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A project to explore the possibilities of quay crane automation

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This project is still in development and shown as a portfolio project. Do not expect this to work out of the box.

Project Echo

Project echo is a Unity 3D project to asses the viability of automating ship to shore cranes with AI.

 

Goals

Develop an accurate simulation of a quay crane to test different deep learning approaches in order to develop a model that can be tested on a scaled down version of a ship to shore crane.

 

Achievements

Currently, there have been multiple tests performed using reinforcement learning with the following results:

Crane.learns.mp4

 

Issues

  • Currently struggling to find a package that does realistic cable simulations.
  • Because of this search, some models and environments are currently broken.

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A project to explore the possibilities of quay crane automation

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