Reports

Research and academic publications.

Selected research reports and studies.

Machine Learning Research

DoS Attack Detection using Neural Networks

TensorFlow/Keras model with a NumPy/Pandas pipeline; 95.4% test accuracy.

Voltage and Luminance Report

Modelling Voltage and Luminance in LEDs

Investigating LED luminance vs voltage (06.2023 — 05.2024). Physics research with statistical validation (Kolmogorov–Smirnov tests) and Python/Matplotlib data processing.

Bézier Curves Report

Modelling Rollercoasters using Bézier curves

6th-order Bézier models for rollercoaster safety and physiological analysis (07.2023 — 03.2024). Derivative-based velocity/acceleration analysis using NumPy/SciPy and a Bézier fitting tool.