4.7 Article

Analysis of the performance, emission and combustion characteristics of a turbocharged diesel engine fuelled with Jatropha curcas biodiesel-diesel blends using kernel-based extreme learning machine

期刊

ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH
卷 24, 期 32, 页码 25383-25405

出版社

SPRINGER HEIDELBERG
DOI: 10.1007/s11356-017-0141-9

关键词

Jatropha curcas biodiesel; Turbocharged diesel engine; Combustion; Engine performance; Exhaust emissions; Kernel-based extreme learning machine

资金

  1. Universiti Tenaga Nasional under the Fundamental Research Grant Scheme [20160101FRGS]
  2. Politeknik Negeri Medan, Medan, Indonesia, under the Research and Community Service Unit [614/PL5.2/PM/2017]
  3. University of Malaya under the SATU joint research scheme [ST005-2017]
  4. BKP special [BKS054-2017]

向作者/读者索取更多资源

The purpose of this study is to investigate the performance, emission and combustion characteristics of a four-cylinder common-rail turbocharged diesel engine fuelled with Jatropha curcas biodiesel-diesel blends. A kernel-based extreme learning machine (KELM) model is developed in this study using MATLAB software in order to predict the performance, combustion and emission characteristics of the engine. To acquire the data for training and testing the KELM model, the engine speed was selected as the input parameter, whereas the performance, exhaust emissions and combustion characteristics were chosen as the output parameters of the KELM model. The performance, emissions and combustion characteristics predicted by the KELM model were validated by comparing the predicted data with the experimental data. The results show that the coefficient of determination of the parameters is within a range of 0.9805-0.9991 for both the KELM model and the experimental data. The mean absolute percentage error is within a range of 0.1259-2.3838. This study shows that KELM modelling is a useful technique in biodiesel production since it facilitates scientists and researchers to predict the performance, exhaust emissions and combustion characteristics of internal combustion engines with high accuracy.

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