill M. Law,et al.  Simulation of manufacturing systems , 1985, Winter Simulation Conference.

[5]  Stewart Robinson,et al.  Secrets of successful simulation projects , 1995, WSC '95.

[6]  W. J. Trybula,et al.  Building simulation models without data , 1994, Proceedings of IEEE International Conference on Systems, Man and Cybernetics.

[7]  Edward J. Williams,et al.  Application of simulation to scheduling, sequencing, and material handling , 1997, WSC '97.

[8]  Thomas A. Bruce,et al.  Designing Quality Databases With IDEF1X Information Models , 1991 .

[9]  Steve Hatami Data requirements for analysis of manufacturing systems using computer simulation , 1990, 1990 Winter Simulation Conference Proceedings.

[10]  Magne Myrtveit,et al.  Business modelling and simulation , 2000 .

[11]  Randall P. Sadowski,et al.  Introduction to Simulation Using Siman , 1990 .

[12]  Thomas J. Schriber,et al.  Business modelling and simulation , 1997 .

[13]  Allan Carrie,et al.  Simulation of manufacturing systems , 1988 .

[14]  M. Rohrer,et al.  REQUIRED SKILLS OF A SIMULATION ANALYST , 1998 .

[15]  J. D. Johannes,et al.  Systems Simulation: The Art and Science , 1975, IEEE Transactions on Systems, Man, and Cybernetics.