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All Journal International Journal of Advances in Data and Information Systems Jurnal Analogi Hukum
Karmawan, I Putu Agus
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Computer Science & IT Electrical & Electronics Engineering Law, Crime, Criminology & Criminal Justice

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Automated Oil Palm Health Assessment Using Object-Based Deep Learning and High-Resolution UAV Imagery in Indonesia Pindarwati, Atut; Wijayanto, Arie Wahyu; Karmawan, I Putu Agus; Yeza, Ardhan; Sakka, Asriadi
International Journal of Advances in Data and Information Systems Vol. 6 No. 3 (2025): December 2025 - International Journal of Advances in Data and Information Syste
Publisher : Indonesian Scientific Journal

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.59395/ijadis.v6i3.1391

Abstract

Indonesia, as the world’s largest crude palm oil (CPO) producer, faces challenges in plantation monitoring due to reliance on manual data collection methods that are time-consuming, costly, and prone to human error. This study proposes an automated approach for assessing oil palm tree health using high-resolution UAV imagery (5–10 cm) and object-based deep learning models. We evaluate five state-of-the-art detectors—YOLOv5s, Faster R-CNN, Mask R-CNN, SSD, and RetinaNet—to classify individual trees into four health categories: Healthy, Moderately Healthy, Needs Improvement, and Urgent Condition. Using a dataset of 14,749 labeled trees from Kendawangan, Indonesia, YOLOv5s achieved the highest performance with a precision of 0.784, recall of 0.752, and mAP of 0.764. Our findings demonstrate the potential of AI-driven monitoring to enhance plantation management through rapid, accurate, and cost-effective health assessments—contributing a scalable solution to support precision agriculture and sustainable CPO production.
Sanksi Pidana Terhadap Pelaku Tindak Pidana Persetubuhan Terhadap Anak Berdasarkan Putusan Nomor: 119/Pid.Sus/2016/Pn.Gin Karmawan, I Putu Agus; Sepud, I Made; Dewi, A.A. Sagung Laksmi
Jurnal Analogi Hukum 288-292
Publisher : Fakultas Hukum Universitas Warmadewa

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.22225/ah.2.3.2020.288-292

Abstract

Abstract—Plans for protection in law, for a child have been discussed for quite a long time in Indonesia, as well as in the global world. Children are budding, potential, and the younger generation is the successor of the nation's struggle to have a strategic role and has special characteristics and characteristics that guarantee the continuity of the existence of the nation and state in the future masses. The problem is What is the legal arrangement of criminal acts of intercourse with children? What is the criminal sanction for an agent of sexual intercourse with a child? The problem approach in this study is a normative approach with the study of written legal sources from all aspects by looking at, analyzing and interpreting, various things with theoretical characteristics, concerning legal principles, and conceptual concepts. Legal materials are sourced from legal and secondary legal materials, legal material collection techniques by way of inventorying legislation, recording, and relating to the type of research. legal analysis by using descriptive method, which describes and describes the problem. Criminal acts constitute a basic understanding in criminal law and a juridical meaning, intercourse is an act that violates the norm, the Criminal Code of Criminal Procedure, whose rules concerning, intercourse to children under the age of adults, are regulated in the Criminal Code. Sexual intercourse is regulated in Law No. 23 of 2002, Law No. 35 of 2014, and Law No. 17 of 2016 Against Child Protection with criminal penalties at the latest 5 years and a maximum of 15 years and a maximum fine of Rp. 5M (five billion rupiah).
Co-Authors Dewi, A.A. Sagung Laksmi I Made Sepud Pindarwati, Atut Sakka, Asriadi Yeza, Ardhan