Title :
The electronic head: a virtual quality instrument
Author_Institution :
Dept. of Technol., Orebro Univ., Sweden
fDate :
8/1/2001 12:00:00 AM
Abstract :
This paper describes a new approach to virtual instrumentation, qualitative estimation, and decision making of a dynamically changing quality assessment. The authors illustrate this approach in an electronic head concept, in which they combine the amount of information received, and apply feature extraction analysis and a fuzzy clustering technique to assess the quality as acquired from a human expert. By combining data from different artificial sensor systems into a single set of meaningful features, they obtain information that is of greater human benefit than the aggregate of its contributing sensors. The combination of sensor data by fuzzy rules has the aim of performing human-like inferences that may be impossible by the single artificial sensors. The entire sensor system acts as a virtual instrument for dynamic industrial process monitoring. This virtual instrument allows easy sensor observation and learning interaction with a human operator
Keywords :
feature extraction; fuzzy set theory; process monitoring; quality control; sensor fusion; statistical analysis; virtual instrumentation; artificial sensor systems; decision making; dynamic industrial process monitoring; dynamically changing quality assessment; electronic head concept; feature extraction analysis; fuzzy clustering technique; fuzzy rules; human operator; human-like inferences; learning interaction; qualitative estimation; sensor data combination; sensor observation; virtual instrumentation; Animals; Biosensors; Decision making; Humans; Instruments; Intelligent sensors; Quality assessment; Sensor arrays; Sensor fusion; Sensor systems;
Journal_Title :
Industrial Electronics, IEEE Transactions on