Abstract: A sensor arrangement for detecting features of particles includes an emitter for emitting electromagnetic radiation, a detector for receiving the electromagnetic radiation emitted from the emitter and for providing detector signals based on the received electromagnetic radiation, and a measurement volume irradiable by the electromagnetic radiation emitted by the emitter. The measurement volume is configured for receiving particles flowing therethrough. The sensor arrangement further includes a digitizing unit for digitizing the detector signals, and an evaluation unit for evaluating the detector signals. The evaluation unit stores a trained algorithm for machine learning. The algorithm is configured for determining at least one feature of the particles based on the detector signals.

Abstract: The mobile data collection system includes a positioning system, such as a Global Positioning System (GPS) receiver and/or an Inertial Navigation System (INS), to generate position and time data. A down looking line scan camera for mounting on a vehicle, obtains a series of line scan images of a path, such as a road. A data collection controller is connected to the positioning system and the line scan camera to associate the line scan images with the corresponding position and time data. A database stores the line scan images and associated corresponding position and time data. An image processor identifies and marks features in the line scan images.

Abstract: The mobile data collection system includes a positioning system, such as a Global Positioning System (GPS) receiver and/or an Inertial Navigation System (INS), to generate position and time data. A down looking line scan camera for mounting on a vehicle, obtains a series of line scan images of a path, such as a road. A data collection controller is connected to the positioning system and the line scan camera to associate the line scan images with the corresponding position and time data. A database stores the line scan images and associated corresponding position and time data. An image processor identifies and marks features in the line scan images.