A formal modeling approach for supply chain event management

被引:98
作者
Liu, Rong
Kumar, Akhil
van der Aalst, Wil
机构
[1] IBM Res, Hawthorne, NY 10532 USA
[2] Penn State Univ, Smeal Coll Business, University Pk, PA 16802 USA
[3] Tech Univ Eindhoven, Dept Math & Comp Sci, NL-5600 MB Eindhoven, Netherlands
关键词
supply chain event management (SCEM); Petri nets; time Petri nets; colored Petri nets; event causality; dependency graph; reachability; CPN tools;
D O I
10.1016/j.dss.2006.12.009
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
As supply chains become more dynamic, there is a need for a sense-and-respond capability to react to events in a real-time manner. In this paper, we propose Petri nets extended with time and color (to represent case data) as a formalism for managing events. We designed seven basic patterns to capture modeling concepts that arise commonly in supply chains. These basic patterns may be used by themselves and also combined to create new patterns. We also show how to combine the patterns to build a complete Petri net and analyze it using dependency graphs and simulation. Dependency graphs can be used to analyze the various events and their causes. Simulation was, in addition, used to analyze various performance indicators (e.g., fill rates, replenishment times, and lead times) under different strategies. We showed it is possible to perform sensitivity analysis to study the effect of changing parameter values on the performance indicators. This approach thus makes a very complex problem tractable. (c) 2007 Elsevier B.V. All rights reserved.
引用
收藏
页码:761 / 778
页数:18
相关论文
共 32 条
[1]  
ASGEKAR V, 2003, SUPPLY CHAIN MANAG, P15
[2]   MODELING AND VERIFICATION OF TIME-DEPENDENT SYSTEMS USING TIME PETRI NETS [J].
BERTHOMIEU, B ;
DIAZ, M .
IEEE TRANSACTIONS ON SOFTWARE ENGINEERING, 1991, 17 (03) :259-273
[3]   Proactive supply-chain event management with agent technology [J].
Bodendorf, F ;
Zimmermann, R .
INTERNATIONAL JOURNAL OF ELECTRONIC COMMERCE, 2005, 9 (04) :57-89
[4]  
CASTI F, HP9874
[5]  
CHRISTENSEN S, 1993, LNCS, V691, P186
[6]  
Gardner RD, 1998, NOMS '98 - 1998 IEEE NETWORK OPERATIONS AND MANAGEMENT SYMPOSIUM, VOLS 1-3, P713, DOI 10.1109/NOMS.1998.655211
[7]  
GRUSCHKE B, 1998, P 9 IFIP IEEE INT WO
[8]   A conceptual framework for network management event correlation and filtering systems [J].
Hasan, M ;
Sugla, B ;
Viswanathan, R .
INTEGRATED NETWORK MANAGEMENT VI: DISTRIBUTED MANAGEMENT FOR THE NETWORKED MILLENNIUM, 1999, :233-246
[9]   Consulting past exceptions to facilitate workflow exception handling [J].
Hwang, SY ;
Tang, H .
DECISION SUPPORT SYSTEMS, 2004, 37 (01) :49-69
[10]  
JENSEN K, 1998, LECT NOTES COMPUTER, V1492, P237, DOI DOI 10.1007/3-540-65307-4_50