A Julia interface for defining, solving and simulating partially observable Markov decision processes and their fully observable counterparts. The POMDPs.jl package contains only the interface used for expressing and solving Markov decision processes (MDPs) and partially observable Markov decision processes (POMDPs). The POMDPTools package acts as a "standard library" for the POMDPs.jl interface, providing implementations of commonly-used components such as policies, belief updaters, distributions, and simulators.

Features

  • General interface that can handle problems with discrete and continuous state/action/observation spaces
  • A number of popular state-of-the-art solvers implemented for use out-of-the-box
  • Tools that make it easy to define problems and simulate solutions
  • Simple integration of custom solvers into the existing interface
  • POMDPTools, the standard library for POMDPs.jl
  • The POMDPs.jl package contains only the interface used for expressing and solving Markov decision processes

Project Samples

Project Activity

See All Activity >

License

MIT License

Follow POMDPs

POMDPs Web Site

Other Useful Business Software
PRTG Catches Network Issues Before They Cause Downtime Icon
PRTG Catches Network Issues Before They Cause Downtime

Threshold-based alerts flag problems early, so your team can act before users notice, not after.

Reactive troubleshooting usually means hearing about a problem from frustrated users, not your monitoring tool. PRTG sets threshold-based alerts across devices, servers and applications, notifying your team by email, SMS or push the moment a metric crosses a set limit. That means catching a failing disk or overloaded server before it becomes an outage and getting time back from firefighting. Start a free trial and set your first alerts today.
Download 30-Day Trial
Rate This Project
Login To Rate This Project

User Reviews

Be the first to post a review of POMDPs!

Additional Project Details

Programming Language

Julia

Related Categories

Julia Data Visualization Software

Registered

2023-11-06