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Content Provider | IEEE Xplore Digital Library |
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Author | Frank, B. Becker, M. Stachniss, C. Burgard, W. Teschner, M. |
Copyright Year | 2008 |
Description | Author affiliation: Dept. of Comput. Sci., Univ. of Freiburg, Freiburg (Frank, B.; Becker, M.; Stachniss, C.; Burgard, W.; Teschner, M.) |
Abstract | The ability to reliably navigate through the environment is an important prerequisite for truly autonomous robots. In this paper, we consider the problem of path planning in environments with non-rigid obstacles such as curtains or plants. We present an approach that combines probabilistic roadmaps with a physical simulation of object deformations to determine a path that optimizes the trade-off between the deformation cost and the distance to be traveled. We describe how our approach utilizes Finite Element theory for calculating the deformation cost. Since the high computational requirements of the corresponding simulation prevent this method from being applicable online, we present an approximation that uses a preprocessing step to determine a deformation cost function for each object. This cost function allows us to estimate the deformation costs of arbitrary paths through the objects and is used to evaluate the trajectories generated by the roadmap planner online. We present experiments which demonstrate that the resulting algorithm plans nearly identical trajectories compared to the method that relies on computationally intense simulations. At the same time, our approach allows the robot to quickly calculate paths in environments with deformable objects. |
Starting Page | 3737 |
Ending Page | 3742 |
File Size | 751979 |
Page Count | 6 |
File Format | |
ISBN | 9781424416462 |
ISSN | 10504729 |
DOI | 10.1109/ROBOT.2008.4543784 |
Language | English |
Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Publisher Date | 2008-05-19 |
Publisher Place | USA |
Access Restriction | Subscribed |
Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Subject Keyword | Path planning Mobile robots Cost function Computational modeling Deformable models Robotics and automation Navigation Finite element methods Orbital robotics USA Councils |
Content Type | Text |
Resource Type | Article |
Subject | Artificial Intelligence Control and Systems Engineering Electrical and Electronic Engineering Software |
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