Title :
Safe path planning and replanning with unmapped objects detection
Author :
Lambert, A. ; Gruyer, D. ; Mangeas, M. ; Hesdin, F.
Author_Institution :
LMBE, ESIEE-Amiens, Amiens, France
Abstract :
This paper deals with the definition of safe tasks for displacement missions of a nonholonomic mobile robot in an outdoor environment. The goal of this study is to plan actions (paths following) taking into account new exteroceptive sensor measurements when they appear. There are two kinds of exteroceptive sensor measurements: telemetric measurements and absolute localization measurements. Absolute localization measurements (in combination with odometric measurements) are managed by an extended Kalman filtering. Telemetric measurements are given to a credibilist Kalman filter algorithm which manages appearance, disappearance, reassociation and tracks objects. Thus, a path planning method dealing with uncertainties is proposed, where both uncertainties in mobile robot localization and new objects localization are taken into account. The safeness of the proposed method is due to the mixing between the planning phase and the navigation phase.
Keywords :
Kalman filters; filtering theory; mobile robots; object detection; path planning; telemetry; absolute localization measurements; action planning; appearance; credibilist Kalman filter algorithm; disappearance; displacement missions; extended Kalman filtering; exteroceptive sensor measurements; nonholonomic mobile robot; odometric measurements; path following; reassociation; safe path planning; safe path replanning; telemetric measurements; unmapped object detection; Filtering; Kalman filters; Mobile robots; Navigation; Object detection; Path planning; Robot sensing systems; Robot vision systems; Telemetry; Uncertainty;
Conference_Titel :
Intelligent Vehicle Symposium, 2002. IEEE
Print_ISBN :
0-7803-7346-4
DOI :
10.1109/IVS.2002.1187946