Perceptual Inference for Autonomous Navigation

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Vegetation Detection and Terrain Classification

ISBN: 3838139887
ISBN 13: 9783838139883
Autor: Nguyen, Duong-Van
Verlag: Südwestdeutscher Verlag für
Umfang: 268 S.
Erscheinungsdatum: 06.06.2016
Auflage: 1/2016
Format: 1.7 x 22 x 15
Gewicht: 417 g
Produktform: Kartoniert
Einband: Kartoniert
Artikelnummer: 7617183 Kategorie:

Beschreibung

Environment sensing is required in order for robots to operate safely in either shared workspaces between robots and human or unpredictable natural environments. However, available perceptual inference algorithms require many smoothness assumptions such as a flat ground plane, straight walls, etc; thus their efficiency depends on the degree of smoothness of the beliefs. Indeed, current autonomous navigation techniques only work well in highly structured environments, but fail to deal with cluttered outdoor environments. Particularly, vegetated terrain introduces one more degree of freedom to the problem that what is considered as an obstacle from a purely geometric point of view, may not represent a danger for the robot if it is composed of compressible vegetation. Motivated by concrete robotics problems, we explicitly pursue solutions for vegetation detection and terrain classification, which have recently become the core of any control system for advance autonomous navigation in outdoor environments.

Autorenporträt

Mr. Nguyen received his PhD in Robotics and Pattern Recognition at University of Siegen, Germany, 2013. He has served as a reviewer/member of Editorial Board for journals of RAS, IJCVSP and IJEI, and as a reviewer/member of Technical Program Committees for a number of IEEE conferences(IV'14,ITSC'14,ICIEV'14, IROS'13,ITSC'13,IV'13,ICIEV'13,etc.).

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