learn MPC

 home.usn.no/~roshans/mpc/

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Sites for MPC

 1. Model Predictive Control - Part 1: Introduction to MPC (Lasse Peters) https://www.youtube.com/watch?v=XaD8Lngfkzk 2. Lecture 6, 2021: Model Predictive Control, ASU. https://www.youtube.com/watch?v=wpTugOM3g2M 3. F1Tenth L12 - Model Predictive Control https://www.youtube.com/watch?v=mVCjzMtj7yE 4. Model Predictive Control https://www.youtube.com/watch?v=YwodGM2eoy4 5. CSDN MPC MPC (Model Predictive Control) Control of Trolley Movement along Trajectory - C++ Implementation_Bicycle Model and MPC Control Algorithm - CSDN Blog 6.  Lecture 9 Convex Model Predictive Control (MPC) - Zhihu 7.  Model Predictive Control (MPC): Principles, Applications, and Practices - CSDN Blog 8.  hieutrongnguyen/ConvexMPC_MITCheetah3 9.  CMaybe/Convex-MPC: Convex-MPC for legged robot 10.  MPC (Model Predictive Control) Control of Trolley Movement along Trajectory - C++ Implementation_Bicycle Model and MPC Control Algorithm - CSDN Blog
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Chance Constrained MPC

 Recent advances in quadrupedal locomotion have focused on improving stability and performance across diverse environments. However, existing methods often lack adequate safety analysis and struggle to adapt to varying payloads and complex terrains, typically requiring extensive tuning. To over come these challenges, we propose a Chance-Constrained Model Predictive Control (CCMPC) framework that explicitly models payload and terrain variability as distributions of parametric and additive disturbances within the single rigid body dynamics (SRBD) model. Pdf file
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