Shear wind estimation with quadrotor UAVs using Kalman filtering regressing method

Zhewen Xing, Yaohong Qu, Youmin Zhang

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

7 Scopus citations

Abstract

This paper presents an approach for shear wind estimation with quadrotor UAVs based on Kalman filter and regressive model. Shear wind estimation and identification are crucial for tasks such as aircraft movement and wind energy monitoring applications. In order to characterize the shear wind conveniently, an economical solution is conducted to retrieve shear wind at low altitude only utilizing the data detected by the quadrotor's onboard inertial measurement unit (IMU) and GNSS module. This method consists of two main steps: 1) the wind vector is estimated at certain position of different altitudes; 2) the shear wind model is retrieved through the wind vector fusion. Firstly, a Kalman filter is designed to extract prevailing wind vector information and eliminate the disturbance of turbulence flow from a mixed wind field. Then, a Kalman filtering regression algorithm is employed to identify the shear wind model factors. Therefore, the shear wind model can be reconstructed. Simulation results demonstrate the feasibility of the approach.

Original languageEnglish
Title of host publication2017 International Conference on Advanced Mechatronic Systems, ICAMechS 2017
PublisherIEEE Computer Society
Pages196-201
Number of pages6
ISBN (Electronic)9781538626023
DOIs
StatePublished - 2 Jul 2017
Event2017 International Conference on Advanced Mechatronic Systems, ICAMechS 2017 - Xiamen, China
Duration: 6 Dec 20179 Dec 2017

Publication series

NameInternational Conference on Advanced Mechatronic Systems, ICAMechS
Volume2017-December
ISSN (Print)2325-0682
ISSN (Electronic)2325-0690

Conference

Conference2017 International Conference on Advanced Mechatronic Systems, ICAMechS 2017
Country/TerritoryChina
CityXiamen
Period6/12/179/12/17

Keywords

  • Kalman filter
  • Kalman filtering regression
  • quadrotor UAV
  • shear wind retrieval

Fingerprint

Dive into the research topics of 'Shear wind estimation with quadrotor UAVs using Kalman filtering regressing method'. Together they form a unique fingerprint.

Cite this