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Signal
Transduction
The NOSE is based on a multi-element array of volatile organic compound
(VOC) sensors, each based on ABTECH's Interdigitated Microsensor
Electrodes (IMEs). The IME's are covered with a thin, VOC-responsive
conductive polymer membrane that may be formed from either of
polyaniline, polypyrrole or polythiophene. When a VOC or mixture of
VOCs is passed over these polymers the vapors are absorbed by the
polymer network, causing measurable changes in electrical impedance.
These changes in impedance are directly detected across the array of
eight sensor elements and recorded as signal data. In addition,
temperature and relative humidity are recorded at the same time.
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The Sensor
Response Data
Each sensor
element is based on a different polymer membrane acheived by
modification of the three basic conductive polymers. Although each
sensor is unique, none is specific to any particular vapor. No
one sensor element would be able to deliver useful information about
the gas. However, the array of sensor elements, taken as a whole,
contains all the information. This information is embedded in the group
response of the array and isn't readily interpreted. Thus, some form of
sophisticated data analysis is necessary.
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Data Analysis
To extract the gas composition and concentration level within a target
vapor stream, data from the sensor responses (the signal data) is
passed to an artifical neural network (ANN). The ANN has been trained
to recognize specific vapors and their concentration levels, over a
specificed range of relative humidity and temperatre, within the air.
As long as the vapor has been trained for, the ANN will be able to
identify and quantify the concetration of that vaopr, or mixture of
vapors, in the air down to its ppm detection limit.
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