Modeling and Experimental Verification of Solid-Liquid Two-Phase Flow Long-Distance Pipeline Friction Drag Loss Based on LS-SVM
Journal Title: | Advanced materials research 2012, Vol.485, p.548-553 |
Main Author: | Yuan, Xu Yi |
Other Authors: | Wu, Jian De , Wang, Xiao Dong , Fan, Yu Gang |
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Language: |
English |
Publisher: | Trans Tech Publications Ltd |
ID: | ISSN: 1022-6680 |
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recordid: | cdi_crossref_primary_10_4028_www_scientific_net_AMR_485_548 |
title: | Modeling and Experimental Verification of Solid-Liquid Two-Phase Flow Long-Distance Pipeline Friction Drag Loss Based on LS-SVM |
format: | Conference Proceeding |
creator: |
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ispartof: | Advanced materials research, 2012, Vol.485, p.548-553 |
description: | The mechanism model needs to assume a lot of prerequisites, but it is lack of these conditions in the solid-liquid two-phase flow in long-distance pipeline, therefore there will be a deviation between the friction drag loss of mechanism model and the actual value. This paper adopted the least square support vector machine (LS-SVM) to fix the value of the mechanism model, and increase the prediction accuracy. Meanwhile, for improving real-time online LS-SVM performance, introducing the local LS-SVM. The experiment result shows, LS-SVM and local LS-SVM greatly improved the forecast accuracy, compared with the mechanism model correction. |
language: | eng |
source: | |
identifier: | ISSN: 1022-6680 |
fulltext: | no_fulltext |
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url: | Link |
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