Patent US 11,458,628

A method for a robot to autonomously plan a navigational route and work duties in an environment of the robot including accessing historical sensor data stored from prior work cycles, determining the navigational route and work duties of the robot by processing probabilities based on the historical sensor data, enacting the navigational route and work duties by the robot, capturing new sensor data while the robot enacts the navigational route and work duties, processing the new sensor data, and altering the navigational route and work duties based on the new sensor data processed.