Implementasi Tes Kesemaptaan Jasmani melalui Teknologi Computer Vision dan IoT terhadap Pembinaan TNI Polri pada Daerah Magelang Implementation of Physical Fitness Tests through Computer Vision and IoT Technology for Military and Police Training in the Magelang Area
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1198-1212
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10.58578/masaliq.v5i3.5806
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Authors:
Dinda Nur Aisyah1*, Zamalludin Sembiring2 
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Authors retain copyright and grant the journal right of first publication.
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Abstract
This study is motivated by the importance of physical fitness as a primary requirement in the selection and training process for prospective members of the Indonesian National Armed Forces (TNI) and the National Police (Polri), given that these professions demand optimal physical and mental readiness. The aim of this study is to examine the implementation of physical fitness tests in supporting the training process for TNI and Polri candidates in the Magelang region. A descriptive qualitative approach was used, with data collected through interviews, direct observation, and documentation studies at local physical training institutions. The findings indicate that the implementation of physical fitness tests using computer vision and Internet of Things (IoT) technologies in Magelang has followed standard procedures, including the 12-minute run, push-ups, sit-ups, pull-ups, and shuttle run. However, challenges remain, such as limited training facilities, a shortage of certified trainers, and low participant awareness of maintaining fitness outside of training hours. Continuous training has proven effective in improving participants' physical endurance, discipline, and mental preparedness. The computer vision- and IoT-based system demonstrated a very high correlation with manual results (r > 0.95), confirming its validity as a physical evaluation tool. In conclusion, the implementation of this technology plays a vital role in supporting physical training in the digital era, particularly in shaping character, physical resilience, and mental readiness of future soldiers and police officers. The study recommends improving facilities, increasing the number of certified trainers, and strengthening systematic training programs for more optimal training outcomes.
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References
Andreanto, D. D., & Handayani, A. N. (2022). Pelayanan Kesehatan Masyarakat Melalui Pemanfaatan Teknologi Digital Society 5.0. Jurnal Inovasi Teknologi Dan Edukasi Teknik, 2(5), 220–223. https://doi.org/10.17977/um068v2i52022p220-223
Asmoro Putro, T. W. (2024). Implementasi Big Data dan Artificial Intelligence Untuk Meningkatkan Kemampuan Intelijen TNI. Ranah Research : Journal of Multidisciplinary Research and Development, 6(6), 2864–2872. https://doi.org/10.38035/rrj.v6i6.1158
Astuti, F., Capritasari, R., & Sumego, M. (2023). Hubungan Pengetahuan Dengan Perilaku Penggunaan Multivitamin Pada Peserta Seleksi Bintara Tenaga Kesehatan TNI AU. Damianus Journal of Medicine, 22(3), 182–189. https://doi.org/10.25170/djm.v22i3.4147
Burhanudin, S., Supriyono, T., & Muliani, M. (2023). Optimalisasi Kesamaptaan Jasmani Prajurit Akademi Militer Magelang. Dwija Kusuma, 11(2), 49. https://ojs.akmil.ac.id/index.php/administrsipertahanan/article/view/124
Cahyani, N. B. O. R., & Maryam, E. W. (2023). The Relationship Between Optimism and Anxiety Before the TNI-Polri Test. Indonesian Journal of Innovation Studies, 21(2), 134. https://doi.org/10.21070/ijins.v21i.798
Candra, A. W., & Putra, E. A. (2024). Analisis Pengaruh Pendidikan Dan Pelatihan Terhadap Peningkatan Kompetensi Personel TNI AL. Jurnal Inovasi Pendidikan, 6(2), 17. https://journalpedia.com/1/index.php/jip/article/view/1414
Darat, Uplk. K. S. A. (2013). Pemberlakuan Norma Kesamaptaan jasmani dalam rangka Werving, Seldik, UKP, Uji kompetensi dan Tes Periodik Prajurit TNI AD (Keputusan Kasad Nomor: КЕР/107/IV/2013 Tanggal 3 April 2013). UPLKeputusan Kepala Staf Angkatan Darat.
