Prof. Dr. Stefanie Schmidtner

Room: K206
Subject Area: Sustainable Urban Development and Artificial Intelligence
Research

Research focus:

  • Sustainable and intelligent mobility systems
  • Data Science & Machine Learning in mobility systems
  • Reinforcement Learning in mobility systems

in research institutes AImotion Bavaria and AININ.

Vita
  • Since 02/2021 at THI
  • 11/2018 - 01/2021: Data Scientist and project lead in the pre-development of smart mobility at Audi AG (Audi Electronics Venture GmbH and Cariad SE)
  • 08/2017 - 10/2018: Data scientist and functions developer at Audi AG
  • 05 - 08/2015: Research stay at Nanyang Technological University, Singapore
  • 10/2012 - 07/2017: Research Scientist and PhD candidate at Susanne Klatten endowed chair for empirical educational research at Technische Universität München, Munich
  • 2007 – 2012: Studies of Mathematics and Physics (secondary education) at Technische Universität München, Munich

Sustainable Urban Development and Artificial Intelligence

The research group sustainable urban development and artificial intelligence does research about the application of data science and ai methods for intelligent and sustainable mobility systems. It connects research about machine learning with the field of transportation systems and innovative mobility concepts. The aim is to foster sustainable, user centric and evidence based urban development und intelligent mobility systems. Statistical as well as machine/deep learning methods are used for answering the research questions.

 

Teaching

  • Statistics (Bachelor)
  • Data Science and AI KI for intelligent an sustainable mobile systems (Master, elective)
  • Introduction to Statistical Learning (Bachelor, elective)

  • Smart Mobility: Trends in intelligent an sustainable mobile systems (Master, elective)

Publications

2024
Gerner , Jeremias ; Rößle , Dominik ; Cremers , Daniel ; Bogenberger , Klaus ; Schön , Torsten ; Schmidtner , Stefanie
Enhancing Realistic Floating Car Observers in Microscopic Traffic Simulation
Publisher : IEEE
Publisher place : Piscataway
ISBN: 979-8-3503-9946-2
Meess , Henri ; Gerner , Jeremias ; Hein , Daniel ; Schmidtner , Stefanie ; Elger , Gordon ; Bogenberger , Klaus
First steps towards real-world traffic signal control optimisation by reinforcement learning
Publisher : Taylor & Francis
Publisher place : London
ISSN: 1747-7778 pdfhttps://opus4.kobv.de/opus4-haw/files/4858/First_steps.pdf
Rößle , Dominik ; Gerner , Jeremias ; Bogenberger , Klaus ; Cremers , Daniel ; Schmidtner , Stefanie ; Schön , Torsten
Unlocking Past Information: Temporal Embeddings in Cooperative Bird’s Eye View Prediction
Publisher : arXiv
Publisher place : Ithaca pdfhttps://opus4.kobv.de/opus4-haw/files/4612/2401.14325-1.pdf
Schlamp , Anna-Lena ; Gerner , Jeremias ; Bogenberger , Klaus ; Schmidtner , Stefanie
User-Centric Green Light Optimized Speed Advisory with Reinforcement Learning
Publisher : IEEE
Publisher place : Piscataway
ISBN: 979-8-3503-9946-2
2022
Meess , Henri ; Gerner , Jeremias ; Hein , Daniel ; Schmidtner , Stefanie ; Elger , Gordon
Real World Traffic Optimization by Reinforcement Learning
Publisher : figshare
Publisher place : [s. l.] pdfhttps://opus4.kobv.de/opus4-haw/files/2929/Proceedings_2022_ABMUS_workshop.pdf
Meess , Henri ; Gerner , Jeremias ; Hein , Daniel ; Schmidtner , Stefanie ; Elger , Gordon
Real World Traffic Optimization by Reinforcement Learning: A Concept
Publisher : figshare
Publisher place : [s. l.] pdfhttps://opus4.kobv.de/opus4-haw/files/2929/Proceedings_2022_ABMUS_workshop.pdf
Meess , Henri ; Gerner , Jeremias ; Hein , Daniel ; Schmidtner , Stefanie ; Elger , Gordon
Reinforcement Learning for Traffic Signal Control Optimization
Publisher : International Foundation for Autonomous Agents and Multiagent Systems
Publisher place : Richland
ISBN: 978-1-4503-9213-6