An overall framework for generating simulation-based cycle time-throughput curves

被引:0
|
作者
Park, S [1 ]
Mackulak, GT [1 ]
Fowler, JW [1 ]
机构
[1] Korea Gas Corp, Managerial Res Team, Pundang Gu, Songnam 463754, Kyonggi Do, South Korea
关键词
D O I
暂无
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
A simulation-based cycle time-throughput curve requires a large amount of simulation output data, and an experimentation framework is needed to enhance the precision and accuracy of a simulation-based cycle time-throughput curve. In this research, approaches and solutions are presented on three prime issues: 1) the establishment of the simulation sampling strategies; 2) the determination of the simulation sequences; and 3) the determination of the length of a simulation run. First, strategic simulation sampling guidelines are proposed as to how to use a fixed amount of samples when trying to generate a precise and accurate cycle time-throughput curve for complex systems. Second, in order to provide good references for the sequential experiments to generate precise simulation-based cycle time-throughput curves, a set of discrete design points is ranked sequentially. Third, a sequential stopping rule is developed to deter-mine the length of a simulation run based on a time series forecasting procedure.
引用
收藏
页码:1178 / 1187
页数:10
相关论文
共 50 条
  • [1] D-optimal sequential experiments for generating a simulation-based cycle time-throughput curve
    Park, S
    Fowler, JW
    Mackulak, GT
    Keats, JB
    Carlyle, WM
    [J]. OPERATIONS RESEARCH, 2002, 50 (06) : 981 - 990
  • [2] Variance-based sampling for simulating cycle time-throughput curves using simulation-based estimates
    Fowler, J. W.
    Leach, S. E.
    Mackulak, G. T.
    Nelson, B. L.
    [J]. JOURNAL OF SIMULATION, 2008, 2 (02) : 69 - 80
  • [3] Generating Cycle Time-Throughput Curves Using Effective Process Time Based Aggregate Modeling
    Veeger, C. P. L.
    Etman, L. F. P.
    van Herk, J.
    Rooda, J. E.
    [J]. IEEE TRANSACTIONS ON SEMICONDUCTOR MANUFACTURING, 2010, 23 (04) : 517 - 526
  • [4] Generating cycle time-throughput curves using effective process time based aggregate modeling
    Veeger, C. P. L.
    Etman, L. F. P.
    van Herk, J.
    Rooda, J. E.
    [J]. 2008 IEEE/SEMI ADVANCED SEMICONDUCTOR MANUFACTURING CONFERENCE, 2008, : 127 - +
  • [5] Efficient generation of cycle time-throughput curves through simulation and metamodeling
    Yang, Feng
    Ankenman, Bruce
    Nelson, Barry L.
    [J]. NAVAL RESEARCH LOGISTICS, 2007, 54 (01) : 78 - 93
  • [6] A simulation-based optimization framework for product development cycle time reduction
    Abdelsalam, HME
    Bao, HP
    [J]. IEEE TRANSACTIONS ON ENGINEERING MANAGEMENT, 2006, 53 (01) : 69 - 85
  • [7] Neural network metamodeling for cycle time-throughput profiles in manufacturing
    Yang, Feng
    [J]. EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2010, 205 (01) : 172 - 185
  • [8] Efficient cycle time-throughput curve generation using a fixed sample size procedure
    Fowler, JW
    Park, S
    Mackulak, GT
    Shunk, DL
    [J]. INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2001, 39 (12) : 2595 - 2613
  • [9] Simulation-based estimation of cycle time using quantile regression
    Chen, Nan
    Zhou, Shiyu
    [J]. IIE TRANSACTIONS, 2011, 43 (03) : 176 - 191
  • [10] Generating explanations in a simulation-based learning environment
    Pilkington, R
    Grierson, A
    [J]. INTERNATIONAL JOURNAL OF HUMAN-COMPUTER STUDIES, 1996, 45 (05) : 527 - 551