Innovative Approach in Modeling Business Processes with a Focus on Improving the Allocation of Human Resources
Joint Authors
Djedovic, Almir
Karabegovic, Almir
Avdagic, Zikrija
Omanovic, Samir
Source
Mathematical Problems in Engineering
Issue
Vol. 2018, Issue 2018 (31 Dec. 2018), pp.1-14, 14 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2018-09-19
Country of Publication
Egypt
No. of Pages
14
Main Subjects
Abstract EN
Organizations can improve efficiency of process execution through a correct resource allocation, as well as increase income, improve client satisfaction, and so on.
This work presents a novel approach for solving problems of resource allocation in business processes which combines process mining, statistical techniques, and metaheuristic algorithms for optimization.
In order to get more reliable results of the simulation, in this paper, we use process mining analysis and statistical techniques for building a simulation model.
For finding optimal human resource allocation in business processes, we use the improved differential evolution algorithm with population adaptation.
Because of the use of a stochastic simulation model, noise appears in the output of the model.
The differential evolution algorithm is modified in order to include uncertainty in the fitness function.
In the end, validation of the model was done on three different data sets in order to demonstrate the generality of the approach, and the comparison with the standard approach from the literature was done.
The results have shown that this novel approach gives solutions which are better than the existing model from literature.
American Psychological Association (APA)
Djedovic, Almir& Karabegovic, Almir& Avdagic, Zikrija& Omanovic, Samir. 2018. Innovative Approach in Modeling Business Processes with a Focus on Improving the Allocation of Human Resources. Mathematical Problems in Engineering،Vol. 2018, no. 2018, pp.1-14.
https://search.emarefa.net/detail/BIM-1209851
Modern Language Association (MLA)
Djedovic, Almir…[et al.]. Innovative Approach in Modeling Business Processes with a Focus on Improving the Allocation of Human Resources. Mathematical Problems in Engineering No. 2018 (2018), pp.1-14.
https://search.emarefa.net/detail/BIM-1209851
American Medical Association (AMA)
Djedovic, Almir& Karabegovic, Almir& Avdagic, Zikrija& Omanovic, Samir. Innovative Approach in Modeling Business Processes with a Focus on Improving the Allocation of Human Resources. Mathematical Problems in Engineering. 2018. Vol. 2018, no. 2018, pp.1-14.
https://search.emarefa.net/detail/BIM-1209851
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1209851