METHOD FOR INCREASING CONTROL PERFORMANCE OF MODEL PREDICTIVE CONTROL COST FUNCTIONS

Patent №

US 11,192,561

Granted

2021-12-07

Filed 2019

Owner

GM GLOBAL TECHNOLOGY OPERATIONS LLC

Lab

AI components

2

ml · planning

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

16418658

A method for controlling an actuator system of a motor vehicle includes utilizing a model predictive control (MPC) module with an MPC solver to determine optimal positions of one or more actuators of the actuator system. The method further includes receiving a plurality of actuator system parameters, and triggering the MPC solver to generate one or more control commands from plurality of actuator system parameters. The method further includes applying a cost function to reduce a steady-state tracking error in the one or more control commands from the MPC solver and applying the one or more control commands to alter positions of the one or more actuators, and applying a penalty term to the steady-state predictions of positions of the plurality of actuators to limit a difference between a steady-state prediction of the actuator system and a solution from the MPC solver.

Machine learningPlanningB60L 15/2045B60W 50/0097B60H 1/0073B60L 50/13B60L 58/12B60W 10/06B60W 10/08B60W 10/26+23 more

AI classification

Planning1.00
Machine learning0.99
AI hardware0.36
Evolutionary computation0.02
Vision0.01
Natural language0.00
Knowledge representation0.00
Speech0.00

Ownership

GM GLOBAL TECHNOLOGY OPERATIONS LLC

assignment · 503970924

Assignors

CHEN, JUN, LONG, RUIXING, HU, YIRAN

On an employer assignment, the assignors are typically the inventors.

From the same owner

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