The research on application of sliding window LS_SVMin the batch process

Abstract

This This This This paper paper paper paper presents presents presents presents an an an an improved improved improved improved regression regression regression regression algorithm algorithm algorithm algorithm of of of of sliding sliding sliding sliding window window window window least least least least squares squares squares squares support support support support vector vector vector vector machine machine machine machine (the (the (the (the Sliding Sliding Sliding Sliding Window Window Window Window LS_SVM) LS_SVM) LS_SVM) LS_SVM) .sliding sliding sliding sliding window window window window .Combined .Combined .Combined .Combined with with with with local local local local modeling, modeling, modeling, modeling, the the the the improved improved improved improved sliding sliding sliding sliding window window window window LS_SVM LS_SVM LS_SVM LS_SVM algorithm algorithm algorithm algorithm is is is is very very very very effective effective effective effective to to to to predict predict predict predict the the the the cell cell cell cell concentration concentration concentration concentration in in in in the the the the penicillin penicillin penicillin penicillin fermentation fermentation fermentation fermentation process. process. process. process.