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yinzhenxiao's Projects

approximatenonlinearmpc icon approximatenonlinearmpc

Implementation of model predictive control for nonlinear systems via machine learning and function approximators

deepxde icon deepxde

A library for scientific machine learning and physics-informed learning

gpmpc icon gpmpc

gaussian process model predictive control in MATLAB

gym icon gym

A toolkit for developing and comparing reinforcement learning algorithms.

mpc-and-mhe-implementation-in-matlab-using-casadi icon mpc-and-mhe-implementation-in-matlab-using-casadi

This is a workshop on implementing model predictive control (MPC) and moving horizon estimation (MHE) on Matlab. The implementation is based on the Casadi Package which is used for numerical optimization. A non-holonomic mobile robot is used as a system for the implementation. The workshop video recording can be found here https://www.youtube.com/playlist?list=PLK8squHT_Uzej3UCUHjtOtm5X7pMFSgAL ... Casadi can be downloaded here https://web.casadi.org/

parnmpc icon parnmpc

A Parallel Optimization Toolkit for Nonlinear Model Predictive Control (NMPC)

xla icon xla

Enabling PyTorch on Google TPU

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