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Change-point detection in dynamical systems using auto-associative neural networks
(Stellenbosch : Stellenbosch University, 2012-03)
ENGLISH ABSTRACT: In this research work, auto-associative neural networks have been used for changepoint
detection. This is a nonlinear technique that employs the use of artificial neural
networks as inspired among other ...
Process monitoring and fault diagnosis using random forests
(Stellenbosch : University of Stellenbosch, 2010-12)
ENGLISH ABSTRACT: Fault diagnosis is an important component of process monitoring, relevant in the greater context of developing
safer, cleaner and more cost efficient processes. Data-driven unsupervised (or feature ...
Monitoring and diagnosis of process systems using kernel-based learning methods
(Stellenbosch : University of Stellenbosch, 2007-12)
ENGLISH ABSTRACT: The development of advanced methods of process monitoring, diagnosis, and control has
been identified as a major 21st century challenge in control systems research and application.
This is particularly ...