wbk Institute of Production Science

Louis Schäfer, M.Sc.

  • 76131 Karlsruhe
    Kaiserstraße 12

Louis Schäfer, M.Sc

Area of Research:

  • Product-Production-Codesign
  • Machine Learning in Production Planning and Control
  • Industrie 4.0

General Tasks:

Projects:

  • MoSyS - Human-oriented design of complex System of Systems
  • teamIn - Digital leadership and technologies for the team interaction of tomorrow

 

Curriculum Vitae:

since 10/2020

Research Associate at the Institute of Production Science (wbk) at Karlsruhe Institute of Technology (KIT)

10/2014-08/2020 

Study of Mechanical Engineering at Karlsruhe Institute of Technology (KIT)

Publications

[ 1 ] Kuhnle, A.; Schäfer, L.; Stricker, N. & Lanza, G. (2019), "Design, Implementation and Evaluation of Reinforcement Learning for an Adaptive Order Dispatching in Job Shop Manufacturing Systems". Procedia CIRP, eds. Elsevier, pp. 234-239.
Abstract
Modern production systems tend to have smaller batch sizes, a larger product variety and more complex material flow systems. Since a human oftentimes can no longer act in a sufficient manner as a decision maker under these circumstances, the demand for efficient and adaptive control systems is rising. This paper introduces a methodical approach as well as guideline for the design, implementation and evaluation of Reinforcement Learning (RL) algorithms for an adaptive order dispatching. Thereby, it addresses production engineers willing to apply RL. Moreover, a real-world use case shows the successful application of the method and remarkable results supporting real-time decision-making. These findings comprehensively illustrate and extend the knowledge on RL.