Title :
An error detection model for ultrasonic sensor evaluation on autonomous mobile systems
Author_Institution :
Res. Inst. for Appl. Knowledge Process. (FAW), Ulm, Germany
Abstract :
This paper presents an approach to safe navigation of autonomous mobile systems within partially known or unknown dynamic environments. In this context, faulty, maladjusted and otherwise influenced sensors must be recognized (error detection), and adequate measures for failure correction (error recovery) must be taken. As a general basis for monitoring the state of environmental sensors, a so called "error detection model" was created, which consists of sub-models for data from laser range finders and ultrasonic sensors. With the aid of the created models, different kinds of redundancy can be utilized and consistency and plausibility checks can be carried out. The error detection model serves for failure recognition based on environment modeling and on hypotheses for expected sensor readings.
Keywords :
artificial intelligence; error detection; laser ranging; mobile robots; autonomous mobile systems; dynamic environments; error detection model; error recovery; failure correction; laser range finders; safe navigation; ultrasonic sensor evaluation; Condition monitoring; Error correction; Fault detection; Laser modes; Mobile robots; Navigation; Redundancy; Robot sensing systems; Sensor systems; Ultrasonic variables measurement;
Conference_Titel :
Robot and Human Interactive Communication, 2002. Proceedings. 11th IEEE International Workshop on
Print_ISBN :
0-7803-7545-9
DOI :
10.1109/ROMAN.2002.1045637