Value Iteration Policies for a Warehouse Robot (MDP)
Levi Holscher
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Value Iteration Policies for a Warehouse Robot (MDP)
3 просмотра · 7 дн. назад
Levi Holscher
2 подписчика
3 просмотра · 7 дн. назад
Instead of planning one path, the robot gets a complete policy: the best action from every cell in the warehouse, so it can wake up anywhere and still retrieve and deliver the box.
What I implemented:
• Value iteration over a warehouse with uneven floor costs (0–95 per cell) and 8-directional movement
• Separate policies for reaching the box and for delivering it
• Handling stochastic motion (Part B): the robot may drift diagonally or sideways from its intended direction, and the policy accounts for those probabilities
Course project for CS 7638 Robotics: AI Techniques (Georgia Tech OMSCS). The simulator was provided by the course; the policy code is mine. Code available on request.