|本期目录/Table of Contents|

[1]李孟杰,黄加亮.基于RBF神经网络的船用柴油机NOx排放的预测[J].集美大学学报(自然科学版),2016,21(2):136-139.
　LI Meng-jie,HUANG Jia-liang.Prediction of NOxEmissions from Marine Diesel Engine Based on RBF Neural Network[J].Journal of Jimei University,2016,21(2):136-139.
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基于RBF神经网络的船用柴油机NOx排放的预测(PDF)
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《集美大学学报（自然科学版）》[ISSN:1007-7405/CN:35-1186/N]

卷:
第21卷
期数:
2016年第2期
页码:
136-139
栏目:
船舶与机械工程
出版日期:
2016-03-28

文章信息/Info

Title:
Prediction of NOxEmissions from Marine Diesel Engine Based on RBF Neural Network
作者:
李孟杰1; 黄加亮1; 2
（1.集美大学轮机工程学院，福建 厦门 361021；2.福建省船舶与海洋工程重点实验室，福建 厦门 361021）
Author(s):
LI Meng-jie1; HUANG Jia-liang1; 2
(1.Marine Engineering Institute,Jimei University，Xiamen 361021,China;2.Fujian Provincial Key Laboratory of Naval Architecture and Ocean Engineering，Xiamen 361021,China)
关键词:
4190ZLC-2型船用柴油机; 径向基函数神经网络; 氮氧化物排放; 预测模型
Keywords:
4190ZLC-2 marine diesel engine; radial basis function neural network; nitrogen oxide emission; prediction model
分类号:
-
DOI:
-
文献标志码:
A
摘要:
依据4190ZLC-2型船用四冲程增压柴油机实际试验测得的数据，利用MATLAB中的神经网络工具箱，建立了基于径向基函数神经网络（RBF）的柴油机氮氧化物（NOx）排放浓度的预测模型。在预测模型建立过程中选取柴油机油耗率（SFOC）、功率、转速等参数数值作为输入矩阵，柴油机的氮氧化物排放浓度作为输出矩阵。仿真结果表明：该方法预测精度高，可为控制氮氧化物的排放提供依据。
Abstract:
Based on the actual experimental data of type 4190ZLC-2 supercharged four-stroke marine diesel engine，the prediction model is established by using neural network toolbox of MATLAB，which is about the concentration of nitrogen oxides (NOx) emissions of radial basis function neural network(RBF).In the experimental data，the fuel consumption rate (SFOC)，power，speed are chosen as the input matrix and NOx emission concentration of diesel engine is used as the output matrix.Simulation results show that RBF neural network has high prediction accuracy and it can be a very good model for prediction NOx emission concentration of marine diesel engine.The most important is that it can provide a basis for controlling the emission of nitrogen oxide.

参考文献/References:

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相似文献/References:

[1]徐虎,孙思远,衡伟,等.4190ZLC-2型船用柴油机燃油喷射系统参数匹配[J].集美大学学报(自然科学版),2017,22(4):44.
　XU Hu,SUN Siyuan,HENG Wei,et al.Simulation Research on Parameter Matching for Fuel Injection System for 4190ZLC-2 Type Marine Diesel Engine[J].Journal of Jimei University,2017,22(2):44.

备注/Memo

备注/Memo:
-
更新日期/Last Update: 2016-05-05