APPL is a C++ implementation of the SARSOP
algorithm [1]. It takes in a POMDP model file in Tony Cassandra's POMDP
file format and produces a policy file. It also contains a simple
simulator for evaluating the quality of the computed policy. APPL has
been tested on a number of large POMDPs with up to 15,000 states. More
information is avalable here.
navigation
grasping
target
tracking
integrated
exploration
References
H. Kurniawati, D. Hsu, and W.S. Lee. SARSOP:
Efficient point-based POMDP planning by approximating optimally
reachable belief spaces. In Proc. Robotics: Science
and Systems, 2008. BibTeXPDF