Development of an Intelligent System for Early Diagnosis of Diseases in Toddlers Using Forward Chaining and Dempster-shafer Integration

  • Yusuf Hendra Pratama Universitas Islam Al- Azhar, Mataram, Nusa Tenggara Barat, Indonesia
  • Firmansyah Universitas Islam Al- Azhar, Mataram, Nusa Tenggara Barat, Indonesia
  • Ahmad Arfin Universitas Islam Al- Azhar, Mataram, Nusa Tenggara Barat, Indonesia
Keywords: Toddler, Intelligent System, Early Diagnosis, Forward Chaining, Dempster-Shafer, Toddler Disease

Abstract

Toddlerhood is an important period in a child's growth and development. In this period children will be vulnerable to disease. There are several types of diseases that range in toddlers such as diarrhea, pneumonia, malaria, etc. The problems faced are the limited access and quality of health services in some areas where health costs are still relatively high, the availability of health workers is also not always available, and the lack of knowledge related to toddler health. So, a system is needed that can provide knowledge and first aid information related to the health of toddlers which is expected to help in reducing the mortality rate of toddlers, especially for the types of diseases that can cause death such as diarrhea, pneumonia and malaria. The methods used in this research are Forward Chaining and Dempster-shafer. The result of this research is an intelligent system that applies forward chaining and dempster-shafer methods to diagnose early diseases in toddlers. The test results carried out in this research show an accuracy value of 90% of 10 tests. The results of Blackbox and usability testing conducted also show that the developed system is as expected and feasible to use

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References

T. Andi and R. Mayefis, “Sistem Pakar Diagnosis Penyakit Pada Balita Dengan Metode Forward Chaining,” Matern. Child Heal. Care, vol. 4, no. 3, 2023.

A. Asiah, G. Yogisutanti, and A. I. Purnawan, “Asupan Mikronutrien dan Riwayat Penyakit Infeksi Pada Balita Stunting di UPTD Puskesmas Limbangan Kecamatan Sukaraja Kabupaten Sukabumi,” J. Nutr. Coll., vol. 9, no. 1, 2020.

R. N. Anjaswanti, R. Azizah, and A. Leonita, “Studi Meta-Analisis: Faktor Risiko Kejadian Pneumonia Pada Balita di Indonesia Tahun 2016-2021,” J. Community Ment. Heal. Public Policy, vol. 4, no. 2, 2022.

S. B. N. Suhada, C. Novianus, and I. R. Wilti, “Faktor-Faktor yang Berhubungan dengan Kejadian Ispa pada Balita di Puskesmas Cikuya Kabupaten Tangerang Tahun 2022,” Environ. Occup. Heal. Saf. J., vol. 3, no. 2, 2023.

C. Serón-Arbeloa et al., “Malnutrition Screening and Assessment,” Nutrients, vol. 14, no. 12, 2022.

L. Atamou, D. C. Rahmadiyah, H. Hassan, and A. Setiawan, “Analysis of the Determinants of Stunting among Children Aged below Five Years in Stunting Locus Villages in Indonesia,” Healthc., vol. 11, no. 6, 2023.

R. W. Willa and N. W. D. Adnnyana, “Faktor Risiko Kejadian Malaria pada Balita di Kecamatan Laura Kabupaten Sumba Barat Daya,” J. Ekol. Kesehat., vol. 10, no. 4, 2011.

R. Rahmayani, “Perancangan Aplikasi Sistem Pakar Pendeteksi Penyakit kulit pada Balita Menggunakan Metode Rapid Application Development,” JEKIN - J. Tek. Inform., vol. 2, no. 2, 2023.

E. P. Cynthia et al., “Application of K-Medoids Cluster Result with Particle Swarm Optimization (PSO) in Toddler Measles Immunization Cases,” in Journal of Physics: Conference Series, 2021, vol. 1933, no. 1.

Y. Abdul Karin, N. Aliya Arsyad, and J. Fitria Ningsih, “Tepid Sponging Dan Plester Kompres Terhadap Balita Yang Mengalami Demam,” J. Kebidanan Malahayati), vol. 8, no. 1, 2022.

Noni Selvia, Erlin Windia Ambarsari, and Nurfidah Dwitiyanti, “Korelasi Gejala Penyakit Flu Pada Anak Balita Dengan Menggunakan Algoritma Semut,” J. Inform. Dan Tekonologi Komput., vol. 2, no. 2, 2022.

D. H. Jayani, “10 Penyebab Utama Kematian Balita di Dunia,” Databoks, 2019. [Online]. Available: https://databoks.katadata.co.id/datapublish/2019/09/18/10-penyebab-utama-kematian-balita-di-dunia. [Accessed: 13-Mar-2023].

A. P. Anggraini, “4 Penyakit yang Sering Memicu Kematian Pada Anak,” Kompas.com, 2022. [Online]. Available: https://health.kompas.com/read/2022/06/06/080000668/4-penyakit-yang-sering-memicu-kematian-pada-anak?page=all. [Accessed: 30-Jun-2024].

B. P. Statistik, “Angka Kematian Balita (Under Five Mortality Rate/U5MR) Hasil Long Form SP2020 Menurut Provinsi, 2020,” Badan Pusat Statistik, 2023. [Online]. Available: https://www.bps.go.id/id/statistics-table/1/MjIxOCMx/angka-kematian-balita--under-five-mortality-rate-u5mr--hasil-long-form-sp2020-menurut-provinsi--2020.html. [Accessed: 13-Mar-2024].

