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Article

Design of Fixed-Time Fault-Disturbance Estimator for Emergency Rescue Quadrotor UAV Under Multi-Stage Mission Conditions

College of Mechanical and Electrical Engineering, Qingdao Agricultural University, Qingdao 266109, China
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Author to whom correspondence should be addressed.
Sensors 2026, 26(15), 5004; https://doi.org/10.3390/s26155004
Submission received: 5 July 2026 / Revised: 30 July 2026 / Accepted: 4 August 2026 / Published: 6 August 2026

Abstract

In this paper, the fixed-time fault-disturbance estimation problem for an emergency rescue quadrotor UAV during the takeoff–mission execution–landing process is investigated. Considering the complex operating conditions of rescue missions, actuator efficiency loss, actuator bias faults, rescue-environment airflow disturbances, payload-induced disturbances, near-ground aerodynamic effects, and unmodeled dynamic uncertainties are uniformly represented as a lumped fault disturbance entering the angular-velocity dynamic channel. A multi-stage disturbance model is first established according to the takeoff stage, mission execution stage, and landing stage. Then, a fixed-time fault-disturbance estimator with stage-dependent gains is designed to estimate the lumped disturbance. Based on matrix Lyapunov functions and fixed-time stability theory, it is proven that the angular-velocity estimation error and the lumped fault-disturbance estimation error can enter and remain in a small bounded neighborhood within a fixed time independent of the initial conditions. Moreover, the bounded disturbance jumps at the stage-transition instants are analyzed, and the post-transition recovery property of the estimator is established. The simulation results under a practical emergency rescue scenario show that the proposed estimator can reconstruct the main variation trends of the roll, pitch, and yaw channel lumped disturbances, keep the estimation error bounded, and recover after stage-transition-induced disturbance variations.
Keywords: quadrotor UAV; emergency rescue; fault-disturbance estimation; fixed-time estimator; lumped fault disturbance quadrotor UAV; emergency rescue; fault-disturbance estimation; fixed-time estimator; lumped fault disturbance

Share and Cite

MDPI and ACS Style

Rong, L.; Han, C.; Ding, F.; Li, T.; Chen, S.; Tong, Z. Design of Fixed-Time Fault-Disturbance Estimator for Emergency Rescue Quadrotor UAV Under Multi-Stage Mission Conditions. Sensors 2026, 26, 5004. https://doi.org/10.3390/s26155004

AMA Style

Rong L, Han C, Ding F, Li T, Chen S, Tong Z. Design of Fixed-Time Fault-Disturbance Estimator for Emergency Rescue Quadrotor UAV Under Multi-Stage Mission Conditions. Sensors. 2026; 26(15):5004. https://doi.org/10.3390/s26155004

Chicago/Turabian Style

Rong, Lihong, Chengguo Han, Fuzhu Ding, Tianshuo Li, Siwen Chen, and Zhimin Tong. 2026. "Design of Fixed-Time Fault-Disturbance Estimator for Emergency Rescue Quadrotor UAV Under Multi-Stage Mission Conditions" Sensors 26, no. 15: 5004. https://doi.org/10.3390/s26155004

APA Style

Rong, L., Han, C., Ding, F., Li, T., Chen, S., & Tong, Z. (2026). Design of Fixed-Time Fault-Disturbance Estimator for Emergency Rescue Quadrotor UAV Under Multi-Stage Mission Conditions. Sensors, 26(15), 5004. https://doi.org/10.3390/s26155004

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