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All Journal Jurnal Simetris Jurnal Simantec Prosiding SNATIKA Vol 01 (2011) Nusanatara of Engineering Jurnal Teknologi Informasi dan Ilmu Komputer Network Engineering Research Operation [NERO] JIPI (Jurnal Ilmiah Penelitian dan Pembelajaran Informatika) Jurnal Teknika Indonesian Journal of Electrical Engineering and Computer Science Jurnal Teknik Informatika (JUTIF) Dharmas Journal of Sport Asa Jurnal Penelitian Pendidikan dan Pembelajaran
Ardi Sanjaya
Universitas Nusantara PGRI Kediri
Humanities Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Education Electrical & Electronics Engineering Engineering Languange, Linguistic, Communication & Media Social Sciences Other

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Journal : Jurnal Simantec

 1 
PENILAIAN GERAKAN BARIS-BERBARIS BERBASIS AI DAN LSTM PADA SELEKSI PASKIBRAKA Asmoro, Shandy Sadewa; Wulanningrum, Resty; Sanjaya, Ardi
Jurnal Simantec Vol 12, No 2 (2024): Jurnal Simantec Juni 2024
Publisher : Universitas Trunojoyo Madura

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.21107/simantec.v12i2.26095

Abstract

PASKIBRAKA member selection is conducted annually at three levels. PASKIBRAKA members must fulfil the criteria, one of which is the Marching Regulations (PBB). In the UN assessment process, sometimes the judges are still subjective. Therefore, it is necessary to have a system with artificial intelligence (AI) integration. The methods used in the system are Mediapipe and Long Short Term Memory (LSTM) algorithm. Mediapipe serves to display 33 keypoints and extract features from these keypoints which will later be processed by LSTM for motion detection. From the test results, the highest accuracy value of each movement is walking in place by 99%, striding by 95%, and regular steps by 97%. While the lowest accuracy value of each movement is walking in place by 12%, striding by 21%, and ordinary steps by 23%. The accuracy value is the result of the analysis of the LSTM model that has been made. The highest accuracy value in each movement comes from the correct movement, while the lowest accuracy value comes from the wrong movement.  The accuracy results in the recognition of stride and ordinary steps are influenced by video movements during the transition of the right hand to the left hand which are still detected incorrectly because almost all movements when both hands are in the lower position, causing low accuracy values.Keywords: Keypoints, Long Short Term Memory, Marching, Mediapipe
Co-Authors Achmad Youngy Fernando Adi Arisandi Aditya Nur Ramadyanta Agus Muhaimin Ahmad Andi Fatkhur Rohman Ahmad Bagus Setiawan Akbar Fastio Hari Setiawan Al Fitroh, Diky Tri Cahyo Alief Fakhrul Rachmad Nuraissa Andre Gus Asrori Andy suara Anwar Muzaki Ariska Fitria Anggelin Arthur Glenn Tambahani Asmoro, Shandy Sadewa Bagus Nugraha Bambang Wijanarko Candra Mega Adi Kurniawan Danang Wahyu Widodo Danar Putra Pamungkas, Danar Putra Dedy Surya Wijaya Dhian Dwi Nur Wenda, Dhian Dwi Nur Donni Rezaldy Eko Nurkholis Elga Asfa Erwanto Erlina Nasrinatun Ni’mah Eureka Jeremy Aritomatika Fajar Teguh Wicaksono Fery Setiawan Hidayat, Farouk Ryan Ilham Permana Putra Imam Nur Muttaqin Intan Nur Farida Irfan Fauzi Joelyan Vicky Purnama Putra Juli Sulaksono Julian Sahertian Kayan, Arwienda Leon Prasetya Mulya M. Feryan Ivanda Ferari Mahdiyah, Umi Maulana, Arfan Melati, Laurenza Aprilya Moh. Fuad Uddin Moh. Khoirul Mukhlis Muhammad Tri Anwarruddin Munir, Muhamad Misbahul Muzan Ihda Khotmuniza N.S.A, M Mukhlish NUR LAILIYAH Nureka Agung Nugroho Patmi Kasih Prasetyo, Aprisa Risky Qoni’ Abdul Wahid Rafi, Reno Rana Ratih Kumalasari N Ratih Kumalasari Niswatin Rendy Wahyudi Resty Wulaningrum Resty Wulanningrum Reyno Yusuf Zakaria Reza Darmawan Ridho Nur Hamid Rino Ekta Aprilliwanto Rio Aprillyano Risa Helilintar Risaniatin Ningsih Risky Aswi R, Risky Risky Vridel Eduard Pandie Sahertian , Julian Salsabilla Atasyaputri Setyawan Samsudin Samsudin Sempu Dwi Sasongko Sholih, Faris Ashofi Sholih, Faris Ashofi Siti Alvi Nikmah Stifen Zuro Mudjiono Suhertian, Julian Taufiq Nurhidayat Trinanda Majid Cipta Sidqika Trinurais, Mochamad Yuda Triosaputra, Johan Rizky Vivi Ratnawati Wahyu Cahyo Utomo Wanda Nareswara wasis himawanto, wasis Wibowo, Ridho Kuncoro Adji Widi Wulansari, Widi Yayan Anandra Yoggyanto, Ary Yogi Suryo Prayogo Yosua Yonnas Pramudita Yulianto Dwi Raharjo Yulingga Nanda Hanief