Title :
A smart sensing system to analyze piping vibrations in industrial installations
Author :
Dias Pereira, J. Miguel ; Postolache, Octavian ; Cesar, M.L. ; Girao, Pedro
Author_Institution :
Escola Super. de Tecnol. de Setubal/LabIM, Inst. Politec. de Setubal, Setubal, Portugal
Abstract :
An important issue that deserves a special attention in almost all industrial installations is related with piping vibrations. This paper presents a measurement system that includes several measuring nodes to acquire vibration data from a set of locations of an industrial piping system. Each measuring node includes basically a tri-axial accelerometer, a vibration sensor, a temperature sensor, a microcontroller and a ZigBee wireless communication unit. Concerning the software component of the measurement system, a particular attention was dedicated to measurement accuracy and errors´ compensation caused by influence variables. Artificial neural networks, namely Kohonen maps, are proposed to classify vibration patterns associated with the data collected from the distributed measurement network. A flow meter test bench was used to perform static and dynamic tests and to evaluate measurement system performance.
Keywords :
Zigbee; accelerometers; intelligent sensors; microcontrollers; vibration measurement; Kohonen maps; ZigBee wireless communication unit; artificial neural networks; distributed measurement; dynamic tests; estatic tests; flow meter test bench; industrial installations; industrial piping system; measurement accuracy; measurement system performance; microcontroller; particular attention; piping vibrations; smart sensing system; software component; temperature sensor; tri-axial accelerometer; vibration sensor; Acceleration; Accelerometers; Manganese; Temperature measurement; Temperature sensors; Vibration measurement; Vibrations; accelerometer; pipe vibration; resolution; smart measurement system; uncertainty;
Conference_Titel :
Sensing Technology (ICST), 2012 Sixth International Conference on
Conference_Location :
Kolkata
Print_ISBN :
978-1-4673-2246-1
DOI :
10.1109/ICSensT.2012.6461667