Sistem Pakar Diagnosis Kondisi Koloni Lebah Madu (Apis Cerana) Menggunakan Metode Certainty Factor
DOI:
https://doi.org/10.70340/jirsi.v5i3.564Keywords:
Expert System, Certainty Factor, Web-Based System, Colony Condition DiagnosisAbstract
Apis cerana honey bee cultivation in Indonesia faces a major constraint of limited access to expert apiculturists for fast and accurate colony condition diagnosis. The manual and subjective diagnostic process creates uncertainty because one symptom can indicate multiple possible conditions. This research aims to develop a web-based expert system using the Certainty Factor (CF) method to diagnose Apis cerana honey bee colony conditions. The research methodology follows the Expert System Development Life Cycle (ESDLC) consisting of four stages: intelligence, design, selection, and implementation. The resulting knowledge base consists of 15 symptoms, 5 colony conditions, 5 IF-THEN rules, and a CF value matrix. The results show that the developed expert system achieved 100% accuracy when tested on 20 colony samples compared to expert diagnosis. All system functions performed according to specifications based on black box testing of nine scenarios. The system displays diagnostic ranking with confidence levels in percentages and provides a CF Combine calculation detail feature for diagnostic process transparency. Expert validation results state that the system is feasible for use as a diagnostic tool. This system provides a practical solution for farmers in various locations to diagnose colony conditions independently, quickly, and in a standardized manner.
Downloads
References
I Made Subrata, I Dewa Putu Juwana, I Made Surat, and I Wayan Sumandya, “PKM KELOMPOK TERNAK LEBAH MADU (APIS CERANA) DALAM PENINGKATAN KESEJAHTERAAN KELOMPOK DI DESA BAHA,” Jurnal Pengabdian Kepada Masyarakat Widya Mahadi, vol. 4, no. 1, pp. 112–121, Dec. 2023, doi: 10.59672/widyamahadi.v4i1.3392.
M. S. Purba, J. S. A. Lamerkabel, and J. A. Patty, “Karakter Morfologi dan Morfometrik Lebah Sosial (Aphidae) di Pertanian Organik BEEMA HONEY Bogor,” JURNAL PERTANIAN KEPULAUAN, vol. 7, no. 2, pp. 97–103, Oct. 2023, doi: 10.30598/jpk.2023.7.2.97.
I. Panangian Sinaga, A. A. Soebroto, and I. Cholissodin, “Sistem Pakar untuk Diagnosis Penyakit Ayam menggunakan Metode Certainty Factor (Studi Kasus: Balai Besar Pelatihan Peternakan Batu),” Jurnal Pengembangan Teknologi Informasi dan Ilmu Komputer, vol. 6, no. 6, pp. 2704–2714, 2022, [Online]. Available: http://j-ptiik.ub.ac.id
D. Alpiana and A. Pambudi, “DIAGNOSIS PENYAKIT HEWAN TERNAK DOMBA MENGGUNAKAN ALGORITMA CERTAINTY FACTOR,” Bit (Fakultas Teknologi Informasi Universitas Budi Luhur), vol. 20, no. 2, pp. 113–122, 2023.
P. K. Astuti, B. Hegedűs, A. Oleksa, Z. Bagi, and S. Kusza, “Buzzing with Intelligence: Current Issues in Apiculture and the Role of Artificial Intelligence (AI) to Tackle It,” Jun. 01, 2024, Multidisciplinary Digital Publishing Institute (MDPI). doi: 10.3390/insects15060418.
Z. Ahsan, F. Haouala, and M. Rejili, “From Hive Sensors to Environmental DNA: Toward a Systems Biology Framework for Honeybee-Based Early Warning of Colony and Ecosystem Health,” Insects, vol. 17, no. 7, p. 660, Jun. 2026, doi: 10.3390/insects17070660.
A. Liang, “Developing a Multimodal System for Bee Object Detection and Health Assessment,” IEEE Access, vol. 12, pp. 158703–158713, 2024, doi: 10.1109/ACCESS.2024.3464559.
