Diesel-natural gas dual fuel engine has gained increasing interesting in recent years because of its excellent power and economy. However, the reliability of the dual fuel engine does not meet the requirements of practical application. The piston maximun temperature (PMT) of the dual fuel engine easily exceeds the security border. In view of this, this paper proposes a method based on the lasso regression to estimate the PMT of the dual fuel engine, so as to real-timely monitor the health state of the dual fuel engine. Specifically, PMTs under some working conditions were offline acquired by the finite element analysis with ANSYS. A model is presented to describe the relationship between the PMT and some indirect engine variables, including NOx emission, excess air coefficient, engine speed, and inlet pressure, and the model parameters are optimized using the lasso regression algorithm, which can be easily implemented by the electronic control unit (ECU). Finally, the model is employed to real-timely estimate the PMT of the dual fuel engine. Experiments reveal that the proposed model produces satisfying predictions with deviations less than 10 °C.
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June 2018
Research-Article
A New Method for Online Estimation of the Piston Maximum Temperature in Diesel-Natural Gas Dual Fuel Engine
Youyao Fu,
Youyao Fu
School of Geophysics and
Measurement-Control Technology,
East China University of Technology,
Nanchang 330013, China
e-mail: fuyouyao828@126.com
Measurement-Control Technology,
East China University of Technology,
Nanchang 330013, China
e-mail: fuyouyao828@126.com
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Bing Xiao,
Bing Xiao
College of Automation Science and Engineering,
South China University of Technology,
Guangzhou 510640, China
e-mail: aubxiao@scut.edu.cn
South China University of Technology,
Guangzhou 510640, China
e-mail: aubxiao@scut.edu.cn
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Chengwei Zhang,
Chengwei Zhang
Electrical Engineering College,
Guizhou Institute of Technology,
Guiyang 550003, China
e-mail: weiwei433410@sina.com
Guizhou Institute of Technology,
Guiyang 550003, China
e-mail: weiwei433410@sina.com
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Jun Liu,
Jun Liu
School of Geophysics and
Measurement-Control Technology,
East China University of Technology,
Nanchang 330013, China
e-mail: liujun@ecit.cn
Measurement-Control Technology,
East China University of Technology,
Nanchang 330013, China
e-mail: liujun@ecit.cn
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Jiangxiong Fang
Jiangxiong Fang
School of Geophysics and
Measurement-Control Technology,
East China University of Technology,
Nanchang 330013, China
e-mail: fangchj2002@163.com
Measurement-Control Technology,
East China University of Technology,
Nanchang 330013, China
e-mail: fangchj2002@163.com
Search for other works by this author on:
Youyao Fu
School of Geophysics and
Measurement-Control Technology,
East China University of Technology,
Nanchang 330013, China
e-mail: fuyouyao828@126.com
Measurement-Control Technology,
East China University of Technology,
Nanchang 330013, China
e-mail: fuyouyao828@126.com
Bing Xiao
College of Automation Science and Engineering,
South China University of Technology,
Guangzhou 510640, China
e-mail: aubxiao@scut.edu.cn
South China University of Technology,
Guangzhou 510640, China
e-mail: aubxiao@scut.edu.cn
Chengwei Zhang
Electrical Engineering College,
Guizhou Institute of Technology,
Guiyang 550003, China
e-mail: weiwei433410@sina.com
Guizhou Institute of Technology,
Guiyang 550003, China
e-mail: weiwei433410@sina.com
Jun Liu
School of Geophysics and
Measurement-Control Technology,
East China University of Technology,
Nanchang 330013, China
e-mail: liujun@ecit.cn
Measurement-Control Technology,
East China University of Technology,
Nanchang 330013, China
e-mail: liujun@ecit.cn
Jiangxiong Fang
School of Geophysics and
Measurement-Control Technology,
East China University of Technology,
Nanchang 330013, China
e-mail: fangchj2002@163.com
Measurement-Control Technology,
East China University of Technology,
Nanchang 330013, China
e-mail: fangchj2002@163.com
1Corresponding author.
Contributed by the Combustion and Fuels Committee of ASME for publication in the JOURNAL OF ENGINEERING FOR GAS TURBINES AND POWER. Manuscript received November 5, 2015; final manuscript received November 17, 2017; published online February 27, 2018. Assoc. Editor: Jeffrey Naber.
J. Eng. Gas Turbines Power. Jun 2018, 140(6): 061507 (8 pages)
Published Online: February 27, 2018
Article history
Received:
November 5, 2015
Revised:
November 17, 2017
Citation
Fu, Y., Xiao, B., Zhang, C., Liu, J., and Fang, J. (February 27, 2018). "A New Method for Online Estimation of the Piston Maximum Temperature in Diesel-Natural Gas Dual Fuel Engine." ASME. J. Eng. Gas Turbines Power. June 2018; 140(6): 061507. https://doi.org/10.1115/1.4038836
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