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Peer-reviewedCC BY 4.0Mathematics

Saturated High-Gain Observer for Quadrotor Trajectory Tracking Under Sampled Outputs

  1. 1Tecnológico Nacional de México, Instituto Tecnológico de Hermosillo, Av. Tecnológico 115, Hermosillo 83170, Sonora, Mexico

Abstract

This paper proposes a saturated high-gain observer for a class of state-affine nonlinear systems with coupled structures under sampled-output measurements. The study is motivated by state estimation for quadrotor trajectory tracking, where output measurements are available only at large sampling intervals and are corrupted by noise. Although continuous-discrete high-gain observers are effective for reconstructing unmeasured states, large correction gains may induce the peaking phenomenon during transient stages, producing aggressive estimated signals that can affect the closed-loop response. To address this issue, the proposed observer introduces saturated correction terms that explicitly bound the transient injection signals while preserving the convergence properties of the high-gain framework. This strategy enables aggressive observer gain selection to accelerate convergence dynamics while completely suppressing transient peaking in the estimated states. The proposed observer is applied to a quadrotor trajectory-tracking problem, and numerical simulations are conducted under large sampling periods and measurement noise.

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BibTeX
@article{hernandezgonzalez2026saturated,
  title = {{Saturated High-Gain Observer for Quadrotor Trajectory Tracking Under Sampled Outputs}},
  author = {Omar Hernández-González},
  journal = {Mathematics},
  year = {2026},
  month = oct,
  doi = {10.3390/math14203800},
  url = {https://www.mdpi.com/2227-7390/14/20/3800},
  note = {CC BY 4.0},
}
RIS
TY  - JOUR
TI  - Saturated High-Gain Observer for Quadrotor Trajectory Tracking Under Sampled Outputs
AU  - Omar Hernández-González
PY  - 2026
DA  - 2026/10/20
JO  - Mathematics
DO  - 10.3390/math14203800
UR  - https://www.mdpi.com/2227-7390/14/20/3800
AB  - This paper proposes a saturated high-gain observer for a class of state-affine nonlinear systems with coupled structures under sampled-output measurements. The study is motivated by state estimation for quadrotor trajectory tracking, where output measurements are available only at large sampling intervals and are corrupted by noise. Although continuous-discrete high-gain observers are effective for reconstructing unmeasured states, large correction gains may induce the peaking phenomenon during transient stages, producing aggressive estimated signals that can affect the closed-loop response. To address this issue, the proposed observer introduces saturated correction terms that explicitly bound the transient injection signals while preserving the convergence properties of the high-gain framework. This strategy enables aggressive observer gain selection to accelerate convergence dynamics while completely suppressing transient peaking in the estimated states. The proposed observer is applied to a quadrotor trajectory-tracking problem, and numerical simulations are conducted under large sampling periods and measurement noise.
SN  - 2227-7390
ER  -