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All Journal Bulletin of Electrical Engineering and Informatics Jurnal Simantec Jurnal Informatika dan Teknik Elektro Terapan Proceedings Konferensi Nasional Sistem dan Informatika (KNS&I) JOIV : International Journal on Informatics Visualization Sinkron : Jurnal dan Penelitian Teknik Informatika Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) Informatics for Educators and Professional : Journal of Informatics JOURNAL OF APPLIED INFORMATICS AND COMPUTING Jurnal Komtika (Komputasi dan Informatika) Martabe : Jurnal Pengabdian Kepada Masyarakat Jurnal Nasional Komputasi dan Teknologi Informasi CSRID (Computer Science Research and Its Development Journal) Jurnal IMPACT: Implementation and Action Technologia: Jurnal Ilmiah Seminar Nasional Teknologi Informasi Komunikasi dan Administrasi [SEMINASTIKA] Jurnal Informasi dan Teknologi Journal of Applied Engineering and Technological Science (JAETS) JTIULM (Jurnal Teknologi Informasi Universitas Lambung Mangkurat) JURNAL PENDIDIKAN, SAINS DAN TEKNOLOGI Tematik : Jurnal Teknologi Informasi Komunikasi Journal of Computer Networks, Architecture and High Performance Computing Jurnal FASILKOM (teknologi inFormASi dan ILmu KOMputer) Walisongo Journal of Information Technology Best : Journal of Applied Electrical, Science and Technology Jumat Informatika: Jurnal Pengabdian Masyarakat Majalah Ilmiah UPI YPTK Jurnal Media Informatika TIERS Information Technology Journal Jurnal Informatika Dan Tekonologi Komputer (JITEK) Digital Transformation Technology (Digitech) Computing and Education Technology Journal Adpebi Science Series Jurnal Kolaborasi Sains dan Ilmu Terapan INSTALL: Information System and Technology Journal Darma Abdi Karya: Jurnal Pengabdian Kepada Masyarakat Jurnal Komtika (Komputasi dan Informatika) Jurnal Informatika Dan Tekonologi Komputer INTECH - Informatika Dan Teknologi Density Journal
Finki Dona Marleny
Universitas Muhammadiyah Banjarmasin
Aerospace Engineering Agriculture, Biological Sciences & Forestry Arts Humanities Automotive Engineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Industrial & Manufacturing Engineering Library & Information Science Mathematics Neuroscience Physics Social Sciences Transportation Other

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Exploration of RTMDet and SAHI for Long-Tailed Macaque Damage in Corn Fields Yunnerja; Finki Dona Marleny; Ayu Ahadi Ningrum
BEST Vol 8 No 2 (2026): BEST
Publisher : Universitas PGRI Adi Buana Surabaya

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.36456/ndc0dc33

Abstract

Attacks by long-tailed macaques (Macaca fascicularis) on corn farmland cause a drastic decline in yield from 7–9 metric tons to only 4–5 metric tons per hectare. Traditional control methods have proven ineffective, necessitating solutions based on smart technology. This study explores the RTMDet (Real-Time Detection Transformer) algorithm combined with the SAHI (Slicing Aided Hyper Inference) framework to evaluate wildlife detection performance. Four RTMDet variants RTMDet-tiny, RTMDet-s, RTMDet-m, and RTMDet-l were tested using a dataset of 2,271 COCO annotated images. Evaluation on the test set showed that the standalone RTMDet-s achieved the best performance with a mAP@0.5 of 0.9070, a Recall of 0.9585, and an F1-Score of 0.9321. Applying SAHI reduced accuracy and caused computational delays (down to 3.02 FPS) because the monkey objects occupy a relatively large area within the image frame. Based on these results, the standard RTMDet-s is highly recommended for integration as a real-time automated trigger system within IoT-based wildlife deterrent devices to instantly mitigate attacks and protect farmers’ crop yields.
Sasirangan Motif Classification Using MobileNetV2 Transfer Learning for Cultural Heritage Preservation Azaria, Nadia; Mahdi, Mahdi; Hanafi, Muhammad; Mambang, Mambang; Sabrila , Trifebi Shina; Marleny, Finki Dona
Journal of Applied Informatics and Computing Vol. 10 No. 3 (2026): June 2026
Publisher : Politeknik Negeri Batam

