Master thesis – Physics-Based Simulation & Reinforcement Learning for Photochromic Light Control (w/m/d)

Steyr
Freelancer
Masters thesis
Starting immediately

PROFACTOR is a research and technology company focusing on industrial inspection, robotic/digital assistance, micro/nano-manufacturing, and digital printing technologies. We research and develop the production of the future. Our technological developments optimize the production of renowned industrial partners.

Photochromic materials enable reversible color changes when exposed to light of specific wavelengths. In the REPIX project, a novel AI-assisted exposure system is developed to control spatially resolved photochromic state transitions on functional surfaces.
The project combines physics-based optical modeling with reinforcement learning to enable intelligent light control strategies for industrial applications.

Your Tasks

The goal of this thesis is to contribute to the development of a simulation-driven AI control framework for photochromic light
patterning.

  • Further development of a physics-based 2D simulation of photochromic thin films
  • Integration of experimentally measured material parameters
  • Development and implementation of a reinforcement learning framework for exposure control
  • Design of state and action spaces for light modulation
  • Definition of reward functions for color accuracy and pattern fidelity
  • Evaluation of sim-to-real transfer strategies

The exact focus (simulation vs. RL emphasis) can be adapted based on the candidate’s strengths.

Your Qualifications

  • Strong experience in Artificial Intelligence / Machine Learning
  • Solid programming skills in Python
  • Experience with ML frameworks (e.g., PyTorch or TensorFlow)
  • Independent and structured working style
  • Background in physics, optics, photonics, or spectroscopy

We offer

  • Work in a cutting-edge AI + functional materials research project
  • Collaboration with industrial partners
  • Flexible working hours
  • Integration into an interdisciplinary research team
  • Access to experimental validation data

Start/ Duration

Now / Duration of 6 months (extendable depending on performance)

Our Mission

PROFACTOR’s research improves the competitiveness of European Industry. We are pioneers of the thinking production.
We bring production back home.

We offer for master thesis a compensation of min. 550 EUR per month.

Benefits

Progress begins with the people who make it happen. That’s why we invest in an environment that gives you the space to share ideas, grow, and collaborate — with benefits that make a real impact.
Eine Person schreibt etwas auf einen Notizblock

Professional Development

PROFACTOR offers hands-on training and innovative research projects that enable you to continuously expand your skills.
Personen haben in einem Halbkreis eine lockere Besprechung

Flexibility

Flexible working arrangements, remote work, part-time options — with us, you can shape your working day around your life.
Kostenfreie Mitarbeiterparkplätze am Unternehmensstandort Steyr als Benefit für Mitarbeiter

Parking

Free parking spaces at our Steyr site make commuting convenient and stress-free.

Health

Von Gesundheitsförderung bis zur gemeinsamen Kaffeepause – wir schaffen ein Arbeitsumfeld, das Ihr Wohlbefinden stärkt und Ihre Gesundheit nachhaltig unterstützt.
Mitarbeiter spielt Soccer-Golf

Events

Experience true team spirit at exciting employee and sports events.
Mitarbeiter:innen beim Kaffee in der Küche

Fruit & Coffee

Enjoy fresh fruit and coffee at the office every day — a healthy energy boost whenever you need it.

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