For close human-robot interaction without physical separation, safety has to be ensured by monitoring the humans while they are within the robot workspace. Here we discuss the problem of selecting and placing a suitable set of sensors for mobile manipulators. Furthermore, methods for detection and tracking of dynamic obstacles based on data from heterogeneous sensors are presented. The approach is validated by experimental results on real sensor data acquired by the robot.