Discrete-event stochastic systems with correlated inputs: Modeling and performance evaluation

被引:0
作者
Weimin Dai
Jian-Qiang Hu
Lei Lei
机构
[1] Fudan University,School of Management
[2] Chongqing University,School of Economics and Business Administration
来源
Frontiers of Engineering Management | 2022年 / 9卷
关键词
discrete-event stochastic system; correlated input; performance evaluation;
D O I
暂无
中图分类号
学科分类号
摘要
In the majority of the previous works on discrete-event stochastic systems, they have been assumed to have independent input processes. However, in many applications, these input processes can be highly correlated. Furthermore, the performance measures of the systems with correlated inputs can be significantly different from those with independent inputs. In this paper, we provide an overview on some commonly used methods for modeling correlated input processes, and we discuss the difficulties and possible future research topics in the study of discrete-event stochastic systems with correlated inputs.
引用
收藏
页码:214 / 220
页数:6
相关论文
共 88 条
[1]  
Altiok T(2001)The case for modeling correlation in manufacturing systems IIE Transactions 33 779-791
[2]  
Melamed B(2017)A finite mixture approach to univariate data simulation with moment matching Environmental Modelling & Software 90 27-33
[3]  
Bardsley E(2009)Copula-based multivariate input models for stochastic simulation Operations Research 57 878-892
[4]  
Biller B(2012)Copula-based multivariate input modeling Surveys in Operations Research and Management Science 17 69-84
[5]  
Biller B(2003)Modeling and generating multivariate time-series input processes using a vector autoregressive technique ACM Transactions on Modeling and Computer Simulation 13 211-237
[6]  
Gunes Corlu C(2008)Evaluation of the ARTAFIT method for fitting time-series input processes for simulation INFORMS Journal on Computing 20 485-498
[7]  
Biller B(1998)Numerical methods for fitting and simulating autoregressive-to-anything processes INFORMS Journal on Computing 10 72-81
[8]  
Nelson B L(2016)Robust newsvendor problem with autoregressive demand Computers & Operations Research 68 123-133
[9]  
Biller B(2008)Analysis of an MMPP/G/1/K queue with queue length dependent arrival rates, and its application to preventive congestion control in telecommunication networks European Journal of Operational Research 187 652-659
[10]  
Nelson B L(1992)Copulas and Markov processes Illinois Journal of Mathematics 36 600-642