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Trucking/Logistics AI RL Environment (Trailer Docking Demo & Unreal Engine)

, 5:21

The slides and full script for this video

Backing a 53 foot trailer into a dock door is one of the hardest things a truck does every day. In this trucking RL environment, built in Unreal Engine, a yard truck's first try folds the trailer into a jackknife. After practice in the simulator, it backs straight into door 16 with zero hits. Questions this video answers: Where does a yard lose time? Waiting, damage at the dock and blocked lanes. How is a back-in scored? Points for staying lined up, +20 for docking straight, -30 for a hit, -20 for a jackknife. What did research find? A 2024 Oakland University study took a tractor-trailer from...

What the video covers

  1. 0:00 The first back-in
  2. 0:17 Trucking RL environment in Unreal Engine
  3. 0:34 Where a yard loses time
  4. 1:03 Why practise in a simulator
  5. 1:29 What AI labs want from a fleet
  6. 1:50 The yard and its dock schedule
  7. 2:09 How each back-in is scored (reward function)
  8. 2:37 Practice, sped up
  9. 2:54 After practice: straight into door 16
  10. 3:08 What the research found
  11. 3:35 The honest limit
  12. 3:56 2 paths for fleet data
  13. 4:26 Who I am
  14. 5:00 Thanks for watching
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