![](/images/graphics-bg.png)
Diesel engine model based on neural networks topology
Joint Authors
Abd al-Amir, Haydar Sabah
Abd Allah, Muthanna L.
Source
Thi-Qar University Journal for Engineering Sciences
Issue
Vol. 6, Issue 1 (30 Jun. 2015), pp.50-65, 16 p.
Publisher
University of Thi-Qar College of Engineering
Publication Date
2015-06-30
Country of Publication
Iraq
No. of Pages
16
Main Subjects
Engineering & Technology Sciences (Multidisciplinary)
Abstract EN
In this paper, neural networks engine model is presented, which represents a Diesel engine under a wide range of operating conditions.
Experimental data obtained from 57 tests on Diesel engine under different loading conditions and at three ambient temperatures of (20, 30 and 50 oC) were used to develop a neural network model.
The input data cover applied torque, fuel mass flow rate, and ambient temperature, and the output data cover engine speed, indicated power, air box differential pressure, and indicated mean effective pressure.
The feed-forward neural network is used to build engine model and back-propagation training algorithm with two hidden layers is adopted due to its accuracy of prediction.
The results show that the simulation data from the model and the measured data of the engine tests are in good agreement.
The possibility of using the presented engine model with controller is tested using PID controller.
The value of fuel mass flow rate is used as controller input and speed engine as output of the system when the applied torque is changing
American Psychological Association (APA)
Abd al-Amir, Haydar Sabah& Abd Allah, Muthanna L.. 2015. Diesel engine model based on neural networks topology. Thi-Qar University Journal for Engineering Sciences،Vol. 6, no. 1, pp.50-65.
https://search.emarefa.net/detail/BIM-757997
Modern Language Association (MLA)
Abd al-Amir, Haydar Sabah& Abd Allah, Muthanna L.. Diesel engine model based on neural networks topology. Thi-Qar University Journal for Engineering Sciences Vol. 6, no. 1 (Jun. 2015), pp.50-65.
https://search.emarefa.net/detail/BIM-757997
American Medical Association (AMA)
Abd al-Amir, Haydar Sabah& Abd Allah, Muthanna L.. Diesel engine model based on neural networks topology. Thi-Qar University Journal for Engineering Sciences. 2015. Vol. 6, no. 1, pp.50-65.
https://search.emarefa.net/detail/BIM-757997
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references : p. 64-65
Record ID
BIM-757997