CPSLab Cyber-Physical Systems Lab, Boston University

Artifacts Software Neural Network Control

CAPS: Conditioning for Action Policy Smoothness

Regularization that makes reinforcement-learning controllers produce smooth actions.

Repository on ai.bu.edu Code archiveVideo

About

Project page for CAPS, with the code for the toy problems and benchmarks, supplementary material, and a video overview. CAPS regularization reduces control oscillation and power use in learned controllers, demonstrated in simulation and on a quadrotor.

Introduced in