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Composing MPC With LQR and Neural Network for Amortized Efficiency and Stable Control

Journal Article · · IEEE Transactions on Automation Science and Engineering
 [1];  [2];  [2];  [2];  [2];  [2];  [2]
  1. Department of Electrical Engineering and Computer Sciences, University of California at Berkeley, Berkeley, CA, USA; OSTI
  2. Department of Electrical Engineering and Computer Sciences, University of California at Berkeley, Berkeley, CA, USA

Not provided.

Research Organization:
Univ. of California, Oakland, CA (United States)
Sponsoring Organization:
USDOE Office of Energy Efficiency and Renewable Energy (EERE)
DOE Contract Number:
EE0008872
OSTI ID:
2418054
Journal Information:
IEEE Transactions on Automation Science and Engineering, Journal Name: IEEE Transactions on Automation Science and Engineering Journal Issue: 2 Vol. 21; ISSN 1545-5955
Publisher:
IEEE
Country of Publication:
United States
Language:
English

References (26)

High-Frequency Nonlinear Model Predictive Control of a Manipulator conference May 2021
Real-time input-constrained MPC using fast gradient methods
  • Richter, Stefan; Jones, Colin N.; Morari, Manfred
  • Proceedings of the 48h IEEE Conference on Decision and Control (CDC) held jointly with 2009 28th Chinese Control Conference https://doi.org/10.1109/CDC.2009.5400619
conference December 2009
Optimization-based locomotion planning, estimation, and control design for the atlas humanoid robot journal July 2015
CVXGEN: a code generator for embedded convex optimization journal November 2011
A Multiresolution Approximation Method for Fast Explicit Model Predictive Control journal November 2011
An auto-generated real-time iteration algorithm for nonlinear MPC in the microsecond range journal October 2011
A Real-Time Iteration Scheme for Nonlinear Optimization in Optimal Feedback Control journal January 2005
Safe and Fast Tracking on a Robot Manipulator: Robust MPC and Neural Network Control journal April 2020
Nonlinear stabilization by receding-horizon neural regulators journal January 1998
MPC-based approach to active steering for autonomous vehicle systems journal January 2005
Robust receding horizon control of constrained nonlinear systems journal January 1993
Model predictive quadrotor control: attitude, altitude and position experimental studies journal August 2012
Reinforcement Learning: An Introduction journal September 1998
Large scale model predictive control with neural networks and primal active sets journal January 2022
Stability regions of nonlinear autonomous dynamical systems journal January 1988
A receding-horizon regulator for nonlinear systems and a neural approximation journal October 1995
Using Trajectory Measurements to Estimate the Region of Attraction of Nonlinear Systems conference December 2018
Crocoddyl: An Efficient and Versatile Framework for Multi-Contact Optimal Control conference May 2020
Approximate Closed-Loop Robust Model Predictive Control With Guaranteed Stability and Constraint Satisfaction journal July 2020
Learning lyapunov functions for hybrid systems conference May 2021
MIT Cheetah 3: Design and Control of a Robust, Dynamic Quadruped Robot conference October 2018
Complexity reduction of explicit model predictive control via separation journal June 2013
Safe and Near-Optimal Policy Learning for Model Predictive Control using Primal-Dual Neural Networks conference July 2019
Implementation of Nonlinear Model Predictive Path-Following Control for an Industrial Robot journal July 2017
Local stability analysis using simulations and sum-of-squares programming journal October 2008
Stability and feasibility of neural network-based controllers via output range analysis conference December 2020

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