EFFICIENT INFERENCE UPDATE USING BELIEF SPACE PLANNING

摘要

An autonomous system comprising: at least one hardware processor; a sensors module; and a non-transitory computer-readable storage medium having stored thereon program instructions, the program instructions executable by the at least one hardware processor to: receive, from said sensors module, a set of measurements associated with a joint state of said autonomous system, infer, based, at least in part, on said set of measurements, a current belief regarding said joint state of said autonomous system, determine a control action based on said inference, wherein said determining comprises calculating a future belief regarding a future joint state of said autonomous system, wherein said future joint state is as a result of said control action, execute said control action, and generate a new inference based, at least in part, on said future belief, wherein said future belief is updated based on a new set of measurements from said sensors module.