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In recent years, various controller design techniques using neural networks have been developed for nonlinear process control. In the typical approach, neural networks are trained to model chemical processes and subsequently used in model based control schemes (Aoyama et al., 1995, Draeger et al., 1995, Psichogios and Ungar, 1991, Turner et al., 1996). However, previous attempts to use neural networks...