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2019 | OriginalPaper | Chapter

Estimation of Wildfire Size and Location Using a Monocular Camera on a Semi-autonomous Quadcopter

Authors : Lucas Goncalves de Paula, Kristian Hyttel, Kenneth Richard Geipel, Jacobo Eduardo de Domingo Gil, Iuliu Novac, Dimitrios Chrysostomou

Published in: Computer Vision Systems

Publisher: Springer International Publishing

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Abstract

This paper addresses the problem of estimating the location and size of a wildfire, within the frame of a semi-autonomous recon and data analytics quadcopter. We approach this problem by developing three different algorithms, in order to accommodate this problem. Two of these taking into the account that the middle of the camera’s FOV is horizontal with respect to the drone it is mounted. The third algorithm relates to the bottom point of the FOV, directly under the drone in 3D space. The evaluation shows that having the pixels correlate to ratios in percentages rather than predetermined values, with respect to the edges of the fire, will result in better performance and higher accuracy. Placing the monocular camera horizontally in relation to the drone will provide an accuracy of 68.20%, while mounting the camera with an angle, will deliver an accuracy of 60.76%.

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Literature
1.
5.
go back to reference Lum, C.W., Summers, A., Carpenter, B., Rodriguez, A., Dunbabin, M.: Automatic wildfire detection and simulation using optical information from unmanned aerial systems. Technical report, SAE Technical Paper (2015) Lum, C.W., Summers, A., Carpenter, B., Rodriguez, A., Dunbabin, M.: Automatic wildfire detection and simulation using optical information from unmanned aerial systems. Technical report, SAE Technical Paper (2015)
Metadata
Title
Estimation of Wildfire Size and Location Using a Monocular Camera on a Semi-autonomous Quadcopter
Authors
Lucas Goncalves de Paula
Kristian Hyttel
Kenneth Richard Geipel
Jacobo Eduardo de Domingo Gil
Iuliu Novac
Dimitrios Chrysostomou
Copyright Year
2019
DOI
https://doi.org/10.1007/978-3-030-34995-0_13

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