Mustafa Mahmoud

Led the development of an advanced measurement system using 2D & 3D sensors and edge devices for mm-level precision. - Managed requirement engineering, assembly, calibration, DL-based segmentation, and sensor fusion - Delivered a cost-efficient, high-speed, adaptable prototype. - Developed trajectory analytics to replace GPS, traffic & parking analytics using Lidar, and deployed solutions in high-sensitivity areas. Established a Unix-based collaborative dev environment with AI-supported workflows

• Time Series Analysis: Contributed to the implementation, evaluation, and reporting of time series analyses using ML/DL & classical regression approach for clients finance & planning department • Assisted in consulting and requirements engineering to help identify and address client in upcoming projects • Leading Workshops: Contributed to reporting, enhancing team knowledge and client requirements • Onestream implementation of finance models, aiding in the optimization of financial processes and reporting

• Developed and refined machine learning/deep learning models, focusing on license plate recognition systems for various international markets • Training, feature engineering, model evaluation, and deployment • I took an educational leave to further develop my skills and knowledge

• Implementation of an architecture for scanning and visualizing the vehicle environment using ROS • Engaged in data engineering tasks, focusing on the evaluation and visualization of sensor data to enhance vehicle-environment interaction through Three.js • Implementation and adaptation of QT & GTK GUIs in C++/Python, improving user interaction and system usability • Conducted comprehensive unit testing

@ Advanced Simulation Technologies Department: • Contributed to the development of point-cloud motion calculation and animation for FTE Analysis, enhancing simulation accuracy and visual fidelity • Implemented inverter-loss models in Matlab, optimizing simulation capabilities for advanced energy conversion analysis • Developed and adapted QT & GTK GUIs in C++/Python, facilitating user engagement and software functionality • Unit testing

• Editing & documentation of source-code with Doxygen & LaTeX • C++ scripting for supporting purposes

• Parameterization, analysis & documentation of EXCITE in C++

• Mounting & wiring

• Data pre- & post-processing with C++ • Numeric approximation of battery draining behaviour via Newton-Raphson

• Mounting & Wiring

Computer Vision & graphics and Embedded & automotive systems • 3D SEMI-AUTOMATIC ANNOTATION TOOL 2D/3D calibration & fusion followed up by labelling, object detection and segmentation of point-clouds using Yolo-3 & Frustum-PointNets++, implem. custom made user interface (https://www.youtube.com/watch?v=o17R_dABdmY) • AI- AND REGRESSION-BASED WATER LEVEL FORCASTING Impl. and evaluation of several time series analysis methods for forecasting water levels based on regression & ML models

Bachelor Thesis - WEB-BASED CAD MODELLING Development of a web-interface with X3Dom to enable DOM-node oriented CAD modelling

Automation & Electrical Engineering