Energy limitation is one of the most important challenges. Many applications are being developed and one important aspect is the excess of information, frequently redundant, that imposes a great computational cost in data processing and consequently power consummation. Management of all power resources is therefore important for intelligent vehicles and mobile robots. In previous works, we have proposed a discarding method as a simple solution to improve the performance of a real-time navigation system. The objective in this paper is to analyze the performance of the discarding criteria with a Velodyne sensor, a light detection and ranging (LIDAR) system, which generates around 1.3 million points per second.