C. H. Hall Barbosa, B. Melo, M. Vellasco, M. Pacheco, L. P. Vasconcellos
{"title":"Inference of distillation column products quality using Bayesian networks","authors":"C. H. Hall Barbosa, B. Melo, M. Vellasco, M. Pacheco, L. P. Vasconcellos","doi":"10.1109/IJCNN.2002.1005448","DOIUrl":null,"url":null,"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.","PeriodicalId":382771,"journal":{"name":"Proceedings of the 2002 International Joint Conference on Neural Networks. IJCNN'02 (Cat. No.02CH37290)","volume":"422 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2002-08-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the 2002 International Joint Conference on Neural Networks. IJCNN'02 (Cat. No.02CH37290)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/IJCNN.2002.1005448","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
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.