학술논문

Quantitative Analysis of Resource-Constrained Business Processes
Document Type
Periodical
Source
IEEE Transactions on Systems, Man, and Cybernetics - Part A: Systems and Humans IEEE Trans. Syst., Man, Cybern. A Systems, Man and Cybernetics, Part A: Systems and Humans, IEEE Transactions on. 42(3):669-684 May, 2012
Subject
Signal Processing and Analysis
Communication, Networking and Broadcast Technologies
Components, Circuits, Devices and Systems
Computing and Processing
Robotics and Control Systems
Power, Energy and Industry Applications
General Topics for Engineers
Computational modeling
Business
Analytical models
Performance evaluation
Delay
Inhibitors
Business process
generalized stochastic Petri nets (GSPNs)
performance evaluation
resource constraints
Language
ISSN
1083-4427
1558-2426
Abstract
To address the need for evaluation techniques for complex business processes, also known as workflows, this paper proposes an approach based on generalized stochastic Petri nets (GSPNs). We review ten related approaches published in the last fifteen years and compare them to our approach using a wide range of criteria. On the basis of this evaluation, we observe that the newly proposed approach provides results that are at least as good as those from the most accepted alternatives and holds a number of additional advantages, such as modeling simplicity, improved precision, and model reuse for qualitative analyses. The overall approach is formally defined in this paper, along with the definition of several performance metrics. Part of these metrics can be computed analytically, while the remainder can be obtained by simulating the GSPN. Furthermore, a tool has been developed to translate automatically business process execution language processes into GSPNs. Finally, we present a case study in which we applied the proposed approach, colored Petri net tools, and an industrial tool to obtain performance insights into a realistic workflow. The results were highly similar, demonstrating the feasibility and the accuracy of our approach.