Machine learning in control systems: An overview of the state of the art

S Moe, AM Rustad, KG Hanssen - … , AI 2018, Cambridge, UK, December 11 …, 2018 - Springer
Control systems are in general based on the same structure, building blocks and physics-
based models of the dynamic system regardless of application, and can be mathematically …

Avian-inspired embodied perception in biohybrid flapping-wing robotics

Q Li, T Tan, B Wang, Z Yan - Nature Communications, 2024 - nature.com
Avian feather intricate adaptable architecture to wing deformations has catalyzed interest in
feathered flapping-wing aircraft with high maneuverability, agility, and stealth. Yet, to mimic …

A machine learning approach for estimating air data parameters of small fixed-wing UAVs using distributed pressure sensors

KT Borup, TI Fossen… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
This paper presents a method for estimating the air data parameters for a small fixed-wing,
unmanned aerial vehicle (UAV) using an arrangement of low-cost Micro-electromechinal …

[HTML][HTML] Synthetic Wind Estimation for Small Fixed-Wing Drones

A Sharma, GF Laupré, P Longobardi, J Skaloud - Atmosphere, 2024 - mdpi.com
Wind estimation is crucial for studying the atmospheric boundary layer. Traditional methods
such as weather balloons offer limited in situ capabilities; besides an Air Data System (ADS) …

Aerodynamic state and loads estimation using bioinspired distributed sensing

SA Araujo-Estrada, SP Windsor - Journal of Aircraft, 2021 - arc.aiaa.org
Flying animals exploit highly nonlinear dynamics to achieve efficient and robust flight
control. It appears that the distributed flow and force sensor arrays found in flying animals …

Flexible calorimetric flow sensor with unprecedented sensitivity and directional resolution for multiple flight parameter detection

Z Gong, W Di, Y Jiang, Z Dong, Z Yang, H Ye… - Nature …, 2024 - nature.com
The accurate perception of multiple flight parameters, such as the angle of attack, angle of
sideslip, and airflow velocity, is essential for the flight control of micro air vehicles, which …

Distributed pressure sensing–based flight control for small fixed-wing unmanned aerial systems

KT Wood, S Araujo-Estrada, T Richardson… - Journal of Aircraft, 2019 - arc.aiaa.org
Small fixed-wing unmanned aerial systems (UAS) may require increased agility when
operating in turbulent wind fields. In these conditions, conventional sensor suites could be …

Estimation of Airflow Parameters for Tail-Sitter UAV through a 5-Hole Probe Based on an ANN

X Li, Y Wu, X Shan, H Zhang, Y Chen - Sensors, 2022 - mdpi.com
Fixed-wing vertical take-off and landing (VTOL) UAVs have received more and more
attention in recent years, because they have the advantages of both fixed-wing UAVs and …

Kalman filters for air data system bias correction for a fixed-wing UAV

KT Borup, BN Stovner, TI Fossen… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
This paper presents two Kalman filter approaches for correcting air data systems providing
relative velocity measurements with an additive constant or slowly time-varying bias for fixed …

Flexible skin for flight parameter estimation based on pressure and velocity data fusion

X Na, Z Gong, Z Dong, D Shen… - Advanced Intelligent …, 2022 - Wiley Online Library
Accurate perception of flight parameters is essential for the safe and stable flight of small
unmanned aerial systems (SUASs). However, traditional flush air data sensing (FADS) …