IMPLEMENTASI ALGORITMA FORWARD CHAINING PADA SISTEM PAKAR DIAGNOSA HAMA DAN PENYAKIT TANAMAN PISANG
Abstract
The management of banana pest and disease outbreaks in Ngada Regency since 2022 has been hindered by farmers' lack of knowledge about early detection of symptoms and the limited availability of agricultural extension workers, which accelerates the spread and increases losses in agricultural land. This study aims to develop a web-based expert system to assist farmers in diagnosing banana pests and diseases quickly and accurately. The research methods involved data collection through field observations, interviews with farmers and agricultural experts, and literature studies from relevant references. The system design employs the waterfall development model, which includes requirements analysis, system design, implementation, and testing. The knowledge base of the system is designed using the forward chaining algorithm with 9 types of diseases and 40 symptoms. Implementation results indicate that the system was successfully tested using the black-box method with a 100% success rate, while the usability and responsiveness aspects scored 98% based on user evaluations. In conclusion, the forward chaining algorithm serves as an effective methode to support the diagnosis of banana pests and diseases and to enhance farmers' knowledge, thereby reducing losses caused by pest and disease attacks.
References
[11] Y. Anggraini, M. Indra, M. Khoirusofi, I. N. Azis, and P. Rosyani, “Systematic Literature Review: Sistem Pakar Diagnosa Penyakit Gigi Menggunakan Metode Forward Chaining,” BINBINER : Jurnal Ilmu Komputer, Teknik dan Multimedia (INPRESS) , 2023, [Online]. Available: http://garuda.ristekdikti.go.id/
[12] M. R. Anwar, “Analysis of Expert System Implementation in Computer Damage Diagnosis with Forward Chaining Method,” International Transactions on Artificial Intelligence (ITALIC), vol. 1, no. 2, pp. 139–155, May 2023, doi: 10.33050/italic.v1i2.213.
[13] A. Tahir, D. Hendriyanto, A. Faizah, J. Anshory, and R. Harun, “Application of Forward Chaining and Rule-Based Reasoning Methods to Design an Expert System for Pregnant Women Disease Diagnosis in a Private Hospital,” Jurnal Informasi dan Teknologi, vol. 6, no. 1, pp. 93–98, Jan. 2024, doi: 10.60083/jidt.v6i1.480.
[14] G. Gustin and H. Marcos, “Sistem Pakar Diagnosis Penyakit Lambung Berdasarkan Gejala dan Citra Endoskopi Menggunakan Metode Forward Chaining dan CNN,” Jurnal Tekno Kompak, vol. 18, no. 2, p. 392, May 2024, doi: 10.33365/jtk.v18i1.3944.
[15] T. Sutopo and V. Khoiriyatin Nisa, “Sistem Pakar Diagnosa Penyakit pada Tanaman Pisang Mas Kirana dengan Pendekatan Fuzzy Logic Tsukamoto,” Jurnal Insan Unggul, vol. 11, no. 1, pp. 59–82, Mar. 2023, doi: 10.47926/jiu.2023.11.1.59-82.
[16] K. D. Goda and J. R. Bay, “Forward Chaining Method in Expert System for Diagnosing Pests and Plant Diseases: A Systematic Literature Review,” Journal of Artificial Intelligence and Engineering Applications (JAIEA), vol. 3, no. 3, pp. 870–875, Jun. 2024, doi: 10.59934/jaiea.v3i3.535.
[17] R. Maramba and A. Sidiq Purnomo, “Sistem Pakar Diagnosa Penyakit Tanaman Jagung Menggunakan Metode Forward Chaining,” RESOLUSI : Rekayasa Teknik Informatika dan Informasi, vol. 4, no. 4, p. 435, 2024, [Online]. Available: https://djournals.com/resolusi
[18] M. R. Adani, “Use Case Diagram: Definisi, Fungsi, 7 Simbol & Contohnya,” Sekawan Media. Accessed: Oct. 15, 2024. [Online]. Available: https://www.sekawanmedia.co.id/blog/use-case-diagram/
[19] A. Clara, “Activity Diagram: Contoh, Simbol dan Cara Membuatnya,” Telkom University. Accessed: Oct. 15, 2024. [Online]. Available: https://bce.telkomuniversity.ac.id/activity-diagram-contoh-simbol-dan-cara-membuatnya/
[20] R. Maulana, J. Prayoga, and A. Yasir, “Sistem Pakar Diagnosa Penyakit pada Tanaman Jeruk Menggunakan Metode Forward Chaining,” Warta Dharmawangsa, vol. 17, no. 4, pp. 1546–1563, Oct. 2023, doi: 10.46576/wdw.v17i4.3806.
