DocumentCode
1644479
Title
Inference of distillation column products quality using Bayesian networks
Author
Barbosa, C.Hall ; Melo, B. ; Vellasco, M. ; Pacheco, M. ; Vasconcellos, L.P.
Author_Institution
Pontificia Univ. Catolica do Rio de Janeiro, Brazil
Volume
1
fYear
2002
fDate
6/24/1905 12:00:00 AM
Firstpage
86
Lastpage
91
Abstract
Different neural networks algorithms have already been employed on the inference of distillation column products quality. This paper applies Bayesian neural networks on the inference of diesel 85% ASTM distillation, and compares the results with traditional multilayer perceptrons. Also, several pre-processing and variables selection methods have been implemented and tested
Keywords
belief networks; distillation; inference mechanisms; neural nets; oil refining; quality control; Bayesian networks; distillation column product quality; inference; neural network algorithms; Bayesian methods; Distillation equipment; Inference algorithms; Input variables; Multi-layer neural network; Multilayer perceptrons; Neural networks; Recurrent neural networks; Refining; Testing;
fLanguage
English
Publisher
ieee
Conference_Titel
Neural Networks, 2002. IJCNN '02. Proceedings of the 2002 International Joint Conference on
Conference_Location
Honolulu, HI
ISSN
1098-7576
Print_ISBN
0-7803-7278-6
Type
conf
DOI
10.1109/IJCNN.2002.1005448
Filename
1005448
Link To Document