Application of Artificial Neural Network for Prediction of Marine Diesel Engine Performance

Application of Artificial Neural Network for Prediction of Marine Diesel Engine Performance

This study deals with an artificial neural network (AIIN) modelling of a marine diesel