Development of a Soft Sensor for a Thermal Cracking Unit using a small experimental data set

@article{Bella2007DevelopmentOA,
  title={Development of a Soft Sensor for a Thermal Cracking Unit using a small experimental data set},
  author={A. Di Bella and Luigi Fortuna and Salvatore Graziani and Giuseppe Napoli and M. G. Xibilia},
  journal={2007 IEEE International Symposium on Intelligent Signal Processing},
  year={2007},
  pages={1-6}
}
In this paper we compare a number of strategies to cope with the problem of small data sets in the identification of a nonlinear process. Four methods are analyzed: expansion of the training set by adding zero-mean fixed-variance Gaussian noise, expansion of the training set by adding zero-mean gaussian noise variance variable according with signal… CONTINUE READING