Sistem Pakar Diagnosis Penyakit Ayam Petelur Program Gayatri Menggunakan Certainty Factor dan Chatbot AI Berbasis Web
-
Ahmad Fahmi Abdillah
*
Universitas Pamulang,Tangerang Selatan,
Indonesia
- Muhamad Rosdiana Universitas Pamulang,Tangerang Selatan, Indonesia (*) Corresponding Author
Abstract
Limited access to information and expert assistance in identifying diseases in laying hens can hinder early diagnosis and disease management among farmers participating in the Gayatri Program in Bojonegoro Regency. This study aims to develop a web-based expert system to support the early diagnosis of diseases in laying hens using the Certainty Factor (CF) method and to provide an AI chatbot as an additional consultation medium. The developed system, TANGKAS, utilizes a knowledge base consisting of 7 diseases and 18 clinical symptoms. The CF method employs Measure of Belief (MB) and Measure of Disbelief (MD) values to determine the level of confidence in a disease based on symptoms provided by users. The system was developed using the Waterfall method and evaluated through Black Box Testing, White Box Testing, diagnostic accuracy testing, and User Acceptance Testing (UAT). Testing on 46 cases showed that 42 cases produced diagnoses consistent with the comparison results, resulting in an accuracy rate of 91.30%. UAT involving 30 respondents yielded an acceptance score of 82.53%, categorized as highly feasible. The contribution of this study lies in integrating CF as the diagnostic inference engine with an AI chatbot based on a Large Language Model as an additional consultation medium within a single web-based system to support early diagnosis and provide health information for laying hens in the Gayatri Program.
Downloads
References
Afandi, A., & Efendi, D. M. (2021). Sistem Pakar Forward Chaining , Fuzzy-Max Dan Certainty Factor Ayam Pedaging. Jurnal Informatika, 21(1), 65–73. https://doi.org/10.30873/ji.v21i1.2870
Agustin, Y. H., Mulyani, A., & Sopandi, P. (2024). Implementasi Metode Certainty Faktor Pada Sistem Diagnosa Penyakit Ayam Pedaging (Broiler). Jurnal Algoritma, 21(2), 332–342. https://doi.org/10.33364/algoritma/v.21-2.1526
Asyari, Rifky Hidayat, Ilham, Syahrul Hidayat, & Sarmila Putri. (2025). Design of an Expert System for Disease Diagnosis in Chickens using the Certainty Factor Method. Jurnal Inotera, 10(1), 55–61. https://doi.org/10.31572/inotera.Vol10.Iss1.2025.ID434
Evi Dewi Sri Mulyani, Teuku Mufizar, Yusuf Sumaryana, Sarmidi, & Robby Awaludin. (2023). Sistem Pakar Diagnosa Penyakit Pada Ayam Pedaging Berbasis Web Menggunakan Metode Certainty Factor (Vol. 12, Number 1). https://doi.org/10.36774/jusiti.v12i1.1275
Hamdhana, D. (2024). A Low Code Approach To Q&A On Care Records Using Flowise Ai With Llm Integration And Rag Method. JIPI (Jurnal Ilmiah Penelitian Dan Pembelajaran Informatika), 9(4), 2435–2445. https://doi.org/10.29100/jipi.v9i4.6978
Hindra Kurniawan, Adiguna Sasama W.U, & Tambunan, R. W. (2024). Potensi AI dalam Meningkatkan Kreativitas dan Literasi dalam Pembelajaran Bahasa Indonesia. JAMI: Jurnal Ahli Muda Indonesia, 5(1), 10–17. https://doi.org/10.46510/jami.v5i1.285
Ibnu Rochim, A., & Novaria, R. (2026). The Effect Of The Gayatrı Program (Independent Egg Layıng Chıcken Movement) On Poverty Reductıon In Malo Dıstrıct, Bojonegoro Regency. Asian Journal of Management, Entrepreneurship and Social Science, 6, 1308–1323. https://doi.org/10.63922/ajmesc.v6i03.1936
Madjid, A. F., Hardin, Suryani, A. I., GH, M., & Sadriani, A. (2024). Pelatihan Optimalisasi Desain Dan Manajemen Kandang Ayam Untuk Peningkatan Produktivitas Bagi Peternak Ayam Petelur. ABDI KIMIA: Jurnal Pengabdian Masyarakat, 1(2), 21–24. https://doi.org/10.26858/abdi.v1i2.2488
Meylia Dwi Lestari Harianja, & Suardi Yakub. (2024). Implementasi Sistem Pakar Untuk Mendiagnosa Penyakit Faringitis (Radang Tenggorokan) Menggunakan Metode Dempster Shafer. Jurnal Sistem Informasi TGD, 3(5), 773–781. https://doi.org/10.53513/jursi.v3i5.8399
