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Automated Video Recognition of Traditional Indonesian Dance Using Hyperparameter-Tuned Convolutional Neural Network Purwaningrum, Santi; Susanto, Agus; Susanti, Hera; Alkhafaji, Mohammed Ayad
Jurnal Teknik Informatika (Jutif) Vol. 6 No. 5 (2025): JUTIF Volume 6, Number 5, Oktober 2025
Publisher : Informatika, Universitas Jenderal Soedirman

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52436/1.jutif.2025.6.5.5157

Abstract

Traditional Indonesian dances serve as a vital expression of cultural identity and regional heritage, yet their preservation through intelligent video recognition remains limited due to technical challenges in motion complexity, costume variation, and the lack of annotated datasets. Prior research commonly employed Convolutional Neural Networks (CNNs) with manually defined hyperparameters, which often resulted in overfitting and poor adaptability when applied to dynamic and real-world video inputs. To overcome these limitations, this study proposes a robust and adaptive classification framework utilizing a hyperparameter-tuned CNN model. The approach automatically optimizes key training parameters such as learning rate, batch size, optimizer type, and epoch count through iterative experimentation, thereby maximizing the model’s ability to generalize across both static and temporal data domains. The model was trained using image datasets representing three traditional dances (Gambyong, Remo, and Topeng), and subsequently tested on segmented frames extracted from YouTube videos. Results indicate strong model performance, achieving 99.67% accuracy on the training set and 100% accuracy, precision, recall, and F1-score across all testing videos. The proposed method successfully bridges the gap between still-image learning and real-world motion recognition, making it suitable for practical applications in digital archiving and cultural documentation. This study’s contribution lies not only in the model’s technical effectiveness but also in its support for preserving intangible cultural assets through intelligent and automated video-based recognition. Future work may incorporate temporal modelling or multi-camera perspectives to further enrich motion understanding and extend the system to broader performance domains.
Analisis Iklan, Teman Sebaya, dan Orang Tua pada Perilaku Merokok Elektrik Remaja di Surakarta Susanto, Agus; Mulyanto, Dody; Kussetyaningrum, Ratih Oktania; Putri, Nadia Rahma
Jurnal Promotif Preventif Vol 7 No 6 (2024): Desember 2024: JURNAL PROMOTIF PREVENTIF
Publisher : Fakultas Kesehatan Masyarakat Universitas Pancasakti

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47650/jpp.v7i6.1585

Abstract

Peningkatan penggunaan rokok elektrik di kalangan remaja menimbulkan kekhawatiran terhadap dampaknya pada kesehatan. Paparan iklan rokok, pengaruh teman sebaya, dan peran orang tua diyakini memengaruhi perilaku merokok remaja. Penelitian ini bertujuan untuk menganilis dampak faktor-faktor tersebut terhadap penggunaan rokok elektrik. Survei dilakukan pada 330 remaja (usia 14-18 tahun) di Surakarta antara Oktober-November 2024, menggunakan teknik stratified random sampling. Hasil penelitian menunjukkan bahwa paparan iklan rokok meningkatkan kemungkinan penggunaan rokok elektrik (OR = 3,326, p = 0,000) dan pengaruh teman sebaya juga berkontribusi signifikan (OR = 2,683, p = 0,000). Sebaliknya, keterlibatan orang tua memiliki efek perlindungan yang signifikan (OR = 0,210, p = 0,000). Penelitian ini menyimpulkan bahwa iklan dan teman sebaya adalah faktor utama yang memengaruhi perilaku merokok remaja, sementara keterlibatan orang tua dapat mengurangi risiko tersebut.
Periodontal Health Status and Level of Periodontal Treatment Needs in Stroke Patients at Hasan Sadikin Hospital Bandung Sukmawati, Rani; Sari, Kartika Indah; Susanto, Agus; Amalia, Lisda
Journal of Indonesian Dental Association Vol 3 No 2 (2020): October
Publisher : Indonesian Dental Association

