Marcel Albus

Marcel Albus

Research Engineer

Biography

I am a research scientist with over six years of industrial experience in software development and more than four years specializing in factory and robotic assembly automation. I obtained a master’s degree in mechatronics from the University of Stuttgart and a bachelor’s degree in mechanical engineering from the University of Applied Sciences Albstadt‑Sigmaringen and am currently pursuing a PhD at the Fraunhofer Institute for Manufacturing Engineering and Automation IPA. My work focuses on leveraging mathematical optimization techniques and machine learning to solve complex problems in industrial automation. I am interested in applying new research and advanced problem-solving methods to tackle real-world challenges, particularly in robotics and automation systems.

My expertise spans the following areas:

  • Assembly Line Optimization: Developing mixed-integer programming models to optimize robotics and hybrid assembly lines and address challenges in Assembly Line Balancing through new models and methods.
  • Robotic Assembly and AI Integration: Implementing symbolic AI techniques to enhance robotic assembly tasks, such as peg-in-hole operations, with real-world execution and performance evaluation.
  • Reinforcement Learning for Robotic Manipulation: Training robotics systems to perform complex assembly tasks within physics-based simulations using Reinforcement Learning algorithms.
  • Machine Learning for Safety-Critical Applications: Investigate machine learning detection models' reliability, conformity and safety in applications where accuracy is critical.
  • Assistive Robotics in Dynamic Environments: Designing, simulating, and optimizing the drive-controller for assistive robotic systems capable of adapting to highly variable and dynamic settings.
  • Automation of Automation: Responsible for the “automation of automation” in the context of factory reconfiguration, and matrix production to create flexible production systems for the future.

Download my resumé.

Interests
  • Mathematical Optimization
  • Artificial Intelligence
  • Robotics
Education
  • M.Sc. in Mechatronics, 2019

    University of Stuttgart

  • B.Eng. in Mechanical Engineering, 2016

    University of Applied Sciences Albstadt‑Sigmaringen

Skills

Skills
Skills

Experience

 
 
 
 
 
Research Engineer
Fraunhofer Institute for Manufacturing Engineering and Automation IPA
Apr 2019 – Present Stuttgart

Research Engineer in the field of robotic assembly automation using methods of mathematical optimization and machine learning with proficiency in the following fields:

  • Assembly Line Balancing optimization for robotics and hybrid lines using mixed‑integer programming and genetic algorithms.
  • Usage of robotic assembly skills in combination with symbolic AI to solve a peg-in-hole task with real‑world execution and evaluation.
  • Learning complex assembly tasks in physics simulation using Reinforcement Learning.
  • Verification of Machine Learning detection models in safety‑critical applications.
 
 
 
 
 
Research Assistant
Fraunhofer Institute for Manufacturing Engineering and Automation IPA
May 2017 – Apr 2019 Stuttgart

Research Assistant in the group of “Industrial and Commercial Service Robots” with the following main emphasis:

  • Autonomous simulation and identification of safety critical behaviour for assistive robots as continous integration service.
  • Design and simulation of assistive robotics in highly changeable and dynamic environments.
  • Optimization of path control procedures for assistive robots through identification and setup of edge-case test environments and a parameter optimization pipeline.
 
 
 
 
 
Design Engineer
hofer Powertrain
Sep 2014 – Jan 2016 Nürtingen
  • Technical design, calculation and construction of endurance and extreme temperature test benches for automotive manufacturers.
  • Investigation of double clutch systems in high performance transmission for motorcycles with more than 200 hp.

Education

 
 
 
 
 
Master of Science in Mechatronics
University of Stuttgart
Apr 2016 – Apr 2019 Stuttgart
  • Specialized in software engineering and systems control, with a focus on automation applications.
  • Master thesis in the field of reinforcement learning for human robot collaboration, “Deep reinforcement learning architecture for safety behaviour in robotics”.
  • Study thesis in the field of service robotics path planning, “Analysis and optimization of parameter sets for path control procedures of mobile service robotics in dynamic environments”.
  • Final grade 1,7.
 
 
 
 
 
Bachelor of Engineering in Mechanical Engineering
University of Applied Sciences Albstadt‑Sigmaringen
Sep 2012 – Apr 2016 Albstadt-Ebingen
  • Bachelor thesis in the field of control engineering, “Design of a control algorithm for an airplane autopilot”.
  • Final grade 1,7.

Projects

*

Recent & Upcoming Talks

Publications

Contact