The RALPH agent was tested in a simulated and dynamic underwater environment that included details like sensor and mechanical failures, and the asynchronous environmental events that occur unpredictably.
The agent assumes that uncertainty is involved with prediction of the environment; this uncertainty is encoded in the probabilistic knowledge used by the execution architectures.
Go to a discussion of this environment for multiple architectures.