An investigation of optimum control of a spark ignition engine fueled by NG and hydrogen mixtures

被引:34
|
作者
Ma, Fanhua [1 ]
Wang, Junjun [1 ]
Wang, Yu [1 ]
Wang, Yefu [1 ]
Zhong, Zhiqiang [1 ]
Ding, Shangfen [1 ]
Zhao, Shuli [1 ]
机构
[1] Tsinghua Univ, State Key Lab Automobile Safety & Energy, Beijing 100084, Peoples R China
关键词
Hydrogen-enriched compressed natural gas (HCNG); Emission; Economy; Optimization; DOE; Neural network; Genetic algorithm;
D O I
10.1016/j.ijhydene.2008.09.045
中图分类号
O64 [物理化学(理论化学)、化学物理学];
学科分类号
070304 ; 081704 ;
摘要
In this study statistical analysis methods were used for optimizing a spark ignition engine fueled by NG and hydrogen mixtures. Firstly designs of experiment and range analysis of the results have been carried out in order to improve the efficiency of experiments and reduce the workload. And then, a flexible model of this kind of engine that is catered to multidimensional optimization has been built. After that, the genetic algorithm is used to optimize the model. Finally the optimum control parameters of this operated point are deter-mined to be hydrogen fraction 30-40%, excess air ratio 1.45-1.6 and ignition timing 20-22 degrees BTDC at 1200 r/min, 0.4 MPa. The comparison of the optimized results and the original CNG performance showed that CH4, CO, NO., and BSFC decrease by 70%, 83.57%, 93%, and 5%, respectively. This proved that the combination of artificial neural network and genetic algorithm is an effective way to optimize the hydrogen blend natural gas engine. (c) 2008 International Association for Hydrogen Energy. Published by Elsevier Ltd. All rights reserved.
引用
收藏
页码:7592 / 7606
页数:15
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