Abstract: The embodiments relate to a distributed marsupial robotic system. The system includes a parent component having a sensor suite to obtain and process environment data via a parent pattern classification algorithm, and one or more child components each having a sensor suite to obtain and process environment data via a child pattern classification algorithm. Each sensor suite includes one or more sensor devices in communication with a processing unit and memory. Each child component is configured to dock to the parent component, and to separate from the parent component in response to a deployment signal. Each child component obtains environment data during separation. The parent component is configured to construct a map of the environment by receiving and integrating the data obtained by each child component.