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End-to-End Autonomous Quadcopter using Reinforcement Learning
Published 2024“…We compare state-of-the-art RL algorithms, specifically Proximal Policy Optimization (PPO), against traditional Proportional-Integral-Derivative (PID) controllers across three tasks: hovering, slow trajectory following, and fast trajectory following. …”
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Generalized model predictive pulse pattern control based on small-signal modelling
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Navigating the Rules: Integrating TD3 and Sensor Fusion for Traffic-Aware Autonomous Vehicle Path Planning
Published 2024“…The study utilizes the CARLA simulator, and real-world datasets, including KITTI and WAYMO, to train and evaluate the proposed algorithm. …”
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Integration of seasonal forecast information and crop models to enhance decision making in small-scale farming systems of South Africa
Published 2021“…Utilization of such an approach in South Africa can enhance decision making in climate variability management. …”
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The feasibility of a commercial-scale recirculating aquaculture system integrating sea urchins (Tripneustes gratilla) and seaweed (Ulva)
Published 2025“…Most of this nitrogen is likely deposited as particulates and thus cannot be utilized by Ulva. However, this nitrogen could be converted into a dissolved form via mineralization. …”
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Improving linearity utilising adaptive predistortion for power amplifiers at mm-wave frequencies
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Adaptive Protection for Renewable-Based AC Microgrids in Low-Voltage Radial Networks
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Explaining changes in post-apartheid income and earnings inequality
Published 2021“…Therefore, policy makers need to re-examine the efficiency of current social spending and labour laws in order to set the right growth path for the South African economy. The methods utilized throughout this thesis harmonise different sources of information and enable an integrated analysis of the dynamics of the South African income distribution. …”
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Towards the development of a standard test protocol : application of the MMLS3 for evaluating the performance of surfacing seals
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A human cyber-physical system for resource and information management in hospital wards
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Navigating the Future Advancing Autonomous Vehicles through Robust Target Recognition and Real-Time Avoidance
Published 2025“…We are using as our base a particular object recognition algorithm (YOLOv7) and a particular simulation environment (CARLA). We utilized the CARLA 0.9.14 simulator on Ubuntu 20.04 as a more stable option than the initially used CARLA 0.9.15 on Ubuntu 22.04, where both were used in an unreal engin 4.26 environment. …”
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A digital twin architecture for a water distribution system
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