Development of soft sensor for neural network based control of distillation column

► The LM neural network and adaptive linear network based soft sensors are designed. ► The ADALINE sensor is trained online to obtain the dynamic ADALINE soft sensor. ► The designed soft sensors are used to obtain inferential controllers, i.e., LMIC, ADIC and DADIC. ► The performance of DADIC is analyzed for appropriate inputs and sampling intervals.