Master Thesis: Episodic Memory for Behavior Prediction & Accident Anticipation - Traffic Simulation

Teknik, data och digitalt · Data, AI och analys · Maskininlärning · Artificiell intelligens · Datavetenskap

I korthet

This Master Thesis project at Ericsson in Lund, Sweden, explores how episodic memory mechanisms can improve AI-driven behavior prediction and accident anticipation in traffic simulations. The role involves designing and evaluating memory-augmented models using VR-based simulations to enhance AI's understanding of hazards and future events.

Ansvarsområden

Design and implement memory-augmented behavior prediction models.
Evaluate three complementary episodic memory mechanisms: personal, location-based, and situation-based.
Integrate simulation data (trajectories, interactions, context, events, gaze) into a retrieval-based prediction framework.
Compare AI-based risk prediction with human attention and decision-making via user studies.
Investigate explainability and interpretability of memory-based prediction systems.
Explore how memory-augmented world models can support safer and more intelligent future systems.

Krav

Knowledge in Computer Science, Electrical Engineering, Artificial Intelligence, or a related field.
Experience with Python programming.
Interest in machine learning, deep learning, and AI research.
Familiarity with PyTorch or TensorFlow.
Understanding of data analysis and software engineering practices.
Curiosity, creativity, and willingness to explore new research ideas.

Önskade kvalifikationer

Experience with VR/XR development, Unity or Unreal Engine.
Experience with computer vision, simulation environments, eye-tracking data, retrieval systems, digital twins, or autonomous driving research.
Students who enjoy combining machine learning, simulation, human behavior analysis, and user-centered experimentation.

Färdigheter

PythonPyTorchTensorFlowMachine LearningDeep LearningAIComputer VisionSimulationUnityUnreal Engine

#AI#Traffic Simulation#Episodic Memory#Behavior Prediction#Accident Anticipation#Master Thesis

Om Ericsson

Pioneering technology for connecting billions of people worldwide

Our purpose \nTo create connections that make the unimaginable possible.\n\nOur vision\nA world where limitless connectivity improves lives, redefines business and pioneers a sustainable future.\n\nOur values\nPerseverance, professionalism, respect and integrity.\n\nThe future is a place for purpose & vision – ours are clear, and we invite partners, customers and consumers to join us in our journey. \n\nFor a brighter future. For all. Let's #ImaginePossible

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