Hierarchical timed colored petri-net based modeling and evaluation of a bank credit monitoring system

Date
2019-11
Authors
Mnaouer, Adel Ben
Wanis, Marina M.
Aloqaily, Moayad
Journal Title
Journal ISSN
Volume Title
Publisher
IEEE Computer Society
Abstract
Non-performing assets (NPAs) or bad loans limit the banks from lending to new borrowers. As a result, this would slow down the credit utilization that ends up lowering the deposit interest rates and raising the lending rates, thus, discouraging authentic borrowers. This paper presents a Hierarchical Timed Colored Petri Net (HTCPN) based model that simulates an intelligent agents system which automates credit monitoring and follow-ups by relationship managers (RMs) in bank branches. Efficient follow-ups help the RMs track the borrower's repayment and assess the current values of their counter-assets regularly. In case any loan is kept unattended by the responsible RM, an automated reporting escalation is initiated according to an escalation matrix when due checking time is reached. The HTCPN helped model the expected behaviour of the intelligent agents system used for loan monitoring and also allowed to model a scoring system that is used to monitor the performance of the RMs in handling the loans under their authority and the punctuality of their actions. The performance evaluation through cpn tools simulation resulted in performance ranking and scoring of the RMs, and helped collect statistics on the overall performance of the bank that pointed out to the stages and locations where the flaws are more severe thus providing decision support utilities. © 2019 IEEE.
Description
This conference paper is not available at CUD collection. The version of scholarly record of this conference paper is published in 2019 IEEE/ACS 16th International Conference on Computer Systems and Applications (AICCSA) (2019), available online at: https://doi.org/10.1109/AICCSA47632.2019.9035329
Keywords
Bank Credit, CPN, Loan Monitoring, Timed Colored Petri Net, Decision support systems, Intelligent agents, Petri nets, Decision supports, Hierarchical timed colored Petri net, Interest rates, Monitoring system, Performance rankings, Scoring systems, Monitoring
Citation
Mnaouer, A. B., Wanis, M. M., & Aloqaily, M. (2019). Hierarchical Timed Colored Petri-Net Based Modeling and Evaluation of a Bank Credit Monitoring System. In 2019 IEEE/ACS 16th International Conference on Computer Systems and Applications (AICCSA) (pp. 1-7). https://doi.org/10.1109/AICCSA47632.2019.9035329