Tube based Model Predictive Control that utilize Neural Networks to improve performance with adaptive control inputs.
☆22Dec 8, 2021Updated 4 years ago
Alternatives and similar repositories for DeepMPC
Users that are interested in DeepMPC are comparing it to the libraries listed below
Sorting:
- Relevant codes of the paper ``Adaptive Parameterized Model Predictive Control Based on Reinforcement Learning: A Synthesis Framework"☆15Mar 4, 2024Updated 2 years ago
- Neural network-based (NN) Model Predictive Control (MPC) algorithm to control a multi-agent system (MAS) with stochastic communication to…☆100Sep 19, 2022Updated 3 years ago
- This repository provides the codes for implementing robust control co-design using tube-based MPC.☆15Jun 12, 2023Updated 2 years ago
- Code associated with the ADCHEM 2021 Workshop on Machine Learning and Model Predictive Control☆16Jun 14, 2021Updated 4 years ago
- A Inverter-based microgrid system with PID controller☆15Jan 27, 2023Updated 3 years ago
- Introduction to Reinforcement Learning and Model Predictive Control with MATLAB and Simulink☆28Jul 20, 2023Updated 2 years ago
- Distributionally Robust Stochastic Model Predictive Control☆14May 30, 2022Updated 3 years ago
- This repository provides codes in MATLAB for computing data-driven backward reachable sets and set-theoretic model predictive control (ST…☆10Aug 2, 2023Updated 2 years ago
- Z. Sun, Q. Wang, J. Pan and Y. Xia, "Data-Driven MPC for Linear Systems using Reinforcement Learning," 2021 China Automation Congress (CA…☆24Jan 25, 2024Updated 2 years ago
- The nonlinear MPC scheme with guaranteed maximal terminal region based stability☆10Oct 19, 2021Updated 4 years ago
- A CSTR example is used to illustrate the application of LMPC using RNN models to maintain the closed-loop state within the stability regi…☆16Aug 26, 2024Updated last year
- Codes for "Quantitative Comparison of Reinforcement Learning and Data-driven Model Predictive Control for Chemical and Biological Process…☆12Dec 18, 2023Updated 2 years ago
- This repository contains the code for the method presented in the paper "Safe Data-Driven Model Predictive Control of Systems with Comple…☆12Jan 14, 2023Updated 3 years ago
- Python library that implements ZPC: Zonotopic Data-Driven Predictive Control.☆12Sep 7, 2022Updated 3 years ago
- ☆29Jul 18, 2023Updated 2 years ago
- Neural Network for Model Predictive Control☆14Apr 24, 2017Updated 8 years ago
- A repository of load frequency control models implemeted in matlab☆12Feb 22, 2025Updated last year
- A wrapped package for Data-enabled predictive control (DeePC) implementation. Including DeePC and Robust DeePC design with multiple objec…☆24Dec 9, 2024Updated last year
- J. Berberich, J. Köhler, M. A. Müller and F. Allgöwer, "Data-Driven Model Predictive Control With Stability and Robustness Guarantees," i…☆82Dec 6, 2023Updated 2 years ago
- Data Driven Model Predictive Control using Gaussian Processes☆30Sep 4, 2024Updated last year
- Learning-based robust tube based MPC of nonlinear systems via difference of convex radial basis functions☆17Jun 28, 2024Updated last year
- ☆16Mar 15, 2020Updated 5 years ago
- Matlab toolbox for computing terminal costs and sets for stabilizing nonlinear MPC☆16Sep 22, 2022Updated 3 years ago
- some simple examples for MPC.☆17Aug 20, 2020Updated 5 years ago
- This is the MATLAB code for tube robust MPC with uncertainty quantification☆57Apr 4, 2024Updated last year
- Neural Lyapunov control of unknown nonlinear systems with stability guarantees☆15Mar 30, 2023Updated 2 years ago
- A dual-control effect preserving formulation for nonlinear output-feedback stochastic model predictive control with constraints☆15Oct 23, 2023Updated 2 years ago
- Suite of Predictive Controllers for Industrial Embedded Systems. A Matlab toolbox for automatic code generation of solvers for MPC contro…☆19Oct 3, 2025Updated 5 months ago
- Simulation files for the TCST 2021 paper "Consensus-based Current Sharing and Voltage Balancing in DC Microgrids with Exponential Loads"☆19Oct 8, 2021Updated 4 years ago
- High-quality single file implementation of Deep Reinforcement Learning algorithms with research-friendly features (PPO, DQN, C51, DDPG, T…☆13Feb 2, 2025Updated last year
- Enhancing Safety in Mixed Traffic: Learning-Based Modeling and Efficient Control of Autonomous and Human-Driven Vehicles☆19Apr 13, 2024Updated last year
- Code needed to reproduce the examples found in the various works published on Distributed and Localized Model Predictive Control via Syst…☆52May 18, 2023Updated 2 years ago
- The reproduction of tube-based MPC for nonlinear systems☆58May 15, 2024Updated last year
- Implementation of Deep Q-Network(DQN)and Model Predictive Control, and their evaluation on the Quanser robot platform☆15Jul 24, 2020Updated 5 years ago
- course project: a simple implementation of Q learning and MPC☆19May 26, 2021Updated 4 years ago
- Improving Safety in Mixed Traffic: A Learning-based Model Predictive Control for Autonomous and Human-Driven Vehicle Platooning☆79Apr 17, 2023Updated 2 years ago
- Data-Driven Predictive Control☆81Mar 1, 2024Updated 2 years ago
- A semidefinite programming solver for clustered low-rank SDPs☆14Feb 25, 2026Updated last week
- This project is source code of paper Deep DeePC: Data-enabled predictive control with low or no online optimization using deep learning b…☆28Dec 17, 2024Updated last year