LIN Weiguo, ZHANG Peng, CHEN Lei, et al. Voiceprint extraction and monitoring of fluidized bed reactor agglomeration fault[J]. CIESC Journal, 2012, (9): 2851-2858.
DOI:
LIN Weiguo, ZHANG Peng, CHEN Lei, et al. Voiceprint extraction and monitoring of fluidized bed reactor agglomeration fault[J]. CIESC Journal, 2012, (9): 2851-2858.DOI: 10.3969/j.issn.0438-1157.2012.09.028.
Voiceprint extraction and monitoring of fluidized bed reactor agglomeration fault
Agglomeration fault of fluidized bed reactor not only influences product quality
but also influences production seriously.In order to monitor fluidized bed reactor agglomeration fault
fault monitoring method based on low-frequency piezoelectric acoustic sensor and voiceprint extraction is proposed.Acoustic signals created by the polymer impacting on the inner bed wall of the fluidized bed reactor were monitored with pasting piezoelectric ceramic sensors on the outside wall of fluidized bed reactor
transmitting the charge with long shielded cables and audio sampling.The acoustic signals waveform in time-domain
their power spectrums and voiceprints of polymer under the conditions of normal and agglomeration fault have been analyzed and compared.The stability and distinction of voiceprints under normal and fault conditions have been especially compared.With voiceprint extraction and neural network model
agglomeration fault were monitored.The monitoring model has also been verified with voiceprints extracted from other acoustic signals sampled from the sensor mounted at different position(1 meter apart)
the same diagnose results are achieved.It shows that the method proposed has high time-space domain robustness.The original signals were re-sampled with different signal extraction rates.Voiceprint extraction
training and verification of monitoring model respect to re-sampled data with different extraction rates have been implemented
results show that agglomeration fault monitoring result will not be influenced with appropriate reduced signal sampling rates.This provided a new system architecture and implementation method for fault monitoring of fluidized bed reactor agglomeration.