Unmanned aerial vehicle classification and detection system based on deep learning, internet of military things, and PID control system
DOI:
https://doi.org/10.58524/app.sci.def..v2i3.439Keywords:
Air Defense, Flask, MIT APP Inventor, Telegram, YOLOv8Abstract
Indonesia is an archipelagic country situated between two continents and two oceans. With numerous islands, it is rich in natural resources but faces various military and non-military threats. One significant threat to maritime nations like Indonesia is from the air, which includes direct attacks from manned and unmanned aircraft and using aerial vehicles for intelligence and surveillance. The primary weapon system is crucial for national defense against such threats. Therefore, developing defense equipment in Indonesia must align with technological advancements to ensure quick and efficient operation. This research focuses on creating a classification and reconnaissance system for flying vehicles to enhance air defense capabilities. In the surveillance system, two servos are used for yaw and pitch axes, controlled by a Proportional, Integrative, and Derivative (PID) system. This PID control significantly improves servo movement both dynamically and statically. The system sends notifications via Telegram for monitoring, with an average FPS of 9.6. Flask is used for the website interface, averaging 6.8 FPS, and MIT App Inventor is used for the smartphone interface, averaging 7.6 FPS. This flying vehicle classification and reconnaissance system enhances Indonesia's air defense, utilizing YOLOv8 for classification, PID control for servo movements, and integrated notifications and interfaces for both web and smartphones.
References
Andréfouët, S., Paul, M., & Farhan, A. R. (2022). Indonesia’s 13558 islands: A new census from space and a first step towards a One Map for Small Islands Policy. Marine Policy, 135, 104848. https://doi.org/10.1016/j.marpol.2021.104848
Bakri, A. R. (2021). Implementasi intrusion detection system(ids)menggunakan telegram sebagai media notifikasi. Jurnal Informatika dan Sistem Informasi. https://api.semanticscholar.org/CorpusID:249899656
Bing, L., Gu, Y., Hu, L., Bowen, L., Lihua, Y., Wang, J., & Yin, Y. (2023). Ultra reliability and massive connectivity provision in integrated internet of military things (IoMT) based on tactical datalink. Defence Technology, 33, 386-398. https://doi.org/10.1016/j.dt.2023.09.016
Coburn, J. (2020). Getting Started with Flask. In Build Your Own Car Dashboard with a Raspberry Pi (pp. 143–170). Apress. https://doi.org/10.1007/978-1-4842-6080-7_6
Fahriannur, A., & Siswanto, M. (2017). Sistem Tracking Obyek Berbasis Algoritma Optical Flow Menggunakan Kamera Pan-Tilt. Seminar Nasional Hasil Penelitian Tahun 2017. https://publikasi.polije.ac.id/index.php/prosiding/article/view/780
Huffaker, J. D., Barker, C. K., Brown, D. M., Chesley, D. E., Clark, T. R., Dockery, D., Farthing, C. L., Griffith, K. A., Ho, M. T., Hutton, S. T., Juarez, J. C., Krichene, H., Mule, J. N., O’Haver, K. W., Phillips, S. A., Ricciardi, G. F., & Talisa, S. H. (2020). Sensors and Communications Systems. Johns Hopkins APL Technical Digest, 35(2), 123-146. https://api.semanticscholar.org/CorpusID:220126715
Ismail, M. S., Ahmad, A., Ismail, S., & Yusop, N. M. M. (2022). A review on Unmanned Aerial Vehicle (UAV) threats assessments. AIP Conference Proceedings, 2617(2022), 050007. https://doi.org/10.1063/5.0119703
Khan, F. R., Muhabullah, Md., Islam, R., Monirujjaman Khan, M., Masud, M., Aljahdali, S., Kaur, A., & Singh, P. (2021). A Cost-Efficient Autonomous Air Defense System for National Security. Security and Communication Networks, 2021, 1–10. https://doi.org/10.1155/2021/9984453
Khansa, A., Hemas, K. D., & Moses, G. R. P. (2021). Archipelago Insights as Efforts to Establish National Geostrategic Resilience: A Literature Review. Preprints 2021, 2021050154. https://doi.org/10.20944/preprints202105.0154.v1
Khawaja, W. A. G., Ezuma, M., Semkin, V., Erden, F., Ozdemir, O., & Guvenc, I. (2022). A Survey on Detection, Tracking, and Classification of Aerial Threats using Radars and Communications Systems. https://api.semanticscholar.org/CorpusID:253708184
Nosach, A. V. (2019). Factor system for the determination of offences against the sovereignty and territorial integrity of Ukraine. Uzhhorod National University Herald. Series: Law, 58(2), 110–115. https://doi.org/10.32782/2307-3322.58-2.24
Paliz Ochoa, P. X., Acosta Bedon, J. F., Tiuma, A., & Bravo, M. (2022). Advances in air defense systems. Athenea, 15–25. https://doi.org/10.47460/athenea.v3i9.42
Piekarski, M., & Wojtasik, K. (2022). Protection of Polish critical infrastructure (CI) against air threats. Security and Defence Quarterly. https://doi.org/10.35467/sdq/147676
Relan, K. (2019). Beginning with Flask. In Building REST APIs with Flask (pp. 1–26). Apress. https://doi.org/10.1007/978-1-4842-5022-8_1
Renuka, N., Panneer Selvam, M., Ponmurugan, P., Kiruthika, S., Selvam, N., & Kannan, N. (2023). Automated Email Notifications and Security Monitoring for Cloud Storage Access using Cloud Function. 2023 3rd International Conference on Innovative Mechanisms for Industry Applications (ICIMIA), 1205–1210. https://doi.org/10.1109/ICIMIA60377.2023.10425959
Rosłan, G. (2023). A description of military threats to poland’s air safety. Humanities and Social Sciences Quarterly, 30(3), 117–126. https://doi.org/10.7862/rz.2023.hss.31
Saptono, E., Sudarya, A., & Pudjiatmoko, S. (2022). The synergy of human resources management between the regional governments of the Riau Islands Province with elements of defense in facing nonmilitary threats. Technium Social Sciences Journal, 27, 546–555. https://doi.org/10.47577/tssj.v27i1.5426
Sholahuddin, M. R., Atqiya, F., Wulan, S. R., Harika, M., Fitriani, S., & Sofyan, Y. (2023). Implementasi Sistem Identifikasi Senjata Real Time Menggunakan YOLOv7 dan Notifikasi Chat Telegram. Journal of Information System Research (JOSH), 4(2), 598–606. https://doi.org/10.47065/josh.v4i2.2774
Sunardi, Widodo, A. M., Putra, K. T., Darmarjati, C., & Prayitno. (2022). Design of IoT-Based Control System Using Fuzzy Inference System. Jurnal Polimesin, 20(2). http://dx.doi.org/10.30811/jpl.v20i2.2650
Wahyudi, W., Saputra, B., & Syafei, W. (2021). Drone Tracking System Using GPS and Barometer Sensor. Proceedings of the 2nd International Conference on Industrial and Technology and Information Design, ICITID 2021, 30 August 2021, Yogyakarta, Indonesia. https://doi.org/10.4108/eai.30-8-2021.2311519
Zhang, D., Prabhakara, A., Munir, S., Sankaranarayanan, A. C., & Kumar, S. (2021). A Hybrid mmWave and Camera System for Long-Range Depth Imaging. ArXiv, abs/2106.07856. https://api.semanticscholar.org/CorpusID:235435669
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