Muhammad Ahsanu Qaulan, Wahyuni, & Pitrasacha Adytia. (2025). Pengembangan Chatbot Berbasis AI untuk Mendukung Pelayanan Perpustakaan. TEMATIK : Jurnal Teknologi Informasi Komunikasi (e-Jurnal), 12, 23–30. https://doi.org/10.38204/tematik.v12i1.2283
Novalia, E., Voutama, A., & Rizal, A. (2026). Transformasi Digital Diagnosis Penyakit GERD Melalui Sistem Pakar Menggunakan Certainty Factor. Jurnal Komputer Dan Elektro Sains, 4(1), 26–32. https://doi.org/10.58291/komets.v4i1.555
Pamungkas, C. A., & Lutfiyani, A. (2024). Sistem Informasi Kasir pada Usaha Serba Rasa Food Program Wirausaha Merdeka IPB University Berbasis Website Menggunakan Metode Waterfall. Jurnal Penelitian Inovatif, 4(2), 297–314. https://doi.org/10.54082/jupin.314
Prasetyo, R., Nugroho, A., & Sugandi, A. (2024). Meningkatkan Performa Frontend dengan Menggunakan Framework Next.Js dalam Pengembangan Website. Journal of Cyber Health and Computer, 2(2). https://doi.org/10.64163/jochac.v2i2.31
Putri Septiani Indah Pratiwi, MGhofar Rohman, & Miftahus Sholihin. (2023). Sistem Pakar Penyakit Telinga Menggunakan Metode Naïve Bayes. In Generation Journal (Vol. 7, Number 2). https://doi.org/10.29407/gj.v7i2.19991
Seri Lestari Br Nahampun, Mhd. Gilang Suryanata, & Ismawardi Santoso. (2021). Sistem Pakar Mendiagnosa Penyakit Infeksi Bronchitis Ayam Pada PT. Leong Ayam Menggunakan Metode Certainty Factor. Jurnal Cyber Tech, 4(3). https://doi.org/https://doi.org/10.53513/jct.v4i3.3811
Sri Wahyuni, & Paska Marto Hasugian. (2022). Sistem Pakar Mendiagnosa Penyakit Ayam Kampung Menggunakan Metode Certainty Factor. SAINTEK (Jurnal Sains Dan Teknologi), 3, 60–65. https://doi.org/10.55338/saintek.v3i2.212
Thabibi, H., Wati, S. F. A., & Rinjeni, T. P. (2025). Implementasi User Acceptance Testing (UAT) Pada Website E-Commerce UMKM BBhealthy. Adopsi Teknologi Dan Sistem Informasi (ATASI), 4(1), 19–26. https://doi.org/10.30872/atasi.v4i1.2904
Wahyuni, S., Wicaksono, A., & Suprayogi, A. (2022). Insidensi dan Risiko Penularan Avian Influenza pada Peternakan Ayam Petelur di Kabupaten Pinrang. Jurnal Ilmu Pertanian Indonesia, 27(3), 397–405. https://doi.org/10.18343/jipi.27.3.397
Zulham Ghinafikar, Muhammad Muzakky Mu’thy, & Muhammad Ainul Yaqin. (2025). Perbandingan Metode Agile dan Waterfall Berdasarkan Analisis Waktu Pengembangan Sistem. JENTIK : Jurnal Manajemen Teknologi Informatika, 3. https://doi.org/10.70038/jentik.v3i1.149
Bila bermanfaat silahkan share artikel ini
Berikan Komentar Anda terhadap artikel Sistem Pakar Diagnosis Penyakit Ayam Petelur Program Gayatri Menggunakan Certainty Factor dan Chatbot AI Berbasis Web
Copyright (c) 2026 Ahmad Fahmi Abdillah, Muhamad Rosdiana
This work is licensed under a Creative Commons Attribution 4.0 International License.
Authors who publish with this journal agree to the following terms:
- Authors retain copyright and grant the journal right of first publication with the work simultaneously licensed under Creative Commons Attribution 4.0 International License that allows others to share the work with an acknowledgment of the work's authorship and initial publication in this journal.
- Authors are able to enter into separate, additional contractual arrangements for the non-exclusive distribution of the journal's published version of the work (e.g., post it to an institutional repository or publish it in a book), with an acknowledgment of its initial publication in this journal.
- Authors are permitted and encouraged to post their work online (e.g., in institutional repositories or on their website) prior to and during the submission process, as it can lead to productive exchanges, as well as earlier and greater citation of published work (Refer to The Effect of Open Access).
