Doctoral Dissertations
Doctoral Dissertations
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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 ... -
Social Network Analysis Text Mining pada Jaringan Sitasi Publikasi
(Universitas Sumatera Utara, 2024)The problem of analysing publication citation networks has recently been widely researched, but many studies only analyse one or several types of journals due to differences in the metadata of each journal. Apart from ... -
Metode Hybrid Grid Partition dan Rough Set untuk Pembangkitan Aturan Fuzzy pada Klasifikasi Data Set
(Universitas Sumatera Utara, 2024)A fuzzy rule-based system with a grid-type fuzzy partition method to handle classification problems in low-dimensional patterns has shown the effectiveness of classification ability and very satisfactory interpretability, ... -
Pemodelan Smart Agriculture untuk Perencanaan Sistem Pemeliharaan Tanaman
(Universitas Sumatera Utara, 2024)The planning model for sustainable crop maintenance associated with smart agriculture is a complicated issue because it involves many factors such as productivity, quality, growth care, labor use, and the use of information ... -
Knowledge Discovery Data Demografi Pandemi dengan Pendekatan Multi-View Clustering K-Modes dan Davies Bouldin Index
(Universitas Sumatera Utara, 2024)The uneven spread of the pandemic in terms of prevalence and speed of spread is due to the role of social, economic and demographic factors and which allows the number of pandemic cases to increase to a higher level. Proper ... -
Pemodelan Pergerakan Self-Balancing Cube pada Permukaan Berotasi Berdasarkan Kecepatan Sudut dan Akselerasi Menggunakan Sequential Neural Network
(Universitas Sumatera Utara, 2024)Self-balancing Cube is a device that is able to maintain its own balance by utilizing a reaction wheel control system. By utilizing the action-reaction principle, the reaction wheel can correct the position of the ... -
Model Pengoptimalan dalam Prediksi Profil Pelanggan terhadap Bisnis Metrik dengan Robust Nonparametric Regresi
(Universitas Sumatera Utara, 2022)Business intelligence can be defined as a set of techniques and tools for the acquisition and transformation of raw data into meaningful and useful information for business analysis purposes. Information requires strategies ... -
Model Pengoptimalan dalam Prediksi Profil Pelanggan terhadap Bisnis Metrik dengan Robust Nonparametric Regresi
(Universitas Sumatera Utara, 2022)Business intelligence can be defined as a set of techniques and tools for the acquisition and transformation of raw data into meaningful and useful information for business analysis purposes. Information requires strategies ... -
Optimasi Manajemen Kapasitas Pelayanan Pasien Rawat Jalan dengan Pendekatan Machine Learning
(Universitas Sumatera Utara, 2024)The main problem of this research is the maximum capacity that is not optimal because not all outpatient requests are fulfilled, the limited range of appointment times for returning patients and the average appointment ... -
Model Optimasi Novel Permasalahan Perencanaan Lalu Lintas Udara pada Masa Pandemi Berbasis Pendekatan Deep Learning
(Universitas Sumatera Utara, 2024)This research is a continuation of research originating from several previous studies, and ATFM problems from a mathematical optimization perspective. The model built in this research is how to schedule flights with minimal ... -
Optimasi Kinerja E Government melalui Data Media Sosial Berskala Besar (Big Data)
(Universitas Sumatera Utara, 2023)Advances in internet and communication technology underlie the growth of e-commerce, e-business applications and social media which are expected to contribute to increasing economic growth and community welfare, therefore ... -
Model Optimasi Jaringan Sinyal Komunikasi Berdasarkan Konsep Ubiquitous Clouds
(Universitas Sumatera Utara, 2023)The development and use of Wireless Network (WN) is currently very rapid, especially for human life. Cloud-based solutions are efficient because there are no time delays, despite high power consumption, security and privacy ...
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