Modeling the Health Service Queuing System Using Petri Net and Max-Plus Algebra at Integrated Health Service Post (Posyandu)

Syarif Abdullah, Himmatul Mursyidah, Ferdian Bangkit Wijaya, Miftahul Huda, Sri Istiyarti Uswatun Chasanah, Nadia Eka Nursafitri, Dinda Dwi Anugrah Pertiwi

Abstract


This study models the health service queue system at the Integrated Health Service Post (Posyandu) in Cilegon City, Banten, using the Petri Net and Max-Plus Algebra approaches to analyze the flow of participant arrivals and completion times. The data used are observational data from Posyandu activities simulated through a discrete event model, which includes several types of participants, namely: babies not standing yet, babies standing, pregnant mothers, and family planning programs. Petri Net modeling is used to represent the relationship between service transitions, while Max-Plus Algebra is used to calculate the process cycle time based on the critical path. The results of the study showed that the categories of non-standing babies, standing babies, and pregnant women/participants in the family planning program had identical service time patterns, namely a total duration of 17 minutes 19 seconds, with the main stages including measurement, midwife intervention, and provision of additional food. Max-Plus analysis confirms that the measurement and midwife intervention stages are the critical path that determines the length of service time. This study concludes that the combination of Petri Net and Max-Plus Algebra is effective in describing the dynamics of Posyandu queues and is able to provide quantitative information needed to identify bottleneck points and the basis for improving the service flow.

Keywords


Health Services; Max-Plus Algebra; Petri Net; Posyandu; Queuing System

Full Text:

PDF

References


T. Misriati, R. Hidayat, and M. A. Sulistiyo, “Sistem Informasi Pendaftaran Balita Dan Ibu Hamil Berbasis Website Pada Posyandu Flamboyan,” Jurnal Teknik Komputer, vol. 8, no. 1, pp. 69–73, Dec. 2022, doi: 10.31294/jtk.v8i1.11536.

R. D. Yuliani, “Perancangan Sistem Informasi Pelayanan pada Posyandu di Dusun Glagah, Mertoyudan,” Restorica: Jurnal Ilmiah Ilmu Administrasi Negara dan Ilmu Komunikasi, vol. 8, no. 2, pp. 32–36, Dec. 2022, doi: 10.33084/restorica.v8i2.3631.

S. Fatimah, A. Abdullah, and A. Harris, “Analisis partisipasi ibu balita dalam pemanfaatan Posyandu di wilayah Puskesmas Kota Banda Aceh,” Jurnal SAGO Gizi dan Kesehatan, vol. 1, no. 2, p. 185, Dec. 2020, doi: 10.30867/gikes.v1i2.414.

U. Fadlilah, G. Ariyanto, S. R. Hartono, E. T. Kurniawan, and S. Husein, “Peningkatan Kinerja Kader Posyandu dan Kualitas Pelayanan di Posyandu Lestari,” Warta LPM, vol. 23, no. 1, pp. 10–23, Dec. 2020, doi: 10.23917/warta.v23i1.8773.

Rajudin, “Perkuat Posyandu, Dinkes Cilegon gelar rakor Pokjanal,” Jul. 24, 2024, Radar Banten. Accessed: Jul. 24, 2024. [Online]. Available: https://www.radarbanten.co.id/2024/07/24/perkuat-posyandu-dinkes-cilegon-gelar-rakor-pokjanal/

A. D. Putra, T. Pratiwi, and F. Asharudin, “Sistem Informasi Posyandu Dusun Pelemgede Desa Sodo Kecamatan Paliyan Kabupaten Gunungkidul,” Information System Journal, vol. 5, no. 1, pp. 7–12, Dec. 2022, doi: 10.24076/infosjournal.2022v5i1.367.

E. Rahmawati, “Optimasi Layanan Posyandu Melalui Sistem Informasi Berbasis Web dengan Metode Extreme Programming,” Jurnal Teknologi Informatika dan Komputer, vol. 10, no. 2, pp. 550–566, Dec. 2024, doi: 10.37012/jtik.v10i2.2268.

R. Wati, “Sistem Antrian Pelayanan Pasien pada Puskesmas Kelurahan Setiabudi Jakarta Selatan dengan Menggunakan Metode Waiting Line,” Jurnal Techno Nusa Mandiri, vol. 14, no. 2, pp. 91–96, 2017, doi: https://doi.org/10.33480/techno.v14i2.190.

M. N. Khasanah and Y. P. Astuti, “Analisis Sistem Antrian pada Optimalisasi Pelayanan Pasien di Pusat Kesehatan Masyarakat,” MATHunesa: Jurnal Ilmiah Matematika, vol. 10, no. 1, pp. 170–179, Dec. 2022, doi: 10.26740/mathunesa.v10n1.p170-179.

