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List of results

• Behaviour modeling and classification of vehicles at a roundabout  + (Programming (any of C++, Python, Matlab))
• Segmentation and object identification in warehouse environments using machine learning  + (Programming (any of C++, Python, Matlab))
• Modelling behavior and interaction of road users in transportation systems  + (Programming (any of C++, Python, Matlab))
• Mining For Meanings In Robot Maps  + (Programming (preferably C++ or Python), Machine Learning, Data Mining. Bonus: Mobile Robots (kinematic/dynamic modeling), ROS.)
• Model Volvo Truck Lifetime Repair History  + (Programming competence Artificial Intelligence, Learning Systems and Data Mining courses)
• Understand Patterns in Volvo Truck Lifetime Repair History  + (Programming competence Artificial Intelligence, Learning Systems and Data Mining courses)
• Development of surveillance methods for sterilizers  + (Programming competence Cooperating Intelligent Systems and Learning Systems courses)
• Identification and Classification of Automotive Radar Interference using Data-driven Methods  + (Programming for data analysis, experience with Matlab/Python (with ML-libraries), signal processing foundations)
• Model behaviour of agents in a warehouse setting  + (Programming skills (preferably C++ or Python))
• Agent and object detection and classification in a warehouse setting  + (Programming skills (preferably C++ or Python))
• Data Mining In a Warehouse Inventory  + (Programming skills, Machine Learning, Computer Vision, Data Mining.)
• V2X Intention Sharing for E-Bikes and E-Scooters  + (Programming; Ability to work with Single-board Computers running Linux distributions; Trigonometry; Differential Equations.)
• Network-assisted positioning in confined spaces using 802.11 Access Layer information  + (Programming; Statistics; Basic knowledge of 802.11 and Access Layer in general (i.e., the equivalent to OSI layers 1 and 2); Ability to work with Single-board Computers running Linux distributions)
• Connected Safety Vest for Roadworkers  + (Programming; embedded systems; Linux (Debian))
• Smart sensor  + (Projects involving both software, hardware, and electronics require much development/time)
• Multi-modal Weather type Classifier  + (Python programming, Deep Learning)
• Analysis of ocular image synthesis for cross-spectral recognition  + (Python, Deep Learning course, Image Analysis course)
• Human Value Detection  + (Python, ML)
• Classifying heart diseases based on heart random numbers  + (Python, Matlab, ML)
• Browser Extensions Updates  + (Python; JavaScript)
• Collaborative Filtering Recommendation System Location Content-based  + (Python; JavaScript)
• No Signal Left to Chance  + (Python; JavaScript; ML)
• Interactive Anomaly Detection  + (Requires very good understanding of ML and data mining techniques (especially for anomaly detection). Good programming skills (preferably in Python) are also required.)
• Multi-robot coordination in a warehouse  + (Robotics, Intelligent Vehicles, Algorithm courses)
• Activity monitoring for AAL  + (Sensor System (7.5 credits), Learning Systems (7.5 credits), Cooperating Intelligent Systems (7.5 credits), or similar)
• Something to do with social robots  + (Should be able to code in python, work with Robot Operating System, and be interested in robots, computer vision, human-robot interaction.)

• Acumen Robot Model Series  + (Solid mathematical and programming skills)

• Evaluation of Open Source Robot Simulators for Smart Mobility Applications  + (Solid programming experience, preferably in C++ under Linux.)
• Simulating Crowds for Traffic Safety Research  + (Solid programming in Python, C, or C++; previous experience with ROS and mobile robotics would be a significant advantage)
• Merging Clothoids with B-Splines  + (Solid programming skills in Python, Matlab, or similar scientific computing language; foundations in analytical geometry)
• Speaker/speech recognition and engagement  + (Speech analysis, sensors, electronics, programming)
• Multivariate Time Series Analysis with Irregularly Sampled Data  + (Statistics, Neural Networks, Programming (Python or Matlab))
• Uncertainty quantification for data driven clinical decision making  + (Statistics; Neural Networks; Programming (Python or Matlab))
• Leveraging LLMs for Clinical Note Annotation and Uncertainty Estimation  + (Statistics; Neural Networks; Programming (Python))
• IoT Forensics  + (Strong Knowledge of Hardware Interface and Chip Reading Tools)
• Robot Cooking  + (Strong multidisciplinary interest, strong work ethic, software (also ability to work with libraries), possibly some small work with hardware/electronics)
• Vehicular Network Graphical Interface  + (Strong python background, specially with plotting and UI libraries. Strong background in Euclidean geometry.)
• Comparative Study on Data Abstraction Methodologies for Interoperable V2X Roadside Units (RSU)  + (Strong skills in embedded C/C++, data structures, computer networks, and a foundational understanding of V2X standards.)
• Digital Twin - AFRY  + (TBD)
• Social touch for robots  + (Willing to write a conference paper)
• Embeded wearable sensors application at the HINT  + (Wireless and digital communication, electronics, familiarity with Linux)
• Autonomously discovering district heating control strategy used by buildings  + (basic statistics and programming skills; interest in machine learning and data mining.)
• On detecting deviations by autonomously discovering district heating control strategy used by buildings  + (basic statistics and programming skills; interest in machine learning and data mining; willingness to learn new topics.)
• Electrical stimulator design and development  + (circuit design,prototyping,micro-controller programming)
• Smart App for PD  + (courses in signal analysis or image analysis, design of embedded intelligent systems, and programming are required. Previous experience with Java or app development and courses in artificial intelligence are appreciated.)
• Deep stacked ensemble  + (deep learning, data mining, programming knowledge of one of deep learning frameworks such as tensorflow, pytorch or at least their APIs)
• Positioning of the user at the HINT  + (familiarity with digital and wireless communication, experience with circuit design and prototyping)
• Convolutional Neural Network (CNN) responses when the number of classes increase  + (image analysis)
• Data sharing and 3D coordination control between couple of mobile robots and a drone  + (intelligent vehicles, robotics, algorithms)
• Multi-robot trajectory adaptation using a state-time elastic band approach  + (recommended: intelligent vehicles, design of embedded intelligent systems, or similar; strong in math and programming)
• "TROLL": a regenerating robot  + (some capability to work with software, and interest in robots and recognition)
• Detecting Points of Interest for Robotic First Aid  + (some capability to work with software, and interest in visual recognition and robots)