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» PDE-Based Robust Robotic Navigation
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104
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EPIA
2007
Springer
15 years 5 months ago
Generalization and Transfer Learning in Noise-Affected Robot Navigation Tasks
Abstract. When a robot learns to solve a goal-directed navigation task with reinforcement learning, the acquired strategy can usually exclusively be applied to the task that has be...
Lutz Frommberger
110
Voted
SBRN
2008
IEEE
15 years 6 months ago
Imitation Learning of an Intelligent Navigation System for Mobile Robots Using Reservoir Computing
The design of an autonomous navigation system for mobile robots can be a tough task. Noisy sensors, unstructured environments and unpredictability are among the problems which mus...
Eric A. Antonelo, Benjamin Schrauwen, Dirk Strooba...
115
Voted
ICRA
2002
IEEE
171views Robotics» more  ICRA 2002»
15 years 4 months ago
Robust Tracking and Structure from Motion with Sample Based Uncertainty Representation
Geometric reconstruction of the environment from images is critical in autonomous mapping and robot navigation. Geometric reconstruction involves feature tracking, i.e., locating ...
Peng Chang, Martial Hebert
ICRA
2010
IEEE
118views Robotics» more  ICRA 2010»
14 years 10 months ago
Autonomous door opening and plugging in with a personal robot
Abstract— We describe an autonomous robotic system capable of navigating through an office environment, opening doors along the way, and plugging itself into electrical outlets ...
Wim Meeussen, Melonee Wise, Stuart Glaser, Sachin ...
ICRA
2006
IEEE
93views Robotics» more  ICRA 2006»
15 years 5 months ago
Robot Navigation using 1D Panoramic Images
— This paper presents a new method for navigation and localization of a mobile robot equipped with an omnidirectional camera. We represent the environment using a collection of o...
Amy J. Briggs, Yunpeng Li, Daniel Scharstein, Matt...