Undergraduate Theses
Undergraduate Theses
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Implementasi Algoritma Gans Model Cgans pada Pemodelan Data Passing Networks: Pertandingan Liga Inggris 2024/2025
(Universitas Sumatera Utara, 2025)Modern football tactical analysis requires sophisticated computational approaches to understand the complexity of game patterns. This research develops a Conditional Generative Adversarial Networks (CGAN) system to ... -
Implementasi Algoritma Deep Learning Faster R-CNN Untuk Mendeteksi Kemungkinan Iklan Judi Online Sisipan pada Video Reels Instagram
(Universitas Sumatera Utara, 2025)Online gambling has become a serious issue in Indonesia involving various layers of society with continuously increasing annual transaction volumes. The high usage of internet and social media in Indonesia, particularly ... -
Implementasi Yolo V8 dan Lightgbm dalam Sistem Keamanan Rumah berbasis Iot Untuk Deteksi Pencuri secara Real-Time
(Universitas Sumatera Utara, 2025)Conventional home security systems often face limitations in automatically and accurately detecting threats in real time, making them vulnerable to crimes such as burglary, theft, and forced entry. This research develops ... -
Deteksi Otomatis Pejalan Kaki di Zebra Cross menggunakan Metode Sensor Fusion berdasarkan Internet of Things
(Universitas Sumatera Utara, 2025)Pedestrian safety at zebra crossings remains a significant challenge due to the lack of driver awareness regarding pedestrian rights and priority. To minimize the risk of accidents, this study proposes an automatic pedestrian ... -
Pengembangan Aplikasi Android untuk Prediksi Water Quality Index (WQI) dalam Aquascape Menggunakan Gradient Boosting Regression dan Seleksi Fitur Improved Grey Relational Analysis (IGRA)
(Universitas Sumatera Utara, 2025)Water is one of the most important elements in an aquascape environment, where small changes in water parameters can affect the Water Quality and environmental balance in an aquascape. There are several ways to check Water ... -
Perancangan Sistem Monitoring Kualittas Air dan Automasi pH Pada Kolam Ikan Nila Berbasis IoT Dengan Algoritma K-Nearset Neighbor (KNN)
(Universitas Sumatera Utara, 2025)Water quality is a critical factor in aquaculture as it directly affects fish health and growth. Parameters such as pH, temperature, and turbidity must be monitored regularly to maintain optimal environmental conditions. ... -
Implementasi Algoritma YOLOv8, YOLOv9, dan YOLOv10 untuk Deteksi Senjata Tajam Secara Real Time
(Universitas Sumatera Utara, 2025)Automatic detection of hazardous objects such as sharp weapons is increasingly important in supporting public security systems. The You Only Look Once (YOLO) algorithm is a widely used approach in Computer Vision due to ... -
Implementasi Rank-Based Ant System Pada Aplikasi Manajemen Waktu Berbasis Android
(Universitas Sumatera Utara, 2025)The Directorate of Digitalization and System Integration (Ditgrasi) of Universitas Sumatera Utara faces significant challenges in manually scheduling website training activities, which are complex, time-consuming, and prone ... -
Perbandingan Generalized Linear Model (GLM) dan Extreme Gradient Boosting (XGBoost) dalam Prediksi Tren Penjualan Coffee Shop
(Universitas Sumatera Utara, 2025)This study examines the performance comparison of two machine learning algorithms—Generalized Linear Model (GLM) and Extreme Gradient Boosting (XGBoost)—in predicting sales trends within the coffee shop industry. The dataset ... -
Identifikasi Tanaman Air terhadap Kebutuhan Cahaya, CO2, dan Penempatan dalam Aquascape Menggunakan YOLO
(Universitas Sumatera Utara, 2025)Designing a balanced and aesthetically pleasing aquascape is often hindered by difficulties in identifying and placing aquatic plants according to their specific light, CO2, and height requirements, with manual processes ... -
Optimasi Caption Otomatis: Studi Refinement Caption dari Model Vision-Language Menggunakan GPT-3.5
(Universitas Sumatera Utara, 2025)Generating relevant and engaging captions for images is a common challenge across various digital platforms, such as social media and e-commerce, making the need for systems that can automatically produce image captions ... -
Sistem Pendukung Keputusan Investasi pada Usaha Mahasiswa di Program MBKM Kewirausahaan USU dengan Metode CODAS dan CRITIC
(Universitas Sumatera Utara, 2025)Investment in student businesses requires objective and measurable analysis to accurately assess business feasibility. In the MBKM Entrepreneurship Program at Universitas Sumatera Utara, many students need funding to expand ... -
Identifikasi Kualitas Biji Kopi Hijau Menggunakan CNN- VGG19 dan Random Forest untuk Meningkatkan Akurasi Sortir Pra-Produksi pada Industri Kopi
(Universitas Sumatera Utara, 2025)The quality of green coffee beans is a fundamental factor in determining the final product quality, which directly influences the selling price and market preference. The current manual sorting process is prone to ... -
Analisis Performansi Quality of Service Jaringan Pada Software-Defined Network Dengan Ryu Controller dan Floodlight Controller
(Universitas Sumtera Utara, 2025)The use of internet network services by internet users to carry out various online activities is currently increasing. This causes a decrease in speed due to decreased performance due to the density of data packets on ... -
Otomatisasi Penilaian Aset pada Transaksi Pegadaian Menggunakan Machine Learning
(Universitas Sumatera Utara, 2024)Asset valuation is often subjective and can vary between appraisers, leading to uncertainty in determining an accurate value. The high volatility of certain asset types further complicates the effort to establish a stable ... -
Penerapan Deep Learning untuk Klasifikasi Penyakit Katup Jantung pada Video Ekokardiografi Doppler
(Universitas Sumatera Utara, 2025)Valvular heart diseases, such as mitral regurgitation (the backflow of blood from the ventricle into the left atrium) and mitral stenosis (narrowing of the valve that impedes blood flow), can disrupt the hemodynamic function ... -
Identifikasi Jenis dan Menghitung Jumlah Roti Memanfaatkan Citra dengan Menggunakan Faster R-CNN
(Universitas Sumatera Utara, 2025)The advancement of technology in the era of Industry 4.0 digitalization has driven various sectors to increasingly adopt artificial intelligence, including the food industry such as bakery products. This research seeks to ... -
Kombinasi Algoritma Advanced Encryption Standard (AES) Dan Shamir’s Secret Sharing (SSS) Pada Keamanan File Microsoft Word
(Universitas Sumatera Utara, 2025)Security vulnerabilities in DOC-format documents remain a significant concern, particularly due to the reliance on single-password protection in several versions of Microsoft Word, which exposes documents to key leakage ... -
Analisis Dan Implementasi Algoritma Random Number Generator Pada Game Brick Breaker
(Universitas Sumatera Utara, 2025)Brick breaker game is a game where the player is required to destroy block-shaped oject called bricks by bouncing a ball using paddle that controlled by the player. The Brick breaker game in this research was developed by ... -
Sistem Pencarian Dokumen Bahasa Indonesia Berbasis Konten Visual dan OCR Menggunakan Pendekatan Deep Learning
(Universitas Sumatera Utara, 2025)The development of digital technology has led to the accumulation of a large number of documents, especially in the form of images or scans, which makes it difficult to search using traditional keyword-based methods. This ...
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