Undergraduate Theses
Undergraduate Theses
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Perancangan Sistem Monitoring Kualitas Madu Ber- Basis IoT dengan Metode K-Nearest Neighbors (K-NN) Berdasarkan Sumber Makanan dan Lingkungan Peternakan Lebah
(Universitas Sumatera Utara, 2025)Honey quality is a key factor in the beekeeping industry that requires continuous Monitoring to ensure optimal product standards. This research aims to develop an Internet of Things (IoT) based honey quality Monitoring ... -
Implementasi Deep Learning dengan EfficientNet-B4 untuk Klasifikasi Acute Lymphoblastic Leukemia berdasarkan Citra Mikroskopis Sel Darah
(Universitas Sumatera Utara, 2025)Acute Lymphoblastic Leukemia (ALL) is one of several types of blood cancer that is aggressive and progressive in nature, posing a significant risk of death if not identified and treated promptly. Accurate classification ... -
Pengembangan Simulasi Tools Efek Confetti Menggunakan Objek 3d pada Unity Secara Prosedural
(Universitas Sumatera Utara, 2025)This study aims to develop the Confetti FX Tool, a Unity-based utility designed to simplify the procedural creation of confetti visual effects using 3D objects. This tool is intended to improve efficiency, flexibility, and ... -
Sistem Informasi Geografis Puskesmas dan Apotek Berbasis Android di Wilayah Kabupaten Asahan
(Universitas Sumatera Utara, 2025)One of the main factors for a country to be prosperous can be seen from the level of population health in the country. The level of population health is also influenced by the distribution of health facilities. In the ... -
Deteksi Anomali Hasil Pilkada di Kabupaten Batu Bara Menggunakan Algoritma Dbscan
(Universitas Sumatera Utara, 2025)Perbedaan signifikan antara hasil survei yang dilakukan oleh lembaga survei independen dengan hasil akhir Pemilihan Kepala Daerah (Pilkada) dapat menjadi indikasi adanya anomali dalam data pemilihan. Penelitian ini mengusulkan ... -
Deteksi dan Klasifikasi Tingkat Keparahan Lubang Jalan di Kota Medan Menggunakan YOLOv11 dan U-Net Berbasis Mobile
(Universitas Sumatera Utara, 2025)Road damage, particularly potholes, poses a serious problem in the city of Medan, as it endangers public safety and disrupts traffic flow. The reporting and handling of road damage are often hindered by limited resources ... -
Sistem Deteksi Dini Anemia Remaja Menggunakan Support Vector Machine dan Rekomendasi Pola Makan dengan Content Based Filtering
(Universitas Sumatera Utara, 2025)Anemia is still one of the most common health problems among adolescents, especially among adolescent girls. To avoid more serious impacts, a fast and precise detection system is needed. This research aims to develop a ... -
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 ...
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