DETECTION AND EFFECT OF QUANTISATION IN DATA-DRIVEN PROCESS ANALYSIS
作者： Margret Bauer , Sethabile Madolo
DOI: 10.3182/20070606-3-MX-2915.00011
关键词:
摘要: Abstract Process data captured from the instrumentation of a plant is frequently sampled and quantised. Quantisation can result in poor quality if quantisation level large. This paper investigates effect on data-driven analysis methods, particular first order statistics, power spectrum an oscillation detection method. Analysis shows that large distorts results obtained process analysis. Investigation temperature measurements are prone to due low accuracy. An automated algorithm presented estimates historical data.
sci-hub.se 参考文章(10)
D. Bellan, A. Brandolini, A. Gandelli, Quantization effects in sampling processes instrumentation and measurement technology conference. ,vol. 1, pp. 721- 727 ,(1996) , 10.1109/IMTC.1996.507476
Ashish Singhal, Dale E. Seborg, Effect of Data Compression on Pattern Matching in Historical Data Industrial & Engineering Chemistry Research. ,vol. 44, pp. 3203- 3212 ,(2005) , 10.1021/IE049707A
N.F. Thornhill, T. Hägglund, Detection and Diagnosis of Oscillation in Control Loops Control Engineering Practice. ,vol. 5, pp. 1343- 1354 ,(1997) , 10.1016/S0967-0661(97)00131-7
Matthew J. Watson, Antonios Liakopoulos, Dragana Brzakovic, Christos Georgakis, A Practical Assessment of Process Data Compression Techniques Industrial & Engineering Chemistry Research. ,vol. 37, pp. 267- 274 ,(1998) , 10.1021/IE970401W
Paolo Carbone, Dario Petri, Mean value and variance of noisy quantized data Measurement. ,vol. 23, pp. 131- 144 ,(1998) , 10.1016/S0263-2241(98)00018-9
N.D.A. Mascarenhas, L.V. Dutra, A.C. Frery, The effect of quantization on SAR parameter estimation international geoscience and remote sensing symposium. ,vol. 6, pp. 2663- 2665 ,(2000) , 10.1109/IGARSS.2000.859674
R.S. Blum, Quantization in multisensor random signal detection IEEE Transactions on Information Theory. ,vol. 41, pp. 204- 215 ,(1995) , 10.1109/18.370107
Nina F. Thornhill, M.A.A. Shoukat Choudhury, Sirish L. Shah, The impact of compression on data-driven process analyses Journal of Process Control. ,vol. 14, pp. 389- 398 ,(2004) , 10.1016/J.JPROCONT.2003.06.003
B. Bohm, J.A. Schoonees, J. Tapson, Some non-linear effects of quantization in phase-locked loops Proceedings of COMSIG '94 - 1994 South African Symposium on Communications and Signal Processing. pp. 116- 120 ,(1994) , 10.1109/COMSIG.1994.512447
G. Chiorboli, Uncertainty of mean value and variance obtained from quantized data IEEE Transactions on Instrumentation and Measurement. ,vol. 52, pp. 1273- 1278 ,(2003) , 10.1109/TIM.2003.816820