Poultry Disease Detection Simulation using Case-Based Reasoning based on Nearest Neighbor Retrieval
Abstract
Tujuan: Mendeteksi penyakit unggas (ayam) dan memberikan solusi alternatif dengan simulasi sistem. Sehingga dapat memberikan kontribusi dalam pengembangan teknologi bidang peternakan.
Perancangan/metode/pendekatan: Penelitian ini menggunakan metode Case-Based Reasoning (CBR). Metode CBR menggunakan rule-based dalam penyelesaian masalah (khususnya deteksi penyakit ayam). Selain itu, retrieve pada CBR menggunakan metode Nearest Neighbor Retrieval dalam mencari kemiripan berdasarkan bobot yang diberikan. Hasil: Simulasi sistem mampu mendeteksi penyakit unggas dengan nilai similarity kasus percobaan yang diujikan sebesar 69,3% dan percobaan gejala lain memiliki similarity sebesar 99.9%. Hal ini ditunjukkan dalam proses deteksi sistem dan perhitungan perhitungan manualnya. Keaslian/ state of the art: Penelitian ini menggunakan CBR-Nearest Neighbor Retrieval berdasarkan rule dan kemiripan kasus yang ada.
Keywords
Full Text:
PDFReferences
Z. Achmad Faisal, “Sistem Pakar Diagnosa Penyakit Ayam Petelur Menggunakan Metode Case Based Reasoning Berbasis Web,” JATI (Jurnal Mhs. Tek. Inform., vol. 3, no. 2, pp. 126–132, 2019, doi: 10.36040/jati.v3i2.882.
M. Muqorobin, P. B. Utomo, M. Nafi’Uddin, and K. Kusrini, “Implementasi Metode Certainty Factor pada Sistem Pakar Diagnosa Penyakit Ayam Berbasis Android,” Creat. Inf. Technol. J., vol. 5, no. 3, p. 185, 2019, doi: 10.24076/citec.2018v5i3.198.
B. H. Hayadi et al., “Expert System of Quail Disease Diagnosis using Forward Chaining Method,” Indones. J. Electr. Eng. Comput. Sci., vol. 5, no. 1, p. 206, Jan. 2017, doi: 10.11591/ijeecs.v5.i1.pp206-213.
L. Riyadi, “Sistem Pakar Diagnosa Penyakit Ayam Berbasis Web Menggunakan Metode Forward Dan Backword Chaining,” J. Sist., vol. 5, no. 3, pp. 29–35, 2016.
D. Yulianto, I. Idris, I. Wasiso, and K. Kusrini, “Implementasi Metode Certainty Factors Pada Sistem Pakar Diagnosis Penyakit Ayam Berbasis Web,” J. Comput. Inf. Syst. Technol. Manag., vol. 3, no. 1, pp. 16–23, 2020.
I. G. A. N. Panji Palguna and L. G. Astuti, “Design and Development of Poultry Disease Classification with Certainty Factor Method,” JELIKU (Jurnal Elektron. Ilmu Komput. Udayana), vol. 8, no. 3, p. 305, Jan. 2020, doi: 10.24843/JLK.2020.v08.i03.p13.
I. F. Rozi, Y. Pramitarin, and K. Patriastiwi, “Pengembangan Sistem Deteksi Dini Penyakit Pada Ayam Pullet dengan Fuzzy Expert System dan Certainty Factor,” in Seminar Informatika Aplikatif Polinema (SIAP), 2017, pp. 1–9.
S. Saifullah, “Fuzzy-AHP approach using Normalized Decision Matrix on Tourism Trend Ranking based-on Social Media,” J. Inform., vol. 13, no. 2, pp. 16–23, Jul. 2019, doi: 10.26555/jifo.v13i2.a15268.
S. Rohajawati and R. Supriyati, “SISTEM PAKAR: DIAGNOSIS PENYAKIT UNGGAS DENGAN METODE CERTAINTY FACTOR,” CommIT (Communication Inf. Technol. J., vol. 4, no. 1, p. 41, May 2010, doi: 10.21512/commit.v4i1.534.
M. Syahputra, S. Defit, and S. Sumijan, “Syahputra Sistem Pakar Metode Case Based Reasoning Untuk Mengidentifikasi Penyakit Psoriasis,” J. Sistim Inf. dan Teknol., vol. 3, pp. 7–10, 2020, doi: 10.37034/jsisfotek.v3i1.95.