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30871/jaic.v10i3.12648

Abstract

Sasirangan is a traditional textile from South Kalimantan renowned for its unique motifs and deep cultural significance. However, the preservation of Sasirangan motifs is increasingly challenged by the declining number of skilled craftsmen and inadequate digital documentation. This study presents the development of an automated motif classification system to support the digital preservation of Sasirangan cultural heritage. The system was developed using the MobileNetV2 architecture with transfer learning from ImageNet pre-trained weights, implemented through the TensorFlow framework. A dataset comprising 70 images from 9 different Sasirangan motifs was utilized. To address the limited dataset size, various data augmentation techniques were applied. In the proof-of-concept phase, a binary classification task (Gigi Haruan vs. Unknown) was conducted using an 80:10:10 training-validation-test split. Experimental results demonstrated strong model performance, achieving 96.06% test accuracy for Gigi Haruan motif detection, 96.5% average F1-score, and 98.31% rejection accuracy for non-Sasirangan images. Additionally, a user-friendly web interface based on Gradio was developed, featuring real-time prediction through webcam integration. This study highlights the effectiveness of transfer learning in classifying traditional textile motifs and provides a solid foundation for future advancements, including multi-class classification and cloud-based database integration. The proposed system is expected to contribute significantly to the documentation, education, and preservation of Sasirangan cultural heritage in the digital era.
Agentic AI Adoption: Balancing Enthusiasm and Ethical Concerns An Exploratory Study Azaria, Nadia; Mambang, Mambang; Marleny, Finki Dona; Sabrila, Trifebi Shina
Journal of Applied Informatics and Computing Vol. 10 No. 3 (2026): June 2026
Publisher : Politeknik Negeri Batam

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30871/jaic.v10i3.13070

Abstract

Agentic AI represents a significant paradigm shift in artificial intelligence, transitioning from passive command execution to autonomous goal pursuit. This exploratory study investigates user perceptions toward Agentic AI adoption in Indonesia, focusing on the balance between functional enthusiasm and ethical concerns. The 20 Likert-scale statements were developed based on the Technology Acceptance Model (TAM), Unified Theory of Acceptance and Use of Technology (UTAUT), and AI trust frameworks. These items cover key dimensions including perceived usefulness, ease of use, trust in autonomy, productivity enhancement, data privacy, loss of human control, algorithmic bias, and adoption intention. Utilizing Exploratory Data Analysis (EDA) supplemented with non-parametric tests on a convenience sample of 22 respondents predominantly tech-savvy young adults this study reveals high familiarity with AI tools (54.5% daily users). Respondents showed strong optimism regarding productivity and efficiency (Positive Aspects mean = 3.52), while maintaining notable ethical concerns (Concern Aspects mean = 3.64). The instrument demonstrated excellent reliability (Cronbach’s Alpha = 0.921 overall). Mann-Whitney U tests indicated significant gender differences on certain items, particularly bias concerns. Due to the small sample size and self-selection bias, findings should be interpreted cautiously. This study provides preliminary insights and highlights the need for human-centric design, transparent governance, and culturally appropriate regulations to support responsible Agentic AI adoption in Indonesia.
Penerapan Eco-Audiosonic System Untuk Pengendalian Gangguan Monyet Ekor Panjang Pada Kelompok Tunas-Tani Desa Gunung Makmur Finki Dona Marleny; Nazwa Aulia Putri; Windarsyah Windarsyah; Devi Wahyuni; Mambang Mambang
Computing and Education Technology Journal Vol 6, No 2 (2026): OKTOBER
Publisher : Pendidikan Komputer FKIP Universitas Lambung Mangkurat

