Media Summary: This lecture provides an overview of model predictive control (MPC), which is one of the most powerful and general control ... Quadrotor flight is an extremely challenging problem due to the limited control authority encountered at the limit of handling. This video shows the data-driven improvement of an autonomous

Mpcc Race Simulation - Detailed Analysis & Overview

This lecture provides an overview of model predictive control (MPC), which is one of the most powerful and general control ... Quadrotor flight is an extremely challenging problem due to the limited control authority encountered at the limit of handling. This video shows the data-driven improvement of an autonomous The MPC controller calculates the steering angle and throttle at each time stamp so that the cost of the car position in the very ... This video shows the obstacle avoidance of the model predictive contouring control for 1:43 scale dnano RC cars. Compared to ... Cyan dots: sampled safe set Green dots: data used to do system identification (local least mean square) Black prediction: ...

Model Predictive Path Integral Control For Car Driving With Dynamic Cost Map This video shows a model predictive contouring control approach to autonomous We tackle the problem of flying time-optimal trajectories through multiple waypoints with quadrotors. State-of-the-art solutions split ... Ugo Rosolia is a postdoctoral scholar at Caltech working with Prof. Aaron Ames and Prof. Yisong Yue. He obtained his PhD from ... Presented paper can be downloaded here: ... This video shows the newly implemented Nonlinear MPC for autonomous

Contributed Papers 1-6 [Paper ] Chanyoung Jung, Seungwook Lee, Hyunki Seong, Andrea Finazzi and David Hyunchul Shim, ...

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MPCC Race Simulation
Autonomous Driving using Model predictive contouring control (MPCC)
Model Predictive Control
MPCC++: Model Predictive Contouring Control for Time-Optimal Flight with Safety Constraints (RSS'24)
MPCC with Gaussian Process Based Model Learning for Autonomous Racing
Autonomous driving in simulator using model predictive controller (MPC)
ICRA26: LPV-MPC for Lateral Control in Full-Scale Autonomous Racing
ORCA - MPCC with static and dynamic obstacle avoidance
Simulation: Learning Model Predictive Control for Autonomous Racing
Model Predictive Path Integral Control For Car Driving With Dynamic Cost Map
ORCA - Autonomous Racing with Obstacle Avoidance by MPCC for 1:43 RC Cars
ORCA - Hierarchical Receding Horizon Control Simulation
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MPCC Race Simulation

MPCC Race Simulation

Simulation

Autonomous Driving using Model predictive contouring control (MPCC)

Autonomous Driving using Model predictive contouring control (MPCC)

Model predictive contouring control (

Model Predictive Control

Model Predictive Control

This lecture provides an overview of model predictive control (MPC), which is one of the most powerful and general control ...

MPCC++: Model Predictive Contouring Control for Time-Optimal Flight with Safety Constraints (RSS'24)

MPCC++: Model Predictive Contouring Control for Time-Optimal Flight with Safety Constraints (RSS'24)

Quadrotor flight is an extremely challenging problem due to the limited control authority encountered at the limit of handling.

MPCC with Gaussian Process Based Model Learning for Autonomous Racing

MPCC with Gaussian Process Based Model Learning for Autonomous Racing

This video shows the data-driven improvement of an autonomous

Autonomous driving in simulator using model predictive controller (MPC)

Autonomous driving in simulator using model predictive controller (MPC)

The MPC controller calculates the steering angle and throttle at each time stamp so that the cost of the car position in the very ...

ICRA26: LPV-MPC for Lateral Control in Full-Scale Autonomous Racing

ICRA26: LPV-MPC for Lateral Control in Full-Scale Autonomous Racing

Autonomous

ORCA - MPCC with static and dynamic obstacle avoidance

ORCA - MPCC with static and dynamic obstacle avoidance

This video shows the obstacle avoidance of the model predictive contouring control for 1:43 scale dnano RC cars. Compared to ...

Simulation: Learning Model Predictive Control for Autonomous Racing

Simulation: Learning Model Predictive Control for Autonomous Racing

Cyan dots: sampled safe set Green dots: data used to do system identification (local least mean square) Black prediction: ...

Model Predictive Path Integral Control For Car Driving With Dynamic Cost Map

Model Predictive Path Integral Control For Car Driving With Dynamic Cost Map

Model Predictive Path Integral Control For Car Driving With Dynamic Cost Map

ORCA - Autonomous Racing with Obstacle Avoidance by MPCC for 1:43 RC Cars

ORCA - Autonomous Racing with Obstacle Avoidance by MPCC for 1:43 RC Cars

This video shows a model predictive contouring control approach to autonomous

ORCA - Hierarchical Receding Horizon Control Simulation

ORCA - Hierarchical Receding Horizon Control Simulation

Simulation

Race track "01" -- Model Predictive Control

Race track "01" -- Model Predictive Control

For details see this blog post: ...

Model Predictive Contouring Control for Time-Optimal Quadrotor Flight (TRO 2022)

Model Predictive Contouring Control for Time-Optimal Quadrotor Flight (TRO 2022)

We tackle the problem of flying time-optimal trajectories through multiple waypoints with quadrotors. State-of-the-art solutions split ...

[ICRA21 Autonomous Racing] - Ugo Rosolia (Caltech) - Learning to race using a predictive control

[ICRA21 Autonomous Racing] - Ugo Rosolia (Caltech) - Learning to race using a predictive control

Ugo Rosolia is a postdoctoral scholar at Caltech working with Prof. Aaron Ames and Prof. Yisong Yue. He obtained his PhD from ...

Learning-based Model Predictive Control for Autonomous Racing

Learning-based Model Predictive Control for Autonomous Racing

Presented paper can be downloaded here: ...

ORCA - Nonlinear MPCC

ORCA - Nonlinear MPCC

This video shows the newly implemented Nonlinear MPC for autonomous

SNAIL MPCC Round 8, Race 1 (Raw Footage)

SNAIL MPCC Round 8, Race 1 (Raw Footage)

Gr4 Michelin Pilot Cup Challenge,

[ICRA21 Autonomous Racing] - Contributed Papers 1-6

[ICRA21 Autonomous Racing] - Contributed Papers 1-6

Contributed Papers 1-6 [Paper #1] Chanyoung Jung, Seungwook Lee, Hyunki Seong, Andrea Finazzi and David Hyunchul Shim, ...