Optical flow and inertial navigation system fusion in the UAV navigation

A Popov, A Miller, B. Miller, K Stepanyan

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

10 Citations (Scopus)

Abstract

In recent years navigation on the basis of computation of the camera path and the distance to obstacles with the aid of field of image motion velocities (i.e. optical flow, OF) became highly demanded particularly in the area of relatively small and even micro unmanned aerial vehicles (UAV). Video sequences captured by onboard camera gives the possibility of the OF calculation with the aid of relatively simple algorithms like Lucas-Kanade. The complete OF is the linear function of linear and angular velocities of the UAV which provides an additional means for the navigation parameters estimation. Such UAV navigation approach presumes that on-board camera gives the video sequence of the underlying surface images providing the information about the UAV evolutions. Navigation parameters are extracted on the basis of exact OF formulas which gives the observation process description for estimation based on Kalman filtering. One can expect the high accuracy of the estimated parameters (linear and angular velocities) because their number is substantially less than the number of measurements (practically the number of the camera pixels).
Original languageEnglish
Title of host publicationProceedings of SPIE
Subtitle of host publicationUnmanned/Unattended Sensors and Sensor Networks XII
EditorsEdward M Carapezza, Panos G Datskos, Christos Tsamis
Place of PublicationBellingham Washington USA
PublisherSPIE
Number of pages16
Volume9986
ISBN (Electronic)9781510603776
ISBN (Print)9781510603769
DOIs
Publication statusPublished - 1 Jan 2016
EventUnmanned/Unattended Sensors and Sensor Networks XII (2016) - Edinburgh, United Kingdom
Duration: 27 Sep 201627 Sep 2016
Conference number: 12
https://www-spiedigitallibrary-org.ezproxy.lib.monash.edu.au/conference-proceedings-of-spie/9986/1/Front-Matter-Volume-9986/10.1117/12.2264041.full?SSO=1

Publication series

NameProceedings of SPIE
PublisherSPIE
Volume9986
ISSN (Print)0277-786X
ISSN (Electronic)1996-756X

Conference

ConferenceUnmanned/Unattended Sensors and Sensor Networks XII (2016)
CountryUnited Kingdom
CityEdinburgh
Period27/09/1627/09/16
Internet address

Cite this

Popov, A., Miller, A., Miller, B., & Stepanyan, K. (2016). Optical flow and inertial navigation system fusion in the UAV navigation. In E. M. Carapezza, P. G. Datskos, & C. Tsamis (Eds.), Proceedings of SPIE: Unmanned/Unattended Sensors and Sensor Networks XII (Vol. 9986). [998606] (Proceedings of SPIE; Vol. 9986). Bellingham Washington USA: SPIE. https://doi.org/10.1117/12.2241204