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.20527/cetj.v6i2.20048

Abstract

Gangguan monyet ekor panjang ( Macaca fascicularis ) menjadi permasalahan krusial bagi Kelompok Tani Tunas Tani di Desa Gunung Makmur, yang memicu penurunan drastis hasil panen jagung dari 7–9 ton menjadi 4–5 ton. Metode seperti penggunaan senapan dan pengusiran manual konvensional dinilai tidak efektif, melelahkan, dan merusak lingkungan. Kegiatan ini bertujuan mengimplementasikan Eco-Audiosonic System berbasis sensor gerak dan bertenaga surya sebagai solusi pengusir hama yang ramah lingkungan. Metode pelaksanaannya meliputi analisis situasi, perancangan dan fabrikasi alat, instalasi pada titik strategi lahan, serta pelatihan pengoperasian secara berkala kepada 20 anggota mitra. Alat ini bekerja secara otomatis memancarkan gelombang suara ledakan buatan berfrekuensi 20 Hz–20 kHz saat sensor mendeteksi pergerakan hama. Hasil implementasi menunjukkan Sistem Eco-Audiosonic mampu menghalau koloni monyet secara signifikan tanpa pengawasan konstan. Penggunaan panel surya terbukti menghemat biaya operasional, menghemat tenaga petani, dan memitigasi risiko kegagalan panen guna mengembalikan stabilitas produksi jagung agar tercapai optimal. Program ini memberikan dampak berkelanjutan dalam mendukung kemandirian pangan lokal melalui teknologi hijau.
Co-Authors Abdul latif Ade Putri Maharani Ade Putri Maharani Adha, Muhammad Iqbal Ahmad Aqli Ahmad Faisal Hamidi Ahmad Hidayat Ahmad Hidayat Ahmad Nawawi Ahmad Nawawi Ahmad Riki Renaldy Akhmad Baddrudin Antonia Yenitia Aulia Fitri Aulia Fitri Aulia Fitri, Aulia Aurelia Monica Sari Ayu Ahadi Ningrum Azaria, Nadia Bambang Lareno, Bambang Bayu Nugraha Bima Wicaksono Damayanti, Alfisah Darmawan, Hammami Rifqi Devi Wahyuni Dixky Dixky Elisa Fitriana Fatahulrahman, Maman Febriani, Wulandari Fitriansyah, Muhammad Gazali, Mukhaimy Hamdani Hamdani Haniffah Sri Rinjani Hudatul Aulia Ihdalhubbi Maulida Ihsanudin Indah Wulandari Jauhar Latifah Jaya Hari Santoso Johan Wahyudi Johan Wahyudi, Johan Kamaruddin Kamarudin Kamarudin Kamarudin Kamarudin Kamarudin Kartika Kartika Kusuma, Mahendra Adi Liliana Swastina Lufila, Lufila M Samsul Hasbi M Samsul Hasmi Mahdi Mahdi, Mahdi Maman Fatahulrahman Mambang Maria Ulfah Maulida, Ihdalhubbi Meila Izzana, Meila Melda Melda Miranda Miranda Muhammad Alkaff Muhammad Hanafi Muhammad Khairul Akbar Muhammad Noval Muhammad Nursandi Muhammad Riduan Syafi’i Muhammad Satrio Ayuba Muhammad Tantowi Jauhari Muhammad Zaini Bakri Muhammad Ziki Elfirman Muhammad Ziki Elfirman Muhammad Ziki Elfirman, Muhammad Ziki Muhammad Zulfadhilah Muhammad Zulfan Reva Maulana Mukhaimy Gazali Munsyi Munsyi Mutmainah Mutmainah Nadia Azaria Nahdi Saubari Nalo Valentino Nazwa Aulia Putri Nor Azizah Novita Sari Novriansyah, Irvan Nur Hafiz Ansari Nur Meilianti Maulida Nurhaeni Nurhaeni Prastya, Septyan Eka Putri Putri Putri Putri, Putri Radhitya Abdi Nurhafiz rahma meina Rahmini Rahmini Raisya Alifa Khansa Ratna Lindawati Reni Emiliya Ricardus A P, Ricardus A Ricardus Anggi Pramunendar Risma Maulida Risma Risma Rismawati Rismawati Rizkian Muhammad Fikri Rizma Nurhaliza Ropikah Ropikah Rudy Ansari Rudy Ansari Rudy Ansari, Rudy Sa'adah Sa'adah Sabella, Billy Sabrila , Trifebi Shina Sabrila, Trifebi Shina Samita, Mambang Sandro Nesta Pembriano Sa’adah Sa’adah Septian Eka Prastya Septyan Eka Prastya Septyan Eka Prastya Shofia Zulfa Subhan Panji Cipta Subhan Panji Cipta Sunardi, Ph.D., Sunardi Susanti, NurAina Tasya Salsabila Theresia Kurniati Seran Tiara, Astia Rahma Tumanggor, Agustina Hotma Uli Wijaya, Eka Setya Winda Astria Nuansa Saputri Winda Astria Nuansa Saputri Windarsyah Windarsyah Wulandari Febriani Yulisa Suryana Yunnerja Yuslena Sari, Yuslena