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32793/jida.v3i2.551

Abstract

Introduction: A stroke is any form of brain disorder or central nervous system damage caused by altered blood flow to the brain that impairs motor and cognitive function. Impaired motor and cognitive function restrict oral hygiene, so these patients are vulnerable to dental health problems, such as periodontal disease. They often require help from family members to assist them with oral care. Objectives: The aim of this study was to describe the condition of periodontal tissue and the periodontal treatment needs of stroke patients. Method: This research is a descriptive study using a cross-sectional format. It was conducted at Hasan Sadikin Hospital Bandung with a sample of 30 stroke patients. An examination of periodontal status and periodontal treatment needs was performed using an index from the World Health Organization, the Community Periodontal Index of Treatment Needs (CPITN). Results: None of the patients had healthy periodontal tissue status (score 0), gingival bleeding during or after probing (score 1), or a periodontal pocket ≥ 6 mm (score 4). Nine patients (30%) had supragingival or subgingival calculus (score 2), and 21 patients (70%) had 4–5 mm periodontal pockets (score 3). Conclusion: Most stroke patients at Hasan Sadikin Hospital Bandung had a pocket depth of 4–5 mm, and their periodontal health status indicated a need for scaling, root planing, removal of plaque retentive factors, and oral hygiene instructions.
Co-Authors Achmad Junaedi Sitika Afiansyah, Laksmana Ilyas Afifah Bambang Sutjiatmo, Afifah Bambang Agus Sutamaya, Agus Ahmad Aniq Barlian Ahmad Nasihin, Ahmad Ahmad Sunardi Ahmad Sunardi Ahmad Sunardi, Ahmad Ahmaluddin, Ahmaluddin Ajat Rukajat Akhmad Aniq Barlian Albert Albert Aldi Budi Riyanta Alfianto, Dwi Alkhafaji, Mohammed Ayad Anak Agung Oka Andila, Shifa Anggraeni, Nadia Isabela Anggy Rima Putri Anik Andriani Anto Budi Listyawan Arrosida, Hanum Astini , Rahmi Ayu Rahayu Ayuni, Vini Az Zahra, Syakira Aziz, Farhan Abdul Azri, Huriati Badriah, Dewi Laelatul Balafif, Felisha Febriane Bari, Ichsan Nurul Baskoro Wicaksono, Baskoro Busori, Akhmat Damaranti, Maria Ervina Damayanti, Darwati Rossa Daud, Nur Anisa Deawati, Miwha Dede Hadidjah, Dede Desi Fitriani Devanda, Noval Dewi Puspita Candrasari Diaz Fahrezi, Fathan Dicky Bayu Setiyono Dina Retnoningsih Drajat Tri Kartono Dwiyanti, Eka Dyah Nindita Carolina Eko Mindarsih Endah Yulia Engkesa, Penina Apricia Erni Setiyorini, Erni Euis Reni Yuslianti, Euis Eva Novita Sari Fadilah, Muhammad Arief Fitri Widiantini Gery Fifalia Finalis Guswin, Instreet Helnindys Hadiprasetyo, Dhanar Septyawan Hanniza Dwi Cahyani Harahap, Nur’ain Hartono Hasaniyah, Sitti Heni Purwantiningrum Heni Purwantiningrum Heni Purwantiningrum Heni Purwantiningrum Hera Susanti, Hera Hersanti - Heru Nurcahyo Hevi Susanti Hidayat, Salman Husni, Thariq Zahir Ibrahim Rahmat Imbang Haryoko Ina Hendiani, Ina Indra Mustika SP, Indra Ismiyati, Ismiyati Januar, Dedy Joko Santoso Kasianingrum, Afinda Keliat, Chrisnasari Yanti Ketaren, Rayhan Kosasih, Hengky Krissanti, Petra Sulistya Dian Kristy Natalia Suwito Kurnia Anggriani, Kurnia Kussetyaningrum, Ratih Oktania Latifa, Saldila Lintang Putri Licia, Rizka Lisda Amalia Luisa, Nina Maharani, Nur Endah Dewi Mamlukah, Mamlukah Mangkuanom, Arwin Saleh Marpaung, Ade Putra Masruroh Masruroh Maulana, Gilang Akbar Meisiana, Rista Meliyana Perwita Sari Meliyana Perwita Sari Meliyana Perwita Sari Meliyana Perwita Sari Muhamad Janadin Ass Saff, Muhamad Muhammad Arsyad Muladi Putra Mahardika Mulya, Dody Mulyanto, Dody Nikous Soter Sihombing Noor Istifadah Noor, Muhammad Faizal Noorsakti Wahyudi Nugroho, Feri Nur Septiani Nurjihan, Khansa Oktaviani, Novia Cindi Oviyanti Mulyani Pambudi Yuwono Pambudi, Rahma Ayu Pambudi, Rilo Pane, Rico Purnawandi Priadi, Ramadhan Purba, Joshua Purwaningrum, Santi Purwantingrum, Heni Purwantini, Datta Dewi Purwantiningrum, Heni Purwanto, Diyan Sakti Putri Gami, Emelia Rahmadany Putri, Nadia Rahma Qunik Wiqoyah Raden Giazh Zuniar Maretha Rahmadhani, Alvin Ramdani, Jufri Ratih Sakti Prastiwi Ridho, Fikra Arsyad Rija Sudirja Riko Herdiansah Rista, Paulina Eva Rosaria Ika Pratiwi Rozzak, Ilham Abdul Ruli Haris Sahat Simbolon Saputri, Yunitya Eka Sari, A Anditha Sari, Kartika Indah Sari, Meliyana Perwita Savitri, Ulva Sembiring, Rinawati Sesdia Angela Setiyanto, Riyan Setiyanto, Riyan Setiyanto, Ryan Setya Agus Santosa Shahab, Dahris Siregar, Hot Berlian SIska Rasiska, SIska Sri Aprianti Tarigan Sri Hartati Subaer - Subakti Putri, Syifa Nabilah Suhadi, Miki Sukmawati, Rani Surna Lastri Susiyarti Sutrisno, Agus Tarkus Suganda Tri Mayanti Ulfatul Latifah, Ulfatul Wahyu Daradjat Natawigena, Wahyu Daradjat WAHYU WIDOWATI Wawan Sutari Wilyam Dwi Apri Windia, Alna Amelia Nur Wulur, Kevin Hanyu Clinton Yani Maharani, Yani Yasri, Kevin Assidiqi ZA, Saida Zainurossalamia