P. Corcoran, THE EFFECTS OF SIGNAL CONDITIONING AND QUANTIZATION UPON GAS AND ODORSENSING SYSTEM PERFORMANCE, Sensors and actuators. B, Chemical, 19(1-3), 1994, pp. 649-653
The effects of signal conditioning and quantization during data acquis
ition in multisensor arrays applied to gas and odour sensing is often
given little attention. Aspects such as sensor technology and pattern
recognition are often considered more important. However, if multisens
or system performance is to be optimized, the signal conditioning and
data acquisition must complement the sensor technology and pattern rec
ognition techniques. It will be shown that system sensitivity and the
sensor information content can be severely restricted by inappropriate
signal conditioning. Also, the analogue to digital converter (ADC) is
seen to be very important when considering the limitations of a syste
m. The resolution will determine the upper limit of patterns and hence
odour fingerprints that can be identified. In considering these limit
ations, allowances are also be made for the concentration dependence o
f the sensors upon the measurands and the pattern recognition pre-proc
essing procedures. In a practical situation, the sensor reproducibilit
y is usually the limiting factor when determining the level of overall
system performance. This reproducibility is treated as a fractional v
ariation of the ADC dynamic range, effectively reducing the quantizati
on resolution. Estimates are made of the size of the multisensor array
required to identify any given number of measurands.