Sciweavers

842 search results - page 55 / 169
» Search Control Techniques for Planning
Sort
View
UAI
2004
15 years 5 months ago
Heuristic Search Value Iteration for POMDPs
We present a novel POMDP planning algorithm called heuristic search value iteration (HSVI). HSVI is an anytime algorithm that returns a policy and a provable bound on its regret w...
Trey Smith, Reid G. Simmons
TSMC
2011
258views more  TSMC 2011»
14 years 11 months ago
Cross-Entropy Optimization of Control Policies With Adaptive Basis Functions
—This paper introduces an algorithm for direct search of control policies in continuous-state discrete-action Markov decision processes. The algorithm looks for the best closed-l...
Lucian Busoniu, Damien Ernst, Bart De Schutter, Ro...
NIPS
2007
15 years 5 months ago
Theoretical Analysis of Heuristic Search Methods for Online POMDPs
Planning in partially observable environments remains a challenging problem, despite significant recent advances in offline approximation techniques. A few online methods have a...
Stéphane Ross, Joelle Pineau, Brahim Chaib-...
126
Voted
AIPS
2008
15 years 6 months ago
A Probabilistic Planner for the Combat Power Management Problem
We present a planner for the Combat Power Management (CPM) problem. In response to multiple simultaneous or sequential threats, the planner generates a set of local plans, one for...
Abder Rezak Benaskeur, Froduald Kabanza, Eric Beau...
111
Voted
CDC
2008
IEEE
125views Control Systems» more  CDC 2008»
15 years 10 months ago
Continuous motion planning for information forecast
— This paper addresses planning of continuous paths for mobile sensors to improve long-term forecast performance. With the information gain defined by the mutual information bet...
Han-Lim Choi, Jonathan P. How