M. R. Setyawan, ; Fajar, R. B. Putra, and L. J. Fakhri, “Comparison of Accuracy Level of Certainty Factor Method and Bayes Theorem on Cattle Disease,” ILKOM Jurnal Ilmiah, vol. 16, no. 3, pp. 343–355, 2024, doi: 10.33096/ilkom.v16i3.2290.343-355.
I. Setiawan and Santoso, “PENGEMBANGAN SISTEM PAKAR BERBASIS CERTAINTY FACTOR UNTUK DIAGNOSIS HAMA DAN PENYAKIT TANAMAN HORTIKULTURA: STUDI KASUS PADA TANAMAN CABAI DAN BAWANG MERAH,” Jurnal LOGITEC (Logistik, Teknologi, dan E-commerce), vol. 1, no. 1, pp. 34–40, 2025.
F. Suyantoputri, F. Suyantoputri, Y. Umaidah, and R. Mayasari, “SISTEM PAKAR MENDIAGNOSA PENYAKIT GIGI MENGGUNAKAN METODE FORWARD CHAINING BERBASIS WEBSITE,” Jurnal Informatika dan Teknik Elektro Terapan, vol. 13, no. 1, Jan. 2025, doi: 10.23960/jitet.v13i1.5743.
H. Syahputra and D. Monica Syafindy, “SISTEM PAKAR DIAGNOSA PENYAKIT HEPATITIS DENGAN MENGGUNAKAN METODE CERTAINTY FACTOR,” Jurnal Sains Informatika Terapan (JSIT) E-ISSN, vol. 2, no. 1, pp. 45–50, 2023, Accessed: Jun. 03, 2026. [Online]. Available: https://paperity.org/p/343071253/sistem-pakar-diagnosa-penyakit-hepatitis-dengan-menggunakan-metode-certainty-factor
N. Kholilah, S. Rahman, and D. Prasetyo Utomo, “SISTEM PAKAR DIAGNOSA PENYAKIT PADA TANAMAN JAGUNG MENGGUNAKAN METODE CERTAINTY FACTOR,” Jurnal Ilmiah Informatika dan Komputer, vol. 2, no. 1, 2023, [Online]. Available: https://ojs.unsiq.ac.id/index.php/biner
M. Intan Pertiwi, M. Rifky Kholilurrohman, and N. Kyesa Tamarussal, “Expert System for Early Detection of Postpartum Complications Using Certainty Factor Method,” 2025. [Online]. Available: http://jurnal.polibatam.ac.id/index.php/JAIC
L. Fauzyah and A. S. Purnomo, “Sistem Pakar Diagnosa Penyakit Gigi Menggunakan Metode Naive Bayes,” Jurnal Teknik Informatika dan Sistem Informasi, vol. 12, no. 3, pp. 116–128, 2025, [Online]. Available: http://jurnal.mdp.ac.id
B. Hendrik and Resnawita, “Sistem Pakar Mendiagnosa Penyakit Demam Berdarah Menggunakan Metode Certainty Factor,” ournal of Information System and Education Development, vol. 1, no. 3, pp. 26–30, 2023.
M. G. A. Awidani, E. Rianti, and S. N. Rahman, “Penerapan Metode Certainty dalam Deteksi Penyakit Sapi Potong,” Jurnal KomtekInfo, pp. 47–55, Jun. 2023, doi: 10.35134/komtekinfo.v10i2.347.
S. Wahyuni and P. M. Hasugian, “Sistem Pakar Mendiagnosa Penyakit Ayam Kampung Menggunakan Metode Certainty Factor,” Jurnal Sains dan Teknologi, vol. 3, no. 2, pp. 60–65, 2022, Accessed: May 31, 2026. [Online]. Available: https://ejournal.sisfokomtek.org/index.php/saintek/article/view/212/205
S. Maryana and D. Suhartini, “Implementasi Certainty Factor Untuk Diagnosa Penyakit Sapi,” CHAIN : Journal of Computer Technology, vol. 1, no. 1, 2023.
Downloads
Published
Issue
Section
License
Copyright (c) 2026 ukhti salsabila, Agus Sidiq Purnomo

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







