Memory-Augmented Model Predictive Control

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Deep Learningmampc
Overview

Memory-Augmented Model Predictive Control

This repository hosts the source code for the journal article "Composing MPC with LQR and Neural Networks for Efficient and Stable Control" currently in submission to the IEEE Transactions on Automatic Control.

The code contains four numerical experiments: pendulum, triple pendulum, bicopter, and quadcopter.

To run the experiment,

gen [exp]  # generate necessary exp. mpc, imp. mpc, and nn models
runn [exp] # run the generated models for running time comparison

where [exp] may be any one of the four pendulum, triplependulum, bicopter, and quadcopter.

Owner
Fangyu Wu
Student at UC Berkeley. Love cello, math, and sleep.
Fangyu Wu
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