Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review
Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review
}
TY - GEN
T1 - Using Evolving Fuzzy Models to predict Crude Oil Distillation Side Streams
AU - Macias-Hernandez, Jose J.
AU - Angelov, Plamen
AU - Zhou, Xiaowei
PY - 2011
Y1 - 2011
N2 - Prediction of the properties of the crude oil distillation side streams based on statistical methods and laboratory-based analysis has been around for decades. However, it is difficult to identify, control or compensate the dynamic process behavior and the errors from instrumentation for an online model prediction. The objective of this work is to report an application and a study of a novel technique for real-time modelling, namely eXtended Evolving Fuzzy Takagi-Sugeno models (xTS) for prediction and online monitoring of these properties of the refinery distillation process. The results include the online prediction of Soft Sensors for distillation of Naptha and Gasoil Side Streams. The application predicts the quality of the side stream evolving its fuzzy structure and cluster parameters.
AB - Prediction of the properties of the crude oil distillation side streams based on statistical methods and laboratory-based analysis has been around for decades. However, it is difficult to identify, control or compensate the dynamic process behavior and the errors from instrumentation for an online model prediction. The objective of this work is to report an application and a study of a novel technique for real-time modelling, namely eXtended Evolving Fuzzy Takagi-Sugeno models (xTS) for prediction and online monitoring of these properties of the refinery distillation process. The results include the online prediction of Soft Sensors for distillation of Naptha and Gasoil Side Streams. The application predicts the quality of the side stream evolving its fuzzy structure and cluster parameters.
U2 - 10.4028/www.scientific.net/AMM.88-89.432
DO - 10.4028/www.scientific.net/AMM.88-89.432
M3 - Conference contribution/Paper
SN - 978-3-03785-236-1
SP - 432
EP - 437
BT - Computer-Aided Design, Manufacturing, Modeling and Simulation
A2 - He, Xingui
A2 - Hua, Ertian
A2 - Lin, Yun
A2 - Liu, Xiaozhu
PB - Trans-Tech Publications
CY - Zurich
T2 - International Conference on Computer-Aided Design, Manufacturing, Modeling and Simulation (CDMMS 2011)
Y2 - 13 September 2011 through 16 September 2011
ER -