Vehicular applications of koopman operator theory—a survey
Koopman operator theory has proven to be a promising approach to nonlinear system
identification and global linearization. For nearly a century, there had been no efficient …
identification and global linearization. For nearly a century, there had been no efficient …
Koopman operator-based model identification and control for automated driving vehicle
This paper proposes the Koopman operator-based model identification and control method
for a lane-keeping system. The Koopman operator is a linear mapping that can capture …
for a lane-keeping system. The Koopman operator is a linear mapping that can capture …
Predictive Direct Yaw Moment Control Based on the Koopman Operator
In this brief, we propose a predictive algorithm for direct yaw moment control (DYC) in which
a vehicle model is identified by a finite-dimensional approximation of the Koopman operator …
a vehicle model is identified by a finite-dimensional approximation of the Koopman operator …
Dictionary-free Koopman model predictive control with nonlinear input transformation
This paper introduces a method for data-driven control based on the Koopman operator
model predictive control. Unlike exiting approaches, the method does not require a …
model predictive control. Unlike exiting approaches, the method does not require a …
K-SMPC: Koopman Operator-Based Stochastic Model Predictive Control for Enhanced Lateral Control of Autonomous Vehicles
This paper proposes Koopman operator-based Stochastic Model Predictive Control (K-
SMPC) for enhanced lateral control of autonomous vehicles. The Koopman operator is a …
SMPC) for enhanced lateral control of autonomous vehicles. The Koopman operator is a …
Koopman Operator-based System Identification & Prediction in Vehicular Applications with Nonlinear Dynamics
WA Manzoor - 2023 - deepblue.lib.umich.edu
This dissertation presents the development and applications of Koopman operator theory for
solving system identification and prediction problems in the domain of vehicular systems …
solving system identification and prediction problems in the domain of vehicular systems …