Master's theses in Information and Communication Technology
Recent Submissions
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Comparative Analysis of Machine Learning and Large Language Models for Evaluating Customer Feedback and Reviews in Telecommunication Services
(Master thesis, 2024)In the present era, reviews and personal recommendations play a significant role in guiding people’s decision-making processes. A fundamental task within natural language processing, sentiment analysis involves anticipation ... -
Reimagining Data Exchange: OPC UA to MQTT and OCPP Conversion for Mobile Charging Stations
(Master thesis, 2024)As the adoption of emission-free construction sites becomes more prevalent, the need for interoperable mobile charging stations increases. This thesis, titled ’Reimagining Data Exchange: OPC UA to MQTT and OCPP Conversion ... -
Analyzing Data from HVAC Systems in Oslo School Buildings with Artificial Intelligence
(Master thesis, 2024)Artificial intelligence (AI) has significantly altered our lives and will do so in the future. Among the several applications and industries that use it is building automation. Productivity has increased because of artificial ... -
ESTIMATING DRONE COUNT IN A SCENE USING 5G CSI AND MULTI-MODAL 1D-CNN
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AnomalyNet Leraging Neural Networks for unsupervised detection of fish net damages in aquaculture
(Master thesis, 2024)This thesis explores the application of unsupervised neural network models, specifically autoencoders and transformers, for detecting anomalies in fish nets using acceleration vibration signals. The study evaluates the ... -
Implementation Of Reinforcement Learning To Solve Job-Shop Scheduling Problem
(Master thesis, 2024)The Job Shop Scheduling Problem (JSSP) consists of allocating various tasks to distinct machines, each of which has a different sequence of operations. This thesis investigates the application of Reinforcement Learning ... -
Virtual Reality First Aid Training Kit
(Master thesis, 2024)This project investigates the design, development, test and evaluation of a Virtual Reality- based solution for first aid training, aiming to address the demand of the general public for increased knowledge and practical ... -
Optimize Plankton Image Classification
(Master thesis, 2024)To understand the impact of climate change on the marine life; researchers have been monitoring and investigating its effect on the food supply chain, among many other things. Plankton form the base of the marine food ... -
Deformable Large Kernel Approximation For Semantic Segmentation of Shorelines
(Master thesis, 2024)Marine oil spills have emerged as a major threat to marine ecological safety. Large incidents related to oil extraction and maritime operations has lead to an estimated 1,522,000 tonnes of oil being released into the oceans. ... -
Energy consumption for cluster-based IoT uplink transmissions: A Simulation based Study
(Master thesis, 2024)Along with smart devices and sensors that are expected to grow even further with the continuing development of 5G and beyond 5G systems, there is a great need for energy efficient wireless communication. This study aims ... -
A Study of Mitigating Advesarial Attacks against Machine Learning Models
(Master thesis, 2024)Machine learning (ML) is a powerful tool to analyze complex data and make predictions, but it faces challenges from adversarial attacks that significantly affect its performance. In this study, we explored the vulnerabilities ... -
Evaluating and Enhancing Custom AI Chat Services: Towards Increasing the Speed, Accuracy and Cost Efficiency of Retrieval Augmented Generation Pipelines
(Master thesis, 2024)Custom AI chat services that utilize Retrieval Augmented Generation are becoming more and more common within different sectors and businesses. When these types of services are used in professional settings like a workplace, ... -
Federated Machine Learning: Privacy, Explainability, and Performance
(Master thesis, 2024)There is an increasing need for explainable and private machine learning. The European Union’s AI Act is a recent legislation aimed at regulating the development and use of artificial intelligence in the European Union. ... -
Magma based Private 5G Networks: Experimental Platform Development and Performance Evaluation
(Master thesis, 2024)In light of the exciting developments in open-source solutions for future communication networks, many industry players are interested in exploring how these solutions can be practically adapted in commercial settings, ... -
Enhancing 5G Network Coverage via UAV-Assisted Communication and Mobility Prediction: A Machine Learning-based Approach
(Master thesis, 2024)This research addresses three critical questions in the context of enhancing 5G network coverage via UAV-assisted communication: predicting user mobility, optimizing UAV deployment, and measuring the performance of developed ... -
Explainable AI in Industrial Control Systems; Key attributes, requirements and proof of concept
(Master thesis, 2024)The increased digitization of the Industrial Control Systems (ICSs) and the integration of Internet of Things (IoT) technologies in Critical Infrastructure (CI), introduced new vulnerabilities to systems' security and ... -
Demographic optimization of regions of interest for heart rate estimation through explainable remote photoplethysmography
(Master thesis, 2024)Heart rate measurement can provide vital insights into the autonomic nervous system and cardiovascular health. Conventional heart rate monitoring devices include electrocardiogram and photoplethysmography, both of which ... -
Deep learning-based golf swing sequencing from videos
(Master thesis, 2024)This thesis delves into the effectiveness of advanced deep learning configurations for identifying the dynamic and static phases of golf swings, a fundamental skill in golf that directly influences performance outcomes. ... -
Active network management with decision transformer
(Master thesis, 2024)This thesis analyzes the implementation of a DT model for ANM in power grids, focusing on active network management with intermittent renewable energy sources. Considering the increasing implementation of renewable sources ... -
Active Network Management with Decision Transformer
(Master thesis, 2024)This thesis analyzes the implementation of a DT model for ANM in power grids, focusing on active network management with intermittent renewable energy sources. Considering the increasing implementation of renewable sources ...
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