Title: THE ELECTRONIC NOSE
1THE ELECTRONIC NOSE ITS POTENTIAL
Miss Asha Joseph Dr. Peter Lykos
2All Those Responsible
- Dr. Peter Lykos
- Dr. Joseph Stetter
- Dr. Bill Penrose
- Dr. Pravin Patel
- Chris Morong
- Asha Joseph
- Yan Hu
- John Carr
- Luke Jarymowycz
- Doug Sievers
- Archan Mehta
- Justin Henry
- Jamal Hussein
- Joel Ziemke
- Jerome Hannecart
- Zaki Shaikh
3Contents
- What is an Electronic Nose?
- Comparison with a Biological Nose
- Uses
- Design of the Electronic Nose
- Sampling and Distribution
- Sensors and Electronics
- LabVIEW and Pattern Recognition
- The Experiment
- Future of the Electronic Nose
4What is an Electronic Nose?
- An Electronic Nose is a system that uses the
pattern of responses from an array of gas sensors
to examine and identify a gaseous sample.
5Our Electronic Nose
6An Electronic Nose
7Analogy Between the Electronic Nose and the
Biological Nose
- Inhaling ? Pump
- Mucus ? Filter
- Olfactory Epithelium ? Sensors
- Binding With Proteins ? Interaction
- Enzymatic Reactions ? Reaction
- Cell Membrane Depolarized ? Signal
- Nerve Impulses ? Circuitry Neural Network
8How Does a Biological Nose Work?
A ROSE !
Circuitry NN
Mucus (filter)
Receptor Protein (sensor)
Nerve
Would a rose smelled by any other nose smell as
sweet?
Input
9The Basic Design of an Electronic Nose
Array of Signals
Vapor
Result
Pattern Recognition
Array of Sensors
Sample
10Why is an Electronic Nose Better?
- Trained human sniffers are expensive
- Individuals vary
- Hazardous Chemicals
- Can be done in real time for long periods
11Where Electronic Noses Are Used
- Automotive
- Food safety
- Telemedicine
- Emergency response
- Military and space
- Environmental monitoring
12Nose Accessories
- Computer Control
- Modulation Sensor
- Switches
- Identical Sampling
- Improved Pattern Recognition Software
- Sampling System
- Gas Collector
13SENSOR MANIFOLD
14First Design Consideration
Linear serial
- Advantages
- Easy to make
- Small volume
- Disadvantages
- Degrades the sample
- Cannot be greatly expanded
15Second Design Consideration
Radial Parallel
Advantages Sample flows equally to each
sensor Disadvantages Complex to make Larger
volume than the linear manifold
16Radial Sensor Manifold
17 Sampling What is a sniff?
18What is Sampling?
- Preparing the sample
- Volatile liquids
- Vapor phase sampled directly
- Solids
- Sample may be ground
- Chemical extraction
- Sample delivery
- - Control Variables
- Concentration
- Pressure
- Temperature
- Volume
- Flow rate
19Sampling System
20Switches and Filament
Controlled by LabVIEW Why Computer
Controlled Identical Sample Runs Easy Comparisons
21Sampling System
22Sampling System
23Electronics Instrumentation
24The Modulation Sensor (Filament)
- Hydrocarbons do not cause significant response in
electrochemical sensors - Acts like a pseudo-mass spectrometer
- Wider Chemical Profile
- Inactive molecules broken down into
electrochemically reactive fragments
OFF ON
25Filament controller circuit
26Automation of the Sampling System
27Electrochemical Sensors
GAS
Porous Membrane
Filter
Working Electrode
Gain
Reference
Common
Bias
Signal
H Electrolyte
28CO Oxidation and Reduction
Oxidation Working Electrode CO H2O
CO2 2H 2e- Reduction Common Electrode O2
2H 2e- H2O CO
29Schematic
30LabVIEW Principal Component Analysis
31What is LabVIEW?
- A graphical programming language
- Data Acquisition Techniques
- Data manipulation, creation, and display
- Control hardware
32LabVIEW Block Diagram
33What Can You Do With a Neural Net?
- Just about anything that a regular computer can
do, only better - Instead of calculating one step at a time,
calculates many things at the same time
(resembles parallel processing)
34Common Neural Net Design
35What is Principal Component Analysis?
- Principal Component Analysis is a method of
projecting higher dimensional space onto a two
dimensional plane for easy visualization. - More of a Statistical Method
36How to Perform PCA?
x X
_
- Store all Data as an m x n matrix (A)
T
- A A produces a n x n matrix
- Take Eigenvalues (?) and Eigenvectors (V)
?
k
k
37How to Perform PCA? (Cont..)
- Use the two largest eigenvalues and find the
corresponding eigenvectors - Take the two eigenvectors and dot them with each
scaled sensor array (V A )?X - (V A )?Y
- Plot (X,Y)
i
1
i
2
38How Neural Nets Will Benefit the Electronic Nose
- Sensor responses drift over time
- Change with concentration
- Sample Depletion
- Relate the Pattern of the data
- Find the data that is the closest
- Determine the odor
39How to Work LabVIEW
- Enter the file name
- Enter Sample Code
- Choose Autoscaling
- Click Acquire Data ON
- Click the run Arrow
- Collect Data
- View the PCA
40LabVIEW for Dummiees
http//www.iit.edu/labview
41But Does It Work?
42The Experiment
- Five Samples
- Broth
- Escherichia coli
- Pseudomonas aeruginosa
- Diluted 51 with saline solution
- Continuous stirring
- Each Run 6 minutes
- Repeated 7 times in succession
- Tubes Flushed with air for 4-5 minutes
- Next Sample
Staphylococcus aureus Enterococcus faecalis
43 44 45PCA 9-10-99 Different Bacteria
46MOSES II Coffee Data (PCA)
C3
U1
C1
C2
U2
X-Axis ?80 Variance (PC1) Y-Axis ?8 Variance
(PC2)
47FUTURE OF THE E-NOSE
48Future of the Electronic Nose
- Research is being done on IC E-Noses
- Miniaturizing Current Technology
- Combination of several sensors
- Conducting Polymer
- Quartz Crystal Microbalances
- Variable Capacitor
- Manufacture of olfactory nerves
49How and Why Responses Happen
- Sensors respond to different functional groups
- There is cross sensitivity and selectivity
- Not all sensors respond the same way
50Types of Sensors
- Calorimetric
- Conducting (Metal Oxide and Polymer)
- Piezoelectric (QCM and SAW)
- Electrochemical
- NOTE All need transducers
51Calorimetric
- The sensors measure the concentration of
combustibles species by detecting the temperature
rise resulting from the oxidation process on a
catalytic element.
52Conducting Metal Oxide Polymer
- The gas is absorbed onto the surface and the
resistance changes - Voltage is proportional to the Resistance
- The change in voltage is measured
- Metal Oxide most popular (200-400C)
- Polymer (Room Temp)
53Piezoelectric QCM SAW
- Quartz Crystal Microbalances
- Quartz crystal resonates
- Polymer coating adsorbs the gas
- Mass change causes a change in frequency
- Surface Acoustic Wave
- Same principles
- Measures the phase shift in the wave
54Special Thanks
- Dean Kallend - Monetary Support
- Dr. Lykos, Dr. Stetter Dr. Penrose
- Mentoring
- Technical support
- Thomas Torres - Machine Shop
- Charles Wenger - Research Librarian
- Citytech - Free Sensors
- Bacharach Inc. - Free Sensors
- Sensor Tek - Free Sensors
- TSI Inc. - Free Sensors
- Starbucks - Free Coffee Samples
- Dr. Pravin Patel
- Bacteria Samples
55Questions?