Dynamic Regressor Extension and Mixing Parameter Estimators-A Comparative Simulation Study of the Quadrotor System

In this paper we present a comparative numerical simulation study of three dynamic regressor extension and mixing estimators applied to the quadrotor system. Our main objective is to compare the transient performance of these three parameter estimators a topic that plays a major role in parameter estimation tasks. Our study goes beyond verifying theoretically validated (asymptotic) properties. We delve into aspects not previously explored, such as sensitivity to tuning parameters, focusing specifically on a quadrotor dynamic model. The ultimate goal of this study is to provide useful design guidelines for the unmanned aerial vehicles community interested in utilizing these estimators.

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Publication Details

Journal
Memorias del Congreso Nacional de Control Automático
Published
2024-12-27
DOI
https://doi.org/10.58571/cnca.amca.2024.038
Primary Topic
Real-time simulation and control systems
Type
article
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article

Dynamic Regressor Extension and Mixing Parameter Estimators-A Comparative Simulation Study of the Quadrotor System

Roméo Ortega, H. Rodríguez-Cortés, José Guadalupe Romero
Memorias del Congreso Nacional de Control Automático
Real-time simulation and control systems
article

Dynamic Regressor Extension and Mixing Parameter Estimators-A Comparative Simulation Study of the Quadrotor System

Roméo Ortega, H. Rodríguez-Cortés, José Guadalupe Romero
article en

Abstract

In this paper we present a comparative numerical simulation study of three dynamic regressor extension and mixing estimators applied to the quadrotor system. Our main objective is to compare the transient performance of these three parameter estimators a topic that plays a major role in parameter estimation tasks. Our study goes beyond verifying theoretically validated (asymptotic) properties. We delve into aspects not previously explored, such as sensitivity to tuning parameters, focusing specifically on a quadrotor dynamic model. The ultimate goal of this study is to provide useful design guidelines for the unmanned aerial vehicles community interested in utilizing these estimators.

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