Analysis, Modelling, Control: BioPhy Sys (CHNG5603)
UNIT OF STUDY
This course will give students an insight into the use of (computer-based) statistical techniques in extracting information from experimental data obtained from real life bio-physical systems. The issues and techniques required for mathematical modeling as well as monitoring and/or control scheme for bio-physical systems will be discussed and implemented in diverse range of bioprocesses, including biomaterials and fermentation products.
We will review statistical distribution; tests based on z, t, F variables; calculation of confidence intervals; hypothesis testing; linear and nonlinear regression; analysis of variance; principal component analysis; and use of computer-based statistical tools. The issues associated with dynamic response of bio-physical processes; inferred or estimated variables; control system design and implementation; introduction to model-based control; use of computer-based control system design and analysis tools will be elaborated.
When this course is successfully completed you will acquire knowledge to choose the appropriate statistical techniques within a computer based environment, such as Excel or MATLAB, for a given situation. The students will also obtain potential for monitoring/control scheme based on the key dynamic features of the process. Such information would be beneficial for any future career in Bio-manufacturing companies. Students are encouraged to promote an interactive environment for exchange of information.
Our courses that offer this unit of study
- Graduate Certificate in Engineering
- Graduate Diploma in Engineering
- Master of Engineering (Biomedical Engineering)
- Master of Engineering (Chemical and Biomolecular Engineering)
- Master of Engineering (Sustainability and Environmental Engineering)
- Master of Professional Engineering (Chemical and Biomolecular)
Further unit of study information
Lecture 2 hrs/week; Tutorial 1 hr/week; Project Work - own time 2 hrs/week.
Through semester assessment (100%)
Martinez W.L and Martinez A.R./Computational Statistics Handbook with MATLAB/2002// Edgar, T.F. and Himmelblau D.M./Optimization of Chemical Processes/1988// Devore, J.L/Probability and Statistics for Engineers and Sciences/2000// Gauch R.R./Statistical Methods for Researchers Made Very Simple/2000//
Faculty/department permission required?
Unit of study rules
Prerequisites and assumed knowledge
It is assumed that students have a general knowledge of: MATH 1001 Differential Calculus MATH 1003 Integral Calculus and Modeling
Study this unit outside a degree
If you wish to undertake one or more units of study (subjects) for your own interest but not towards a degree, you may enrol in single units as a non-award student.
If you are from another Australian tertiary institution you may be permitted to underake cross-institutional study in one or more units of study at the University of Sydney.