Instruments and Systems: Monitoring, Control, and Diagnostics Annotation << Back About the features of the pid-neuroregulator with self-adjustment scheme practical realization for heating furnaces control Y.I. EREMENKO, D.A. POLESCHENKO, A.I. GLUSCHENKO The practical aspects of the stock materials heating in an electro-heating furnace control scheme realization are considered. PID-neuroregulator is designed for this purpose. In particular the problems of choosing neural network structure, activation functions, training speed are researched. The question of restrictions constrained on the neural network functioning is considered. Muffle furnace has been chosen as a plant. Key words: neural network, PID-regulator, back propagation algorithm, electro-heating furnace. E-mail: erem49@mail.ru strondutt@mail.ru po-dima@yandex.ru Pp. 25-30.