Machine Learning at ST2C

Since November 2016 the European Data Relay System (EDRS) of ESA is successfully operational. ST2C’s mission has achieved the first target, but is now striving towards the next major mile stone: enhance optical communication with machine learning.

The same concepts which revolutionizes the car industry are applied to enhance laser communication by:

  • simplifying hardware
  • optimizing spatial acquisition

ST2C utilizes state of the art machine learning algorithms to optimize laser communication systems performance.

  • Support Vector Machines (SVM)
  • Random forest
  • Reinforced learning
  • Neural networks
    • CNN
    • RNN
  • Keras
  • H2O

Mind map of reinforced learning, click for enlarged view