E. B. Belachew and H. K. Tamiru, “Chronic Kidney Disease Diagnosis Model Based on Case Based Reasoning,” Int. J. Eng. Adv. Technol., vol. 9, no. 2, pp. 2738–2743, 2019, doi: 10.35940/ijeat.b3624.129219.
I. Nugraha and M. Siddik, “Penerapan Metode Case Based Reasoning ( CBR ) Dalam Sistem Pakar Untuk Menentukan Diagnosa Penyakit Pada Tanaman Hidroponik,” vol. 2, no. 2, pp. 91–96, 2020.
B. K. N. Rao, “Case-based reasoning (CBR) in Condition Monitoring & Diagnostic Engineering Management (COMADEM): A literature survey,” Int. J. COMADEM, vol. 20, no. 1, pp. 15–22, 2017.
S. A. Rahman and S. Sumijan, “Sistem Pakar Menggunakan Metode Case Based Reasoning dalam Akurasi Penyakit Disebabkan oleh Bakteri Staphylococcus Aureus,” J. Sistim Inf. dan Teknol., vol. 3, pp. 7–10, 2020, doi: 10.37034/jsisfotek.v3i1.94.
Z. Achmad Faisal, “SISTEM PAKAR DIAGNOSA PENYAKIT AYAM PETELUR MENGGUNAKAN METODE CASE BASED REASONING BERBASIS WEB,” JATI (Jurnal Mhs. Tek. Inform., vol. 3, no. 2, pp. 126–132, Sep. 2019, doi: 10.36040/jati.v3i2.882.
R. M. Candra and J. S. Wirman, “Sistem Diagnosa Kegagalan dalam Budidaya Ikan Konsumsi Air Tawar dengan Menggunakan Metode Case Based Reasoning,” J. Sains, Teknol. dan Ind., vol. 14, no. 2, pp. 144–149, 2017.
Pudjiatmoko et al., Manual Penyakit Unggas, 2nd ed. Jakarta: Subdit Pengamatan Penyakit Hewan Kementerian Pertanian Direktorat Jenderal Peternakan dan Kesehatan Hewan, 2014.
P. A. Barrow and O. C. Freitas Neto, “Pullorum disease and fowl typhoid-new thoughts on old diseases: A review,” Avian Pathol., vol. 40, no. 1, pp. 1–13, 2011, doi: 10.1080/03079457.2010.542575.
A. L. del P. Celis-Estupiñan et al., “Further investigations on the epidemiology of fowl typhoid in Brazil,” Avian Pathol., vol. 46, no. 4, pp. 416–425, 2017, doi: 10.1080/03079457.2017.1299922.
D. P. Blake et al., “Re-calculating the cost of coccidiosis in chickens,” Vet. Res., vol. 51, no. 1, pp. 1–14, 2020, doi: 10.1186/s13567-020-00837-2.
H. Sun et al., “Selection of Avibacterium paragallinarum Page serovar B strains for an infectious coryza vaccine,” Vet. Immunol. Immunopathol., vol. 199, no. April, pp. 77–80, 2018, doi: 10.1016/j.vetimm.2018.04.001.
R. S. A. Khan, S. Sajid, M. Habib, W. Ali, M. Salah-ud-Din Shah, and M. Sarfraz, “History of Gumboro (infectious bursal disease) in Pakistan,” Saudi Pharm. J., vol. 25, no. 4, pp. 453–459, 2017, doi: 10.1016/j.jsps.2017.04.005.
T. Khenenou, M. Bougherara, M. Melizi, and R. Lamraoui, “Histomorphological Study of the Bursae of Fabricius of Broiler Chickens during Gumboro Disease in Algeria Area,” Glob. Vet., vol. 18, no. 2, pp. 132–136, 2017, doi: 10.5829/idosi.gv.2017.132.136.
L. D. Bertzbach, A. M. Conradie, Y. You, and B. B. Kaufer, “Latest insights into Marek’s disease virus pathogenesis and tumorigenesis,” Cancers (Basel)., vol. 12, no. 3, 2020, doi: 10.3390/cancers12030647.
M. Kang, S. Y. Cha, and H. K. Jang, “Tropism and infectivity of duck-derived egg drop syndrome virus in chickens,” PLoS One, vol. 12, no. 5, pp. 1–11, 2017, doi: 10.1371/journal.pone.0177236.
Refbacks
- There are currently no refbacks.