Filter-assisted active disturbance rejection control for robust attitude tracking control in the presence of measurement noise

Active disturbance rejection control (ADRC) is a powerful control method for complex systems, demonstrating exceptional robustness against uncertainties and disturbances. Nevertheless, its observer-based framework exhibits inherent sensitivity to measurement noise, which may lead to amplified high-frequency noise components in the control signal. In view of this, this article develops a noise-reduction filter-assisted active disturbance rejection controller (NRFADRC), ensuring high-accuracy attitude tracking control. Firstly, NRFADRC utilizes a novel continuously differentiable function with saturation constraints to design the nonlinear feedback controller and the extended state observer (ESO), mitigating chattering phenomena near switching points. Subsequently, a noise-reduction filter with phase-leading compensation is deployed upstream of ESO, improving the ESO’s state and disturbance estimation accuracy under noisy conditions. Moreover, an innovative Harris hawk optimization algorithm with balanced exploration-exploitation dynamics is developed to optimize the controller parameters. Herein, EHHO introduces the elite guidance-based exploration strategy, the population diversity-based adaptive transition mechanism, and the dynamic Levy flight-based exploitation strategy. Eventually, NRFADRC-based pitch attitude controller is designed, and extensive numerical simulations are conducted. The results demonstrate that the NRFADRC-based controller can realize robust and stable control performance even with control input noise, sensor measurement noise, and atmospheric turbulence.

Authors

Institutions

Publication Details

Journal
Proceedings of the Institution of Mechanical Engineers Part I Journal of Systems and Control Engineering
Published
2026-07-27
DOI
https://doi.org/10.1177/09596518261469902
Primary Topic
Adaptive Control of Nonlinear Systems
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Filter-assisted active disturbance rejection control for robust attitude tracking control in the presence of measurement noise

Guangwen Li, Shaobo Zhai, Yaming Xing, Yi-Xiang Wang et al.
Proceedings of the Institution of Mechanical Engineers Part I Journal of Systems and Control Engineering
Adaptive Control of Nonlinear Systems
article

Filter-assisted active disturbance rejection control for robust attitude tracking control in the presence of measurement noise

Guangwen Li, Shaobo Zhai, Yaming Xing, Yi-Xiang Wang, Junmin Cheng
article en

Abstract

Active disturbance rejection control (ADRC) is a powerful control method for complex systems, demonstrating exceptional robustness against uncertainties and disturbances. Nevertheless, its observer-based framework exhibits inherent sensitivity to measurement noise, which may lead to amplified high-frequency noise components in the control signal. In view of this, this article develops a noise-reduction filter-assisted active disturbance rejection controller (NRFADRC), ensuring high-accuracy attitude tracking control. Firstly, NRFADRC utilizes a novel continuously differentiable function with saturation constraints to design the nonlinear feedback controller and the extended state observer (ESO), mitigating chattering phenomena near switching points. Subsequently, a noise-reduction filter with phase-leading compensation is deployed upstream of ESO, improving the ESO’s state and disturbance estimation accuracy under noisy conditions. Moreover, an innovative Harris hawk optimization algorithm with balanced exploration-exploitation dynamics is developed to optimize the controller parameters. Herein, EHHO introduces the elite guidance-based exploration strategy, the population diversity-based adaptive transition mechanism, and the dynamic Levy flight-based exploitation strategy. Eventually, NRFADRC-based pitch attitude controller is designed, and extensive numerical simulations are conducted. The results demonstrate that the NRFADRC-based controller can realize robust and stable control performance even with control input noise, sensor measurement noise, and atmospheric turbulence.

Proceedings of the Institution of Mechanical Engineers Part I Journal of Systems and Control Engineering
Northwestern Polytechnical University (CN)
Shaanxi Key Laboratory of Flight Control and Simulation Technology
Openalex Percentile: Top 11%
Adaptive Control of Nonlinear Systems
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.