D. P. A. U. Dini, Menjaga Kesehatan Anak Usia Dini. Jakarta: Kementerian Pendidikan dan Kebudayaan, 2020.

R. Sari and R. Y. Hayuningtyas, “Perancangan Sistem Informasi Pencatatan Gizi Balita Dengan Metode Forward Chaining,” EVOLUSI J. Sains dan Manaj., vol. 8, no. 2, 2020.

R. Surya Sukatma, A. Voutama, and R. Mayasari, “Sistem Pakar Deteksi Down Syndrome pada Balita Menggunakan Dempster Shafer dengen Penelusuran Forward Chaining,” J. Ilm. Wahana Pendidikan, Desember, no. 23, 2022.

M. H. Nasri, R. Anggara, N. Fadli, F. Fatimatuzzahra, and Y. H. Pratama, “Impelemntasi Metode Dempster Shafer Pada Diagnosis Penyakit di Provinsi Nusa Tenggara Barat,” J. Millenial Informatics, vol. 2, no. 1, 2024.

Y. Hendra Pratama and F. Firmansyah, “Sistem Pakar Diagnosa dan Troubleshooting Kerusakan Website Menggunakan Metode Dempster-shafer Expert System for Diagnosing and Troubleshooting Website Damage Using the Dempster-shafer Method,” J. Bumigora Inf. Technol., vol. 5, no. 1, pp. 31–42, 2023.

A. F. Juadon and I. Suharjo, “Sistem Pakar Mediagnosa Penyakit Diare pada Anak Usia 1-6 Tahun dengan Metode Forward Chaining,” J. Sos. Teknol., vol. 1, no. 4, 2021.

N. Elmi, R. Rolly, and A. Dermawan, “Application Of Expert System Using Forward Chaining Method For Web-based Diagnosis Of Child Diarrhea,” J. Tek. Inform., vol. 3, no. 3, pp. 553–562, 2022.

H. Herman, S. Sunardi, and V. Muslimah, “Metode Dempster Shafer pada Sistem Pakar Penentuan Penyakit Bayi,” JURIKOM (Jurnal Ris. Komputer), vol. 9, no. 5, 2022.

S. Ben Atitallah, M. Driss, W. Boulila, A. Koubaa, and H. Ben Ghézala, “Fusion of convolutional neural networks based on Dempster–Shafer theory for automatic pneumonia detection from chest X-ray images,” Int. J. Imaging Syst. Technol., vol. 32, no. 2, 2022.

E. Purwanti, D. R. Pangesti, A. Bakhtiar, and L. F. A. R. Cynthia, “Design android application to determine pneumonia levels based on Dempster Shafer method,” in AIP Conference Proceedings, 2020, vol. 2314.

Z. E. Fitri, F. P. Yunita, A. M. Nanda Imron, L. N. Sahenda, and A. M. Raharjo, “Combination of forward chaining and certainty factor methods for the early detection of Acute Respiratory Infections (ARI),” Eng. Appl. Sci. Res., vol. 50, no. 4, 2023.

J. Kuswanto and J. Dapiokta, “Penerapan Metode Forward Chaining untuk Diagnosa Penyakit Pneumonia,” J. UNITEK, vol. 15, no. 1, 2022.

R. M. Marusaha, D. Noviandri, and A. H. Lubis, “The Expert System of Determining the Type of Malaria by using Dempster-shafer Method,” Bull. Inf. Technol., vol. 4, no. 3, 2023.

R. M. Winahyu, I. K. Siregar, and M. Handayani, “Penerapan Artificial Intelligence dalam Mendiagnosa Penyakit Akibat Parasit Nyamuk Dengan Metode Dempster Shafer,” J-Com (Journal Comput., vol. 1, no. 2, 2021.

S. Ana, N. Yusliani, and K. J. Miraswan, “Expert System to Diagnose Disease in Toddlers Using Dempster Shafer Method,” Sriwij. J. Informatics Appl., vol. 2, no. 2, 2021.

A. Wahyudi, R. Efendi, and Y. Setiawan, “Perancangan Sistem Pakar Untuk Diagnosa Penyakit Pada Balita Menggunakan Metode Dempster-shafer,” J. Rekursif, vol. 6, no. 1, 2018.

J. C. D. Manu, S. A. S. Mola, and A. Fanggidae, “Sistem Pakar Mendiagnosa Penyakit pada Balita Usia 0 – 60 Bulan Menggunakan Metode Dempster-shafer,” J. Komput. dan Inform., vol. 8, no. 1, 2020.

M. T. Kalimatullah, S. Adi Wibowo, and K. Auliasari, “Analisa Perbandingan Metode Certainty Factor Dengan Dempster Shafer Pada Sistem Pakar Untuk Mendiagnosis Penyakit Balita Usia Kurang Dari 5 Tahun,” JATI (Jurnal Mhs. Tek. Inform., vol. 4, no. 1, 2020.

E. L. Tatuhey and Y. T. Saranga, “Aplikasi sistem pakar untuk mendeteksi gejala awal penyakit malaria menggunakan metode forward chaining,” Sensitif, 2022.

Published
2025-04-10
How to Cite
Pratama, Y. H., Firmansyah, F., & Arfin, A. (2025). Development of an Intelligent System for Early Diagnosis of Diseases in Toddlers Using Forward Chaining and Dempster-shafer Integration. Jurnal Sistem Cerdas, 8(1), 20 - 29. https://doi.org/10.37396/jsc.v8i1.469
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Articles