Jorge Cortés
Professor
Cymer Corporation Endowed Chair
Distributed consensus on robot networks for
dynamically merging feature-based maps
R. Aragüés, C. Sagüés, J. Cortés
IEEE Transactions on Robotics 28 (4) (2012), 840-854
Abstract
We present a new algorithm for merging feature-based maps in a robot
network. Along its operation, each robot observes the environment and
builds and maintains a local map. Simultaneously, each robot
communicates and computes the global map of the environment. The
communication between the robots is range-limited, and, at every time
instant, each robot can only exchange data with its neighboring
robots. We provide a fully distributed solution which does not rely on
any particular communication topology. Under mild connectivity
conditions on the communication graph, the algorithm asymptotically
converges to the global map. The main contribution is the proposal of
the dynamic strategy based on consensus algorithms with static inputs
and the formal analysis of its convergence. In addition, we give
measures of its convergence speed as a function of the information
increase in the local maps. The proposed approach has been
experimentally validated using real visual information
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Mechanical and Aerospace Engineering,
University of California, San Diego
9500 Gilman Dr,
La Jolla, California, 92093-0411
Ph: 1-858-822-7930
Fax: 1-858-822-3107
cortes at ucsd.edu
Skype id:
jorgilliyo