Browsing Doctoral Dissertations by Submit Date
Now showing items 1-20 of 62
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Pengembangan Model IoT dan Pendekatan Machine Learning (ML) pada Budidaya Perikanan
(Universitas Sumatera Utara, 2025)Traditional fish farming faces various challenges, including a high dependence on environmental factors that affect fish growth and health, where water quality and parameter monitoring are still done manually. This ... -
Optimisasi Berkelanjutan Menggunakan Machine Learning untuk Forecasting Performa Pertumbuhan Tanaman
(Universitas Sumatera Utara, 2025)The distribution of data generated at each iteration in the continuous optimization process tends to result in premature convergence because optimum points are found at the beginning of the iteration so that true optimum ... -
Optimisasi Berkelanjutan Menggunakan Machine Learning untuk Forecasting Performa Pertumbuhan Tanaman
(Universitas Sumatera Utara, 2025)The distribution of data generated at each iteration in the continuous optimization process tends to result in premature convergence because optimum points are found at the beginning of the iteration so that true optimum ... -
Framework Internet of Things (IoT) Untuk Memprediksi Kecepatan Optimal Dalam Balap Sepeda Pada Road Bike
(Universitas Sumatera Utara, 2025)This study aims to develop an Internet of Things (IoT) system framework to predict the optimal cycling speed for road bike athletes using multisensor data and machine learning. The primary issue addressed is the absence ... -
Pendekatan Convolutional Neural Network untuk Mengantisipasi Jamming-attack pada Wireless Sensor Network
(Universitas Sumatera Utara, 2025)IEEE 802.11 wireless networks (Wi-Fi) deployed within Wireless Sensor Networks have become a cornerstone of modern communication infrastructures. However, the inherently open nature of the wireless transmission medium ... -
Model Optimasi Keandalan Waktu Perjalanan Ambulans pada Smart City
(Universitas Sumatera Utara, 2025)Smart City is a city built to create an efficient, sustainable, fair and livable city. To increase the percentage of citizen survival both in normal times and in emergencies or Emergency Medical Services (EMS) is one of ... -
Metode SF-MEREC-RAFSI dalam Multiple-Criteria Group Decision Making untuk Pendukung Keputusan Penerima Bantuan Keuangan Perbankan
(Universitas Sumatera Utara, 2025)Decades ago, the banking system relied on expert judgment to make financial decisions by qualitatively assessing risks based on company financial reports, business scenarios, and individual client interviews through ... -
Model Optimisasi Kualitas Air dalam Ekosistem Aquascape Menggunakan Pendekatan Data Analitik
(Universitas Sumatera Utara, 2025)Dissolved Oxygen (DO) is a key parameter in maintaining the ecological balance of aquascapes, playing a crucial role in sustaining the life of aquatic flora and fauna as well as serving as a primary indicator of water ... -
Penguatan Kualitas Data Klaster dengan Pemanfaatan Cure-Perseptual pada Titik Representatif dan Centroid Cure
(Universitas Sumatera Utara, 2025)The CURE (Clustering Using Representatives) algorithm is well-known for its robust Clustering capabilities, particularly in handling non-linear data structures and the presence of outliers. However, the conventional CURE ... -
Optimasi Model Klasifikasi Citra Digital terhadap Diagnosis Dini Penyakit Tanaman
(Universitas Sumatera Utara, 2025)This study proposes an improved DenseNet-SEGR model by integrating a novel Squeeze-and-Excitation (SE) block formulation to improve feature selection for tomato leaf disease classification such as color, texture, shape, ... -
Model Optimasi Rute Pengangkutan Sampah dengan Cummulative Vehicle Routing Problem (CVRP) Menggunakan Algoritma Genetika dan Prediksi Volume Sampah Dinamis dengan Xgboost Regression
(Universitas Sumatera Utara, 2025)Waste collection truck route management is a major challenge in an effort to improve operational efficiency. Cummulative Vehicle Routing Problem (CVRP) is one of the problems in vehicle route optimization, especially in ... -
Optimasi Capacitated Vehicle Routing Problem with Pickup and Delivery (CVRPPD) Menggunakan Pendekatan Metaheuristik dengan Mempertimbangkan Cuaca dan Kepadatan Lalu Lintas
(Universitas Sumatera Utara, 2025)This study aims to develop and evaluate the Adaptive Heuristic-Based Ant Colony Optimization (AHB-ACO) algorithm as a dynamic optimization solution in the Capacitated Vehicle Routing Problem with Pickup and Delivery (CVRPPD). ... -
Kombinasi Algoritma Leiden dan Graph Coloring untuk Menentukan Top Influencer Marketing
(Universitas Sumatera Utara, 2025)In the current digital era, the role of influencers, particularly on social media platforms, has grown significantly. One common feature utilized by businesses is the "followers" feature. However, this feature only groups ... -
Model Validasi Gambar Target Dengan Modifikasi Algoritma Deep Neural Network pada Sensor Gambar
(Universitas Sumatera Utara, 2025)Image validation is always necessary to ensure that detected images are accurate. The higher the object image validation value, the better the object detection performance. The development of Artificial Neural Networks ... -
Formulasi Optimasi Diskrit untuk Penyelesaian Permasalahan Visualisasi Data
(Universitas Sumatera Utara, 2025)The rapid development of computer technology has led to the accumulation of large amounts of high-dimensional data, creating challenges in analysis and visualization. Data visualization plays an important role in ... -
Model Transmisi Dinamis dari Covid-19 dengan Adanya Isolasi Mengggunakan Pendekatan Deep Learning
(Universitas Sumatera Utara, 2024)Corona Virus (Covid-19) is a new virus that broke out in 2020. This virus is a new type of virus (SARS-CoV-2) and the disease is called Corona Virus Disease 2019 (COVID-19). The rapid spread of this virus has resulted ... -
Model Algoritma Clustering untuk Efisiensi Energi Jaringan Sensor Nirkabel (JSN)
(Universitas Sumatera Utara, 2024)This research focuses on optimizing the LEACH algorithm in wireless sensor networks. The problem addressed in this study is the energy consumption imbalance across all clusters in the Wireless Sensor Network (WSN), leading ... -
Model Optimasi Vehicle Routing Problem dengan Machine Learning dalam Klasifikasi Imbalanced Data Rute Kendaraan
(Universitas Sumatera Utara, 2024)The problem of imbalance in the process of vehicle route classification has become a challenge in the classification process and attracted the attention of a number of researchers. Industrial and service problems that are ... -
Pendekatan Neurogen di Dalam Gaussian Process Regression dan Reinforcement Learning untuk Peningkatan Akurasi Prediksi dan Klasifikasi
(Universitas Sumatera Utara, 2024)Artificial Intelligence and Machine Learning has become the biggest phenomena in the last decade in the world, especially after the emergence of the Deep Learning paradigm then followed by the development of Reinforcement ... -
Model Optimisasi Keputusan Operasional dan Pembelajaran Efisiensi untuk Ritel Multiproduk
(Universitas Sumatera Utara, 2024)This research proposes an optimization model to support operational decision-making and efficiency learning in the context of multiproduct retail. The main objective of this study is to develop an approach that can assist ...