A controller is provided for directing control of a process performed to
control an amount of a pollutant emitted into the air. The process has
multiple process parameters (MPPs) The controller includes either a
neural network process model or a non-neural network process model.
Whichever type model is included, it will represent a relationship
between one of the MPPs and other of the MPPs. The controller also
includes a control processor having the logic to determine the validity
of a measured value of the one MPP based on the one model. The control
processor directs control of the process in accordance with the measured
value of the one MPP only if the measured value of the one MPP is
determined to be valid. On the other hand, if the measured value is
determined to be invalid, the control processor may direct control of the
process in accordance with an estimated value of the one MPP.