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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] Jurnal SPORTIF : Jurnal Penelitian Pembelajaran JIPI (Jurnal Ilmiah Penelitian dan Pembelajaran Informatika) Generation Journal Jurnal Teknika Indonesian Journal of Electrical Engineering and Computer Science Jurnal Teknik Informatika (JUTIF) Nusantara of Engineering (NOE) Dedikasi Nusantara: Jurnal Pengabdian Masyarakat Pendidikan Dasar Dharmas Journal of Sport Prosiding SEMNAS INOTEK (Seminar Nasional Inovasi Teknologi) Jurnal Pengabdian Masyarakat Nusantara 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 Energy Engineering Environmental Science Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Mathematics Mechanical Engineering Social Sciences Transportation Other

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Journal : Jurnal Simantec

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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 Abadi, Rachmad Adrian Jala Putra Mahardika Ahmad Bagus Setiawan Ainul Yaqin Al Fitroh, Diky Tri Cahyo Anandra, Yayan Anggelin, Ariska Fitria Anwarruddin, Muhammad Tri Aprilliwanto, Rino Ekta Aprillyano, Rio Arisandi, Adi Aritomatika, Eureka Jeremy Aryaputra, Adis Prima Asmoro, Shandy Sadewa Asrori, Andre Gus Bagus Nugraha, Bagus Bambang Wijanarko Bima, Fahrezian Arya Danang Wahyu Widodo Danar Putra Pamungkas, Danar Putra Darmawan, Reza Dhian Dwi Nur Wenda, Dhian Dwi Nur Erlina Nasrinatun Ni’mah Erwanto, Elga Asfa Fajar Teguh Wicaksono Ferari, M. Feryan Ivanda Fernando, Achmad Youngy Fery Setiawan Hamid, Ridho Nur Hidayat, Farouk Ryan Intan Nur Farida Irfan Fauzi Juli Sulaksono Julian Sahertian Kayan, Arwienda Khotmuniza, Muzan Ihda Kurniawan, Candra Mega Adi Legaspie Aura Sindhikara Mahawuni, Kandhia Winggar Mahdiyah, Umi Maulana, Arfan Mealdi Arwintoro Melati, Laurenza Aprilya Mudjiono, Stifen Zuro Muhaimin, Agus Mukhlis, Moh. Khoirul Mulya, Leon Prasetya Munir, Muhamad Misbahul Musta'in, Ahmad Dzaky Hafidz Musthofa Ilmi Muttaqin, Imam Nur Muzaki, Anwar N, Ratih Kumalasari N.S.A, M Mukhlish Nareswara, Wanda Nugroho, Nureka Agung NUR LAILIYAH Nuraissa, Alief Fakhrul Rachmad Nurhidayat, Taufiq Nurkholis, Eko Ohny, Abrham Galatiano Okta Kurniawan Adi, Azanda Oktamar, Yopy Aldo Pandie, Risky Vridel Eduard Patmi Kasih Pramudita, Yosua Yonnas Prasetyo, Aprisa Risky Prayogo , Yogi Suryo Putra, Ilham Permana Putra, Joelyan Vicky Purnama R, Muchamad Gilang Nauri Rafi, Reno Rana Raharjo, Yulianto Dwi Ramadhani, Riski Aswi Ramadyanta, Aditya Nur Ratih Kumalasari Niswatin Rendy Wahyudi Resty Wulaningrum Resty Wulanningrum Rezaldy, Donni Risa Helilintar Risaniatin Ningsih Risky Aswi R, Risky Rohman, Ahmad Andi Fatkhur Sahertian , Julian Samsudin Samsudin Sempu Dwi Sasongko Setiawan, Akbar Fastio Hari Setyawan, Salsabilla Atasyaputri Sholih, Faris Ashofi Sholih, Faris Ashofi Sidqika, Trinanda Majid Cipta Siti Alvi Nikmah suara, Andy Suhertian, Julian Tambahani, Arthur Glenn Trinurais, Mochamad Yuda Triosaputra, Johan Rizky Uddin, Moh. Fuad Vivi Ratnawati Wahid, Qoni’ Abdul Wahyu Cahyo Utomo wasis himawanto, wasis Wibowo, Ridho Kuncoro Adji Widi Wulansari, Widi Wijaya, Dedy Surya Wijaya, Miko Maulana Yoggyanto, Ary Yulingga Nanda Hanief Zakaria, Reyno Yusuf