M. Osniman and R. Marcellinus, “Model Aljabar Max-Plus pada Sistem Antrian Pelayanan Penerbitan Surat Izin Usaha Perdagangan Bahan Berbahaya,” Asimtot : Jurnal Kependidikan Matematika, vol. 1, no. 2, pp. 139–146, Dec. 2019, doi: 10.30822/asimtot.v1i2.280.

R. R. Sakta, Y. YANITA, and M. R. HELMI, “Aljabar Max-Plus Serta Aplikasinya pada Sistem Antrian,” Jurnal Matematika UNAND, vol. 11, no. 4, pp. 271–283, Dec. 2022, doi: 10.25077/jmua.11.4.271-283.2022.

T. Sulistyaningsih, Siswanto, and Pangadi, “Petri Net Model and Max-Plus Algebra on Queue in Clinic UNS Medical Center,” J Phys Conf Ser, vol. 1494, no. 1, p. 12004, Dec. 2020, doi: 10.1088/1742-6596/1494/1/012004.

S. A. Nurdin, L. Yahya, I. K. Hasan, and N. Nurwan, “Model antrian pelayanan terhadap nasabah Bank BRI menggunakan Petri net dan aljabar max–plus,” Research in the Mathematical and Natural Sciences, vol. 2, no. 2, pp. 57–63, 2023, doi: https://doi.org/10.55657/rmns.v2i2.106.

Z. Sya’diyah, “Max Plus Algebra Application In Air Defence Systems,” Jurnal Derivat: Jurnal Matematika dan Pendidikan Matematika, vol. 12, no. 2, pp. 237–244, Dec. 2025, doi: 10.31316/j.derivat.v12i2.8357.

I. N. Khairina, Q. Q. A’yun, and H. Sandariria, “Aplikasi Aljabar Max-Plus dan Petri Net dalam Penentuan Waktu Optimal Produksi Tempe di Pabrik Tempe Asli Hb Samarinda,” Journal of Mathematics Education and Science, vol. 8, no. 1, pp. 38–49, Dec. 2025, doi: 10.32665/james.v8i1.4170.

H. Mursyidah and Subiono, “Eigenvalue, eigenvector, eigenmode of reducible matrix and its application,” 2017, p. 20044. doi: 10.1063/1.4994447.

Y. Nishida, S. Watanabe, and Y. Watanabe, “On the vectors associated with the roots of max-plus characteristic polynomials,” Applications of Mathematics, vol. 65, no. 6, pp. 785–805, Dec. 2020, doi: 10.21136/AM.2020.0374-19.

Siswanto, V. Y. Kurniawan, Pangadi, and S. B. Wiyono, “Characteristic polynomial of matrices over interval max-plus algebra,” 2021, p. 20033. doi: 10.1063/5.0039779.

R. Davidrajuh, Petri Nets for Modeling of Large Discrete Systems. Springer Singapore, 2021. doi: 10.1007/978-981-16-5203-5.

C. G. Cassandras and S. Lafortune, “Petri Nets,” in Introduction to Discrete Event Systems, Springer International Publishing, 2021, pp. 259–302. doi: 10.1007/978-3-030-72274-6_4.




DOI: https://doi.org/10.37905/euler.v14i1.35889

Refbacks

  • There are currently no refbacks.


Copyright (c) 2026 Syarif Abdullah, Himmatul Mursyidah, Ferdian Bangkit Wijaya, Miftahul Huda, Sri Istiyarti Uswatun Chasanah, Nadia Eka Nursafitri, Dinda Dwi Anugrah Pertiwi

Creative Commons License
This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License.


Euler : Jurnal Ilmiah Matematika, Sains dan Teknologi has been indexed by:


 EDITORIAL OFFICE OF EULER : JURNAL ILMIAH MATEMATIKA, SAINS, DAN TEKNOLOGI

 Department of Mathematics, Faculty of Mathematics and Natural Science, Universitas Negeri Gorontalo
Jl. Prof. Dr. Ing. B. J. Habibie, Tilongkabila, Kabupaten Bone Bolango 96554, Gorontalo, Indonesia
 Email: [email protected]
 +6287777-586462 (WhatsApp Only)
 Euler : Jurnal Ilmiah Matematika, Sains dan Teknologi (p-ISSN: 2087-9393 | e-ISSN:2776-3706) by Department of Mathematics Universitas Negeri Gorontalo is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License.  Powered by Public Knowledge Project OJS.