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Dr. Marius Schmiedt

Dr. Marius Schmiedt

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location of Dr. Marius SchmiedtStuttgart Region

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  • Timeline

  • About me

    Software Developer at MAGNA Powertrain

  • Education

    • Institut für Mechatronische Systeme im Maschinenbau, TU Darmstadt

      2019 - 2024
      PhD candidate Mechanical Engineering

      Automatization of the calibration process for dual clutch transmissions with machine learning methods. Development of a novel algorithm to accelerate the calibration process (hybrid solution of Supervised Learning and Reinforcement Learning). Evaluation of different kinds of optimization algorithms in the scope of calibration automatization (Reinforcement Learning, Evolutionary Algorithms, etc.) and comparison with the novel approach.Thesis: Machine Learning Based Calibration of Dual Clutch… Show more Automatization of the calibration process for dual clutch transmissions with machine learning methods. Development of a novel algorithm to accelerate the calibration process (hybrid solution of Supervised Learning and Reinforcement Learning). Evaluation of different kinds of optimization algorithms in the scope of calibration automatization (Reinforcement Learning, Evolutionary Algorithms, etc.) and comparison with the novel approach.Thesis: Machine Learning Based Calibration of Dual Clutch Transmissions for Optimizing the Launch Behavior of Passenger Vehicles Show less

    • Universität Stuttgart

      2015 - 2017
      Master of Science (M.Sc.) Mechanical Engineering 1,6 (86%)

      Master thesis: Numerical modelling of a specimen - determination of the fatigue lifetime under the influence of temperature and mechanically induced residual stresses at the Institute for Materials Testing, Materials Science and Strength of Materials (IMWF)

    • HTWG Hochschule Konstanz – Technik, Wirtschaft und Gestaltung

      2011 - 2015
      Bachelor of Engineering (B.E.) Mechanical Engineering 1,8 (83%)

      Activities and Societies: Tutor for mathematics Bachelor thesis: Development of a tool for the evaluation of OBD relevant monitorings of heavy duty Diesel engines with MATLAB.

  • Experience

    • AWO Bundesverband e.V.

      Jul 2010 - Dec 2010
      Community Service

      Community Service

    • OPTIMA packaging group GmbH

      Jul 2011 - Sept 2011
      Intern

    • HTWG Hochschule Konstanz – Technik, Wirtschaft und Gestaltung

      Mar 2012 - Jul 2012
      Tutor

      Tutor for mathematics

    • Siemens

      Mar 2013 - Jul 2013
      Intern

      Design of RCD (Residual Current Protective Device) spare parts with the CAD tool ProEngineer.

    • Laserworld AG

      Nov 2013 - Nov 2014
      Working Student

    • FPT Industrial

      Dec 2014 - May 2015
      Bachelor Thesis

      Development of a tool for the evaluation of measurements recorded by the engine control unit with Matlab.On-Board Diagnostics department

    • FPT Industrial

      Jul 2015 - May 2016
      Working Student

      Development of several tools with C# for the On-Board Diagnostics department.

    • Universität Stuttgart

      Jan 2017 - Dec 2017
      Student Employee

      Development of a Database to store current degree theses of the institute of combustion engines and motor vehicles (ivk) of the University of Stuttgart

    • Magna International

      Jan 2018 - now

      Development and integration of embedded and predictive E/E software functions with Matlab/Simulink and Python. - Calibration of software functions to improve the drivability of vehicles equipped with dual clutch transmissions.- Development of a novel algorithm combining advantages of reinforcement and supervised learning which is outperforming common approaches- Deployment of genetic algorithms to automate the calibration process- Deployment of reinforcement learning to automate the calibration process- Opening, processing and merging of data from different sources with Python

      • Software Engineer

        Mar 2022 - now

      • Calibration Engineer & PhD candidate

        Jan 2018 - Feb 2022

  • Licenses & Certifications

  • Honors & Awards

    • Awarded to Dr. Marius Schmiedt
      Scholarship of the Josef Wagner foundation Josef Wagner foundation Apr 2014 Support for talented students, preferably in the technical and scientific fields.