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» A Framework for Automatic Problem Decomposition in Planning
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EUROGP
2010
Springer
182views Optimization» more  EUROGP 2010»
13 years 7 months ago
Unsupervised Problem Decomposition Using Genetic Programming
We propose a new framework based on Genetic Programming (GP) to automatically decompose problems into smaller and simpler tasks. The framework uses GP at two levels. At the top lev...
Ahmed Kattan, Alexandros Agapitos, Riccardo Poli
ICRA
2009
IEEE
108views Robotics» more  ICRA 2009»
14 years 12 days ago
Local decomposition and observability properties for automatic calibration in mobile robotics
Abstract— This paper considers the problem of sensor selfcalibration in mobile robotics by only using a single point feature (e.g. a source of light). In particular, the problem ...
Agostino Martinelli
JAIR
2008
145views more  JAIR 2008»
13 years 5 months ago
Communication-Based Decomposition Mechanisms for Decentralized MDPs
Multi-agent planning in stochastic environments can be framed formally as a decentralized Markov decision problem. Many real-life distributed problems that arise in manufacturing,...
Claudia V. Goldman, Shlomo Zilberstein
AIPS
2008
13 years 8 months ago
Structural Patterns Heuristics via Fork Decomposition
We consider a generalization of the PDB homomorphism abstractions to what is called "structural patterns". The bais in abstracting the problem in hand into provably trac...
Michael Katz, Carmel Domshlak
TROB
2010
127views more  TROB 2010»
13 years 4 months ago
Motion Planning With Dynamics by a Synergistic Combination of Layers of Planning
—To efficiently solve challenging motion-planning problems with dynamics, this paper proposes treating motion planning not just as a search problem in a continuous space but as ...
Erion Plaku, Lydia E. Kavraki, Moshe Y. Vardi