Dwiguspana, E., Sumari, A. D. W., & Prihantoro, M. (2016). Pengaruh Kompensasi Terhadap Kedisiplinan Dan Kinerja Prajurit Batalyon Kavaleri 11/Serbu Kodam Iskandar Muda. Jurnal Pertahanan & Bela Negara, 6(1), 67. https://doi.org/10.33172/jpbh.v6i1.300
Fadilah, A., & Maharsi, E. D. (2023). Pengaruh Penggunaan Perangkat Digital Terhadap Timbulnya Computer Vision Syndrome Pada Mahasiswa Fakultas Kedokteran. Junior Medical Journal, 1(3), 318–330. https://doi.org/10.33476/jmj.v1i3.2979
Fahrudin, F., Andriani, M., Muallimin, & Altiarika, E. (2023). Gerakan Tangan Pemain Otomatis Menggunakan Computer Vision. Journal of Information Technology and Society, 1(1), 15–19. https://doi.org/10.35438/jits.v1i1.19
González García, C., Meana-Llorián, D., Pelayo G-Bustelo, B. C., Cueva Lovelle, J. M., & Garcia-Fernandez, N. (2017). Midgar: Detection of people through computer vision in the Internet of Things scenarios to improve the security in Smart Cities, Smart Towns, and Smart Homes. Future Generation Computer Systems, 76(3), 301–313. https://doi.org/10.1016/j.future.2016.12.033
Kalua, A. L., Ramadhan Kaplale, J., Klarissa Ribka Mapalie, N., Syagitsyah Iriansu, I., & Ketaren, E. (2024). Pengembangan Alat Tes Kesamaptaan Tni/Polri Berbasis Teknologi Computer Vision Dan Iot Dengan Metode Pose Estimation Menggunakan Python. Jurnal TIMES, 13(2), 294–299. https://doi.org/10.51351/jtm.13.2.2024791
Legowo, J., Nurhartonosuro, I. M., & Muhadi, M. (2024). Peningkatan Kemampuan Prajurit TNI AD Melalui Program Latihan Sistem Blok Guna Menunjang Kesiapan Operasional Satuan. Jurnal Hukum, 5(2), 71. https://doi.org/10.54209/judge.v5i02.589
Lexy J Moleong. (2018). Metode Penelitian Kualitatif. Remaja Rosdakarya.
Mawaddah, H., Abdullah, A., Marthoenis, M., Zahara, M., & Zakaria, R. (2025). Faktor Risiko Gangguan Mental Emosional pada Prajurit TNI AD Kodam Iskandar Muda. Jurnal Kesehatan Komunitas (Journal of Community Health), 11(1), 33–44. https://doi.org/10.25311/keskom.Vol11.Iss1.1770
Mujtahid, Assidiqi, A. H., Sadiyah, D., & Maulana, H. F. (2023). Educational values in Eid culture of Javanese society in Malang and Jember. Jurnal Agama, Sosial, Dan Budaya, 6(4), 2599–2473. https://doi.org/https://doi.org/10.31538/almada.v6i4.4225
Nugroho, A. (2025). Pengaruh Pembinaan Latihan Fisik Jasmani Guna Meningkatkan Kemampuan Militer Perorangan Dalam Menjamin Kesiapan Tugas Operasional TNI. Jurnal Studi Islam Dan Humainora, 5(2), 113. https://doi.org/10.37680/almikraj.v5i2.7043
Oktaviarini, E., Pandjaitan, M. B., & Pakpahan, F. L. (2025). Efektivitas Global Strategy Leadership, Kompetensi Manajerial bagi Kinerja dan Inovasi Behavior Prajurit Kesehatan TNI AL. JIIP - Jurnal Ilmiah Ilmu Pendidikan, 8(4), 3831–3839. https://doi.org/10.54371/jiip.v8i4.7569
Prasetia, I. P. W., & I Made Gede Sunarya. (2024). Image Classification of Balinese Seasoning Base Genep Based on Deep Learning. Jurnal Nasional Pendidikan Teknik Informatika (JANAPATI), 13(1), 82. https://doi.org/10.23887/janapati.v13i1.67967
Silitonga, F., Siswanto, D. J., & Kristiani, N. (2023). Pendampingan Dan Pelatihan Manajemen Publikasi Penelitian Dan Pengabdian Berbasis Open Journal System Di Akademi Militer Magelang. Jurnal Nagara Bhakti, 1(2), 48. https://ojs.akmil.ac.id/index.php/nagarabhakti/article/view/48
Siswanto, D. J., & Silitonga, F. (2023). Budaya Mutu Sebagai Refleksi Dari Ppepp Dan Epp Di Akademi Militer Magelang. Jurnal Mahatvavirya, 10(1), 173. https://ojs.akmil.ac.id/index.php/mahatvavirya/article/view/70