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DYNAMICAL ANALYSIS OF TWO LOAN CATEGORIES IN A BANKING SYSTEM WITH NON-PERFORMING LOANS

BAREKENG: Jurnal Ilmu Matematika dan Terapan · Vol. 20 No. 4 (2026) · pp. 3223–3240

DOI
10.30598/barekengvol20iss4pp3223-3240
ISSN
2615-3017, 1978-7227
Published
2026-08-24
Publisher
PATTIMURA UNIVERSITY
Language
eng
License
creativecommons.org/licenses/by-sa/4.0

Abstract

The ability of banks to extend credit and meet their obligations to depositors can be significantly affected by the presence of non-performing loans (NPL). The intermediation process, in which deposits are transformed into loans, can be represented through a predator–prey modeling framework. In this study, we formulate and analyze a system of three nonlinear ordinary differential equations representing deposits as the prey and two categories of loans, individual loans and company loans, as predators within a single banking system. The model incorporates the effect of NPLs as factors that reduce effective loan performance and influence system interactions. The analytical results show that the system possesses five equilibrium points. The equilibrium corresponding to the absence of deposits and loans is unstable, while the remaining four equilibria are globally asymptotically stable under specific parameter conditions, particularly those related to loan growth rates and NPL levels. The stability analysis indicates that higher NPL rates tend to reduce the stability region of equilibria and may destabilize the banking system. Furthermore, numerical simulations are conducted to support and illustrate the analytical findings. These results provide insight into the long-term dynamic behavior of deposits and loans, emphasizing the role of NPLs in determining banking system stability.

Collaboration network of the authors

29 authors · 69 co-authorship links · 3 across different organisations

Hover or tap a name to highlight its co-authors. Double-click to open the author's page.

  • State University of Semarang
  • University of Brawijaya
  • Universitas Widya Kartika
  • Institut Agama Islam Negeri Kendari
  • Affiliation unknown
  • Different organisations
  • Same organisation
  • Affiliation unknown
  • Thicker line = more joint articles · bigger circle = more articles
Show as table
Co-authorOrganisationJoint articles
Hasan S. PanigoroAffiliation unknown2
Resmawan ResmawanAffiliation unknown2
Hari WibawantoState University of Semarang1
Dania Ayu WulandariState University of Semarang1
Agus MurnomoState University of Semarang1
Anggraini MulwindaState University of Semarang1
Bambang SatrioState University of Semarang1
Khoirudin FathoniState University of Semarang1
. SitawatiAffiliation unknown1
Arifin NoorAffiliation unknown1
Euis Elih NurlaelihAffiliation unknown1
D. R. R. DamaiyantiAffiliation unknown1
Umu Sa’adahAffiliation unknown1
Ni Kadek Emik SapitriAffiliation unknown1
Darmanto DarmantoUniversitas Widya Kartika1
Suci AstutikUniversity of Brawijaya1
Nurjannah NurjannahInstitut Agama Islam Negeri Kendari1
Diego IrsandyAffiliation unknown1
Muhammad Hisyam LeeAffiliation unknown1
Rismania Hartanti Putri Yulianing DamayantiAffiliation unknown1
Marsudi MarsudiAffiliation unknown1
Syaiful AnamUniversity of Brawijaya1
Ach KhozaimiAffiliation unknown1
Wuryansari Muharini KusumawinahyuAffiliation unknown1

Affiliations come from OpenAlex; journal OAI-PMH metadata carries none. Authors without an OpenAlex ID are matched by name, which can merge or split people.

Metadata source: OAI-PMH (metadata jurnal) https://ojs3.unpatti.ac.id/index.php/barekeng/oai, first harvested 5 Nov 2026, last seen 5 Nov 2026.
Original metadata (oai_dc)
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	<dc:title xml:lang="en-US">DYNAMICAL ANALYSIS OF TWO LOAN CATEGORIES IN A BANKING SYSTEM WITH NON-PERFORMING LOANS</dc:title>
	<dc:creator>Damayanti, Onik Febria</dc:creator>
	<dc:creator>Darti, Isnani</dc:creator>
	<dc:creator>Suryanto, Agus</dc:creator>
	<dc:creator>Shofianah, Nur</dc:creator>
	<dc:creator>Trisilowati, Trisilowati</dc:creator>
	<dc:description xml:lang="en-US">The ability of banks to extend credit and meet their obligations to depositors can be significantly affected by the presence of non-performing loans (NPL). The intermediation process, in which deposits are transformed into loans, can be represented through a predator–prey modeling framework. In this study, we formulate and analyze a system of three nonlinear ordinary differential equations representing deposits as the prey and two categories of loans, individual loans and company loans, as predators within a single banking system. The model incorporates the effect of NPLs as factors that reduce effective loan performance and influence system interactions. The analytical results show that the system possesses five equilibrium points. The equilibrium corresponding to the absence of deposits and loans is unstable, while the remaining four equilibria are globally asymptotically stable under specific parameter conditions, particularly those related to loan growth rates and NPL levels. The stability analysis indicates that higher NPL rates tend to reduce the stability region of equilibria and may destabilize the banking system. Furthermore, numerical simulations are conducted to support and illustrate the analytical findings. These results provide insight into the long-term dynamic behavior of deposits and loans, emphasizing the role of NPLs in determining banking system stability.</dc:description>
	<dc:publisher xml:lang="en-US">PATTIMURA UNIVERSITY</dc:publisher>
	<dc:date>2026-08-24</dc:date>
	<dc:type>info:eu-repo/semantics/article</dc:type>
	<dc:type>info:eu-repo/semantics/publishedVersion</dc:type>
	<dc:format>application/pdf</dc:format>
	<dc:identifier>https://ojs3.unpatti.ac.id/index.php/barekeng/article/view/22267</dc:identifier>
	<dc:identifier>10.30598/barekengvol20iss4pp3223-3240</dc:identifier>
	<dc:source xml:lang="en-US">BAREKENG: Jurnal Ilmu Matematika dan Terapan; Vol 20 No 4 (2026): BAREKENG: Journal of Mathematics and Its Application; 3223-3240</dc:source>
	<dc:source>2615-3017</dc:source>
	<dc:source>1978-7227</dc:source>
	<dc:source>10.30598/barekengvol20iss4year2026</dc:source>
	<dc:language>eng</dc:language>
	<dc:relation>https://ojs3.unpatti.ac.id/index.php/barekeng/article/view/22267/13189</dc:relation>
	<dc:rights xml:lang="en-US">Copyright (c) 2026 Onik Febria Damayanti, Isnani Darti, Agus Suryanto, Nur Shofianah, Trisilowati Trisilowati</dc:rights>
	<dc:rights xml:lang="en-US">http://creativecommons.org/licenses/by-sa/4.0</dc:rights>
</oai_dc:dc>