A sensor device includes at least one autonomous streaming module. Predetermined internal events of the autonomous streaming module or predetermined external events from streaming data at an interface to a smart shell of the autonomous streaming module are detected. An operational mode of a component or subsystem within the smart shell of the autonomous streaming module is controlled in response to the detection.