Sistem Pakar Diagnosa Penyakit Kura-Kura menggunakan Metode Forward Chaining
DOI:
https://doi.org/10.59024/jis.v4i2.2086Keywords:
Agile Method, Diagnose, Expert System, Forward Chaining, TurtleAbstract
Expert systems are widely applied in disease diagnosis, yet research on diagnosing turtle diseases remains limited, despite turtles being highly susceptible to bacterial, viral, and metabolic disorders that are difficult to identify due to non-specific symptoms. This study aims to design and build a web-based expert system for diagnosing turtle diseases using the Forward Chaining method. The system was developed using the Agile approach, covering literature study, expert data collection, system design, implementation, testing, and evaluation, and was built with PHP, MySQL, and Bootstrap. Knowledge data was obtained from interviews with experienced reptile veterinarians and relevant literature, resulting in three turtle diseases and ten symptoms compiled into an IF-THEN rule base. Black box testing showed that all eight test scenarios functioned as expected, indicating 100% system functionality. Accuracy testing by experts showed an accuracy rate of 88.89%. These findings indicate that the developed expert system can serve as a reliable preliminary diagnostic tool to support turtle owners, veterinarians, and conservation efforts.
References
Astuti, I., Sutarno, H., & Rasim. (2017). The expert system of children's digestive tract diseases diagnostic using combination of forward chaining and certainty factor methods. Proceeding - 2017 3rd International Conference on Science in Information Technology: Theory and Application of IT for Education, Industry and Society in Big Data Era (ICSITech 2017), 608–612. https://doi.org/10.1109/ICSITech.2017.8257185
AlFarsi, G., Tawafak, R. M., Malik, S. I., & Mathew, R. (2021). Heuristic and Meta Dendral systems: A review. In 2021 22nd International Arab Conference on Information Technology (ACIT). IEEE. https://doi.org/10.1109/ACIT53391.2021.9677414
Arendt, R., Kopczyński, A., & Spychalski, P. (2018). Centralized and distributed structures of intelligent systems for aided design of ship automation. In Advances in Intelligent Systems and Computing. Springer. https://doi.org/10.1007/978-3-319-67229-8_28
Babu, T., Nair, R. R., Rayar, P. V., Poornima, B. M., Komala, K. N., & Dharunkrishna, P. (2025). Forward chaining in expert systems: Application to medical diagnosis. In Proceedings of the 2025 12th International Conference on Computing for Sustainable Global Development (INDIACom 2025). https://doi.org/10.23919/INDIACom66777.2025.11115628
Bilen, M., Işik, A. H., & Yiǧit, T. (2017). Expert system software for domestic animals [Evcil Hayvanlar için mobil uzman sistem yazılımı]. In 2017 2nd International Conference on Computer Science and Engineering (UBMK 2017) (pp. 130–134). https://doi.org/10.1109/UBMK.2017.8093581
Blagoveschensky, I. G., Balykhin, M. G., Blagoveschenskaya, M. M., Logunova, N. Y., et al. (2021). Analysis of the use of expert systems for monitoring and forecasting production processes. Izvestiya Vysshikh Uchebnykh Zavedenii, Seriya Tekhnologiya Tekstil'noi Promyshlennosti. https://doi.org/10.47367/0021-3497_2021_1_106
Castro Cortés, A. A., Brieva, C., & Witte, C. (2022). Implications of wildlife trafficking on the health and conservation efforts of an endangered turtle species in Colombia. Conservation Science and Practice, 4(3). https://doi.org/10.1111/csp2.595
Chapman, P. A., Cribb, T. H., Flint, M., Traub, R. J., Blair, D., Kyaw-Tanner, M. T., & Mills, P. C. (2018). Spirorchiidiasis in marine turtles: The current state of knowledge. Diseases of Aquatic Organisms, 133(3), 217–245. https://doi.org/10.3354/dao03348
Hutapea, M. I., Jamaluddin, Silalahi, A. P., Nainggolan, M. L. W., & Simanullang, H. G. (2019). Developing an expert system of palm oil plant disease. In 2019 International Conference of Computer Science and Information Technology (ICoSNIKOM 2019). https://doi.org/10.1109/ICoSNIKOM48755.2019.9111540
Jabbar, H. K., & Khan, R. Z. (2015). Survey on development of expert system in the areas of medical, education, automobile and agriculture. In 2015 International Conference on Computing for Sustainable Global Development (INDIACom 2015).
Ketata, C., Satish, M. G., & Islam, M. R. (2006). Laying the foundation for pro-nature expert systems in petroleum engineering. In Proceedings of the 36th International Conference on Computers and Industrial Engineering (ICC&IE 2006).
Liang, J. (2026). Application analysis of artificial intelligence in the development of intelligent teaching system in colleges and universities. In Lecture Notes of the Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering (LNICST). Springer. https://doi.org/10.1007/978-3-032-18628-7_16
Munaiseche, C., Kaparang, D. R., & Rompas, P. (2018). An expert system for diagnosing eye diseases using forward chaining method. IOP Conference Series: Materials Science and Engineering, 306(1). https://doi.org/10.1088/1757-899X/306/1/012023
Nova, S. H., Widodo, A. P., & Warsito, B. (2022). Analisis metode Agile pada pengembangan sistem informasi berbasis website: Systematic literature review. Techno.Com, 21(1), 139–148. https://doi.org/10.33633/tc.v21i1.5659
Prastowo, W. D., Danianti, D., & Pramuntadi, A. (2023). Analisis risiko pada pengembangan perangkat lunak menggunakan metode Agile dan RAD. Citizen: Jurnal Ilmiah Multidisiplin Indonesia, 3(3), 169–174. https://doi.org/10.53866/jimi.v3i3.388
Ramirez, J. E. G., Valerio, M. K. A., Layug, J. R., et al. (2025). Application of expert systems with artificial intelligence in the medical field: A literature review. ASEAN Journal of Scientific and Technological Reports.
Reddy, B., & Fields, R. (2022). From past to present: A comprehensive technical review of rule-based expert systems from 1980–2021. In Proceedings of the 2022 ACM Southeast Conference (ACMSE 2022). ACM. https://doi.org/10.1145/3476883.3520211
Rothschild, B. M., Schultze, H. P., & Pellegrini, R. (2013). Osseous and other hard tissue pathologies in turtles and abnormalities of mineral deposition. In Vertebrate Paleobiology and Paleoanthropology (pp. 501–534). Springer. https://doi.org/10.1007/978-94-007-4309-0_27
Rukun, K., Hayadi, B. H., Mouludi, I., Lubis, A., Safril, & Jufri. (2017). Diagnosis of toddler digestion disorder using forward chaining method. In 2017 5th International Conference on Cyber and IT Service Management (CITSM 2017). https://doi.org/10.1109/CITSM.2017.8089230
Samarghitean, C., & Vihinen, M. (2008). Medical expert systems. Current Bioinformatics.
Sierra, E., Hossian, A., Rodríguez, D., García-Martínez, R., et al. (2008). Optimizing building's environments performance using intelligent systems. In Lecture Notes in Computer Science. Springer. https://doi.org/10.1007/978-3-540-69052-8_51
Sil, R., Roy, A., Bhushan, B., & Mazumdar, A. K. (2019). Artificial intelligence and machine learning based legal application: The state-of-the-art and future research trends. In Proceedings of the 2019 International Conference on Computing, Communication, and Intelligent Systems (ICCCIS 2019). IEEE. https://doi.org/10.1109/ICCCIS48478.2019.8974479
Supriyanto, G., Widiaty, I., Abdullah, A. G., & Mupita, J. (2018). Application of expert system for education. IOP Conference Series: Materials Science and Engineering, 434(1). https://doi.org/10.1088/1757-899X/434/1/012304
Tan, H. (2017). A brief history and technical review of the expert system research. IOP Conference Series: Materials Science and Engineering, 242(1). https://doi.org/10.1088/1757-899X/242/1/012111
Xiao, J., Wang, H., Zhang, R., Luan, P., Li, L., & Xu, D. (2009). The development of a general auxiliary diagnosis system for common disease of animal. In IFIP International Federation for Information Processing, 294, 953–958. https://doi.org/10.1007/978-1-4419-0211-5_19
Yadav, A. K., Shukla, R., & Singh, T. R. (2021). Machine learning in expert systems for disease diagnostics in human healthcare. In Machine Learning, Big Data, and IoT for Medical Informatics (pp. 179–200). Elsevier. https://doi.org/10.1016/B978-0-12-821777-1.00022-7
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