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All Journal Seminar Nasional Aplikasi Teknologi Informasi (SNATI) Techno.Com: Jurnal Teknologi Informasi Jurnal Buana Informatika Journal of Applied Geospatial Information International Journal of Artificial Intelligence Research INOVTEK Polbeng - Seri Informatika PengabdianMu: Jurnal Ilmiah Pengabdian kepada Masyarakat Celebes Computer Science Journal Journal of Informatics, Information System, Software Engineering and Applications (INISTA) Jurnal Cahaya Mandalika Jurnal Ilmiah Teknologi Informasi dan Robotika Jurnal Pengabdian Polinema Kepada Masyarakat International Journal Software Engineering and Computer Science (IJSECS) Jurnal Pengabdian Kepada Masyarakat Prosiding Seminar Nasional Sisfotek (Sistem Informasi dan Teknologi Informasi) JOMPA ABDI: Jurnal Pengabdian Masyarakat Jurnal Informatika dan Multimedia Journal of Applied Business and Technology Jurnal Teknik Ilmu dan Aplikasi Jurnal Informatika Polinema (JIP) Jurnal Informatika: Jurnal Pengembangan IT Jurnal Pengabdian Kepada Masyarakat
Yoppy Yunhasnawa
Politeknik Negeri Malang
Agriculture, Biological Sciences & Forestry Humanities Automotive Engineering Chemical Engineering, Chemistry & Bioengineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Earth & Planetary Sciences Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Mechanical Engineering Physics Public Health Social Sciences Other

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Journal : International Journal of Artificial Intelligence Research

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A Novel Approach for Recognition and Identification of Low-Level Flight Military Aircraft using Naive Bayes Classifier and Information Fusion Arwin Datumaya Wahyudi Sumari; Afifah Millatina Nugraheni; Yoppy Yunhasnawa
International Journal of Artificial Intelligence Research Vol 6, No 2 (2022): Desember 2022
Publisher : STMIK Dharma Wacana

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (676.488 KB) | DOI: 10.29099/ijair.v6i1.248

Abstract

A problem that has been faced by the Radar is if the aircraft flies at low level or near to the surface so its coming in the aerial-surveillance airspace cannot be detected and endangers the air sovereignty. The aircraft can be recognized and identified by carrying out a technique called Visual Aircraft Recognition (VACR) using a binocular. This technique requires military personnel that has capability carrying out the air surveillance from the ground. Surveillance is a time-consuming and tiring task so it can cause fatigue and impact to the results of the recognition and identification. To cope with this problem, we have designed and implemented a novel recognition and identification method using the combination of Naive Bayes Classifier (NBC) and information fusion. By using a dataset that consists of 45 military aircrafts, 35 civilian aircrafts, 40 military helicopters, and 35 civilian helicopters with 80:20 dataset distribution for the training scheme and the validation one, we obtained the recognition accuracy of 87.1%. We also found that the recognition and identification process can be speeded up 1.2 seconds when using information fusion.
Co-Authors Adi Atmoko Afifah Millatina Nugraheni Agustaf Fanisnaini Narolis Allam, Muhammad Faiq Amalia, Astrifidha Rahma Andarini, Dyah Kartika Dwi Anindya Refrina Rahmatanti Aprilianto, Salies Ardiansyah, Muhammad Rizqi Ariadi Retno Tri Hayati Ririd Arifin, Muh. Syamsul Arwin Datumaya Wahyudi Sumari Ashafidz Fauzan Dianta Astiningrum, Mungki Atif Windawati Atiqah Nurul Asri Aulia Zahra Musthafawi Ayundha Wulan Kurniawati Bagas Satya Dian Nugraha Buata, Yusliana Gadis Budiprasetyo, Gunawan Candra Bella Vista Deddy Kusbianto Purwoko Aji Devianti, Meryta Dewi, Isyana Wikrama Dharma Tungga Dika Rizky Yunianto Dwi Puspitasari Dyah Kartika Dwi Andarini Eka Larasati Amalia Elok Nur Hamdana Faisal Rahutomo Fanani, Muhamad Zainul Gunawan Budiprasetyo Habibie Ed Dien Hakim, Muhammad Ilham El Hamdani Arif Hamzah, Rahmandi Hendrawan, Muhammad Afif Himawan, Dhimas Arbi Sukma Imam Fahrur Rozi Kenneth Pinandhito Kurniawati, Ayundha Wulan Mamluatul Hani’ah Maskur Maskur Mauliwidya Mauliwidya Mauliwidya Misbahudin Moch Zawaruddin Abdullah Moch. Sholeh, Moch. Muhamad Zainul Fanani Muhammad Rifky Prayanta Muhammad Unggul Pamenang Muhammad Unggul Pamenang Permatasari, Twisty Henras Prasetyo, Junaedi Adi Purnomo, Fadjar Rahmandi Hamzah Ridwan Rismanto Rinanza Zulmy Alhamri, Rinanza Zulmy Rokhimatul Wakhidah Rosa Andrie Asmara Rudy Ariyanto Rudy Ariyanto Sofian Efendi, Fery Toga Aldila Cinderatama Trisha Alfandi Twisty Henras Permatasari Ulla Delfana Rosiani Viyus, Vinan Wahyu Devi Nur Hamidah Devi Windawati, Atif Yan Watequlis Syaifudin Yuri Arianto Yuri Ariyanto Yuri Ariyanto Yuri Ariyanto Yusliana Gadis Buata Zulmy Alhamri, Rinanza