Travis Wiens and Greg Schoenau and Rich Burton
Limit Cycle Behaviour of a Neural Controller with Delayed BangBang Feedback
696 - 701
2007
1
12
International Journal of Mechanical and Mechatronics Engineering
https://publications.waset.org/pdf/7475
https://publications.waset.org/vol/12
World Academy of Science, Engineering and Technology
It is well known that a linear dynamic system including
a delay will exhibit limit cycle oscillations when a bangbang sensor
is used in the feedback loop of a PID controller. A similar behaviour
occurs when a delayed feedback signal is used to train a neural
network. This paper develops a method of predicting this behaviour
by linearizing the system, which can be shown to behave in a manner
similar to an integral controller. Using this procedure, it is possible
to predict the characteristics of the neural network driven limit cycle
to varying degrees of accuracy, depending on the information known
about the system. An application is also presented the intelligent
control of a spark ignition engine.
Open Science Index 12, 2007