Department of Information Technology
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Deteksi Jenis Penyakit Tanaman Tebu Berdasarkan Citra Daun Menggunakan SSD MobileNet V2
(Universitas Sumatera Utara, 2025)Sugarcane, scientifically known as Saccharum Officinarum Linn, is a plant used as the raw material for sugar production. However, the productivity of sugarcane growth continues to decline, as reflected in the low sugar ... -
Peningkatan Akurasi K-Means menggunakan Kombinasi Rapid Centroid Estimation dan Canberra Distance
(Universitas Sumatera Utara, 2025)K-Means is a widely used clustering method due to its simplicity; however, it has limitations related to the random initialization of centroids and its reliance on the Euclidean Distance metric. This study aims to improve ... -
Identifikasi Komposisi Tidak Halal pada Makanan Kemasan Korea Menggunakan OCR dan Fuzzy String Matching
(Universitas Sumatera Utara, 2025-07)This study aims to develop a system to assist Muslim consumers in identifying the halal status of food ingredients listed on Korean packaged food products. The problem arises because many imported food products from Korea ... -
Klasifikasi Mutu dan Kematangan Buah Naga Merah melalui Citra Fisik Buah Menggunakan Metode You Only Look Once Versi 11 Secara Real Time
(Universitas Sumatera Utara, 2025)Indonesia is an agricultural country, as its people still rely on the agricultural sector. Red dragon fruit is a superior horticultural commodity in Indonesia with high nutritional content and various health benefits. ... -
Implementasi Augmented Reality pada Permainan Tata Balok untuk Anak Penderita Autism Spectrum Disorder (Asd)
(Universitas Sumatera Utara, 2025)Autism Spectrum Disorder (ASD) is a neurological developmental disorder that affects an individual's ability to communicate, socialize, and behave. One common characteristic in children with ASD is a delay in the ... -
Sistem Pelacakan Hewan Peliharaan Berbasis Internet of Things (IoT) dengan Perangkat Global Positioning System (GPS) dan Sensor Tamper
(Universitas Sumatera Utara, 2025)In some cases, pets are often separated from their owners. Having an identification tag on an animal doesn't always guarantee that anyone who finds it will be able to identify its owner. This study aims to develop and ... -
Sistem Chatbot Berbasis Large Language Model (LLM) untuk Materi Pembelajaran di Program Studi Teknologi Informasi dengan Metode Retrieval-Augmented Generation (RAG)
(Universitas Sumatera Utara, 2025)This study aims to develop a chatbot system based on a Large Language Model (LLM) that implements the Retrieval-Augmented Generation (RAG) method as a learning support tool for courses in the Information Technology Study ... -
Sistem Pemantauan Pergerakan Pencuri dengan Sensor Gerakan dan Teknologi LoRa
(Universitas Sumatera Utara, 2025)This study aims to develop and implement a thief movement monitoring system using ESP32, LoRa devices and with RCWL-0516 motion sensor detection. The results indicated system successfully generated notification alerts with ... -
Simulasi Eksplorasi Hutan Hujan Tropis Indonesia dalam Virtual Reality Menggunakan Metode Gamifikasi
(Universitas Sumatera Utara, 2025)Indonesia's tropical rainforests are among the most vital and biodiverse ecosystems in the world. However, the high rate of deforestation and the low level of awareness among both the public and government regarding forest ... -
Implementasi Hand Gesture Recognition Secara Real-Time Menggunakan Algoritma Convolutional Neural Network Untuk Menggerakkan Robot Strandbeest
(Universitas Sumatera Utara, 2025)Technological developments in the field of artificial intelligence and robotics have enabled more natural human-machine interactions, one of which is through hand gesture recognition systems. This study aims to implement ... -
Prediksi Non Performing Loan (NPL) pada Debitur Kredit Pemilikan Rumah (KPR) menggunakan XGBoost
(Universitas Sumatera Utara, 2025)Bank Sumut mortgage debtors often face fluctuations in collectibility status influenced by various economic and personal factors. To overcome this problem, the XGBoost method is used because of its effective ability to ... -
Deteksi Inefisiensi Rujukan Pada Fasilitas Kesehatan Tingkat Pertama (FKTP) Menggunakan Algoritma Light Gradient Boosting Machine
(Universitas Sumatera Utara, 2025)The referral system within Indonesia’s National Health Insurance (JKN) program is designed to optimize the role of Primary Healthcare Facilities (FKTP) as the initial gatekeeper of medical services. However, in practice, ... -
Implementasi Mediapipe Face Mesh Dan Convolutional Neural Network (CNN) Terhadap Pendeteksian Microsleep Pada Pengendara Mobil
(Universitas Sumatera Utara, 2025)This study design a real-time microsleep detection system for car drivers. The system is built using MediaPipe Face Mesh and Convolutional Neural Network (CNN) as the main methods. Microsleep, which is a brief loss of ... -
Implementasi YOLOV10 Dalam Pendeteksian Rambu Lalu Lintas Dengan Integrasi Teknologi Text-to-Speech
(Universitas Sumatera Utara, 2025)Traffic signs have an important role in ensuring the safety and smooth flow of driving activities. However, there are still many drivers who do not pay attention to traffic signs, either due to lack of focus, high speed, ... -
Permainan Montessori Untuk Melatih Perkembangan Kognitif Anak Menggunakan Augmented Reality
(Universitas Sumatera Utara, 2025)Early childhood is a critical stage in cognitive development that requires stimulation through appropriate learning approaches. One suitable method is the Montessori approach, which encourages children to learn actively ... -
Deteksi Dini Penyakit Parkinson Melalui Gambar Tangan Dengan Menggunakan Metode EfficientDet
(Universitas Sumatera Utara, 2025)Parkinson’s disease is a progressive neurodegenerative disorder that affects the central nervous system and impairs fine motor skills such as writing or drawing. Early detection is crucial to slow the progression of symptoms ... -
Deteksi Ketepatan Pose Yoga menggunakan Metode Bidirectional Gated Recurrent Unit Berbasis Video
(Universitas Sumatera Utara, 2025)Yoga is a physical and mental activity that is gaining popularity among people, especially the younger generation, for its benefits in improving physical health and emotional balance. However, practicing yoga on one's ... -
Sistem Deteksi Gerakan Dasar pada Seni Bela Diri Shorinji Kempo Menggunakan Mediapipe Berbasis Deep Learning
(Universitas Sumatera Utara, 2025)The martial art of Shorinji Kempo is a discipline that integrates physical techniques with character development, placing a strong emphasis on precision and flexibility in every movement. The complexity of its techniques ... -
Implementasi Metode YOLO V8 untuk Deteksi Jenis Flek pada Kulit Wajah Secara Real-Time
(Universitas Sumatera Utara, 2025)Hyperpigmentation or spots are skin disorders that are quite common among many individuals. There are three common types of spots: melasma, freckles, and acne scar spots. These three types of spots often share similar ... -
Penerapan Pedagogic Agent dan Virtual Reality dalam Pembelajaran Hewan & Bioma pada Anak Autis
(Universitas Sumatera Utara, 2025)Autism Spectrum Disorder (ASD) is a neurological developmental condition that affects an individual's ability to communicate and interact socially, including in the context of education. Children with ASD often face ...