Office Hours: MWF 11:00am-12:00noon, Rm 1208 Chemical Engineering Bldg.
or contact instructor via e-mail.
Required Textbook:
None
Recommended Textbooks:
"Biosensors," by Tran Minh Canh, Chapman & Hall, 1993.
ISBN:0412481901
"Multivariate Calibration," by Harald Martens & Tormod Naes,
John Wiley & Sons, 1989.
ISBN:0471930474
Other Useful Books:
Mathcad User's Manual & Software (any edition)
Prerequisites:
Admission into the Professional Masters Degree Program or
permission from the Instructor.
Contents:
The overall goal of the course is to provide a survey of the
various software and hardware aspects associated with chemical
and biological detection. Theories and computational methods in
modeling and data fitting. Possible topics include:
sensor and transducer
components,
computer data acquisition and analysis, multivariate regression,
calibration, filtering, and sampling.
Examples will be drawn from military (chemical &
biological warfare), agricultural (food safety), environmental
monitoring, and medical applications.
Sensor Data Analysis (Chemometrics)
Calibration
Scaling & Transformation
Variance & Standard Deviation, Correlation
Linear Regression
Goodness of Fit
Multiple Linear Regression
Nonlinear Regression
Principal Component Analysis
Partial Least Squares
Neural Networks
Discriminant Analysis
Classification
Calibration Transfer
Sensor Integration & Data Fusion
Noise and Error Handling
Filtering
Kalman Filter
Gross Error Detection & Rectification
Data Acquisition
A/D & D/A, RS232
Hardware Interface
Software Interface
Signal Conditioning
Noise Reduction
Sampling Rate, Aliasing
Response Time, Transient & Frequency Response
On-Line Process Monitoring
Sensors/Transducers
Temperature
Pressure, Force, Piezoelectric
Displacement/Proximity
Physical Measurements
Redox, pH, Dissolved Oxygen
Spectroscopy (UV, Visible, NIR, IR, Acoustics)
GC/MS
Chemical Sensors
Electrochemical
Dielectric (Capacitance, Conductance)
Field Effect Transducers (FET) (ISFET, MOSFET, etc.)
Surface Acoustic Wave (SAW) Devices
Reversible Chemisorption
Biochemical & Biological (Biosensors)
Immunoassay
ELISA
Antibody-Antigen Interaction
Protein/Enzyme Immobilization
Enzyme Electrode
Chemiluminescence, Bioluminescence
Labels (Fluorophores, Chromophores, Radioactive)
Conjugationof Labels to Protein
DNA Hybridization & Probes
DNA Chips
Optical
Light Source
Fiber Optics
Gratings/AOTF
Detectors, Diode Arrays, CCD
Sensitivity
Selectivity
Sampling
Air, Gas
Water, Liquid
Solid
Manual & Automated
Flow Injection
Sample Preparation
Sample Concentration
Experimental Design
Applications (Guest/Student Speakers)
Military (e.g., Chemical & Biological Warfare Agents, Explosives)
Chemical Processing Industries
Agricultural (food safety, forage)
Environmental Monitoring
Pharmaceutical
Medical Diagnostics
Industrial Safety
The actual coverage to an extent will be determined by student
preference. Please give me input at any time to modify the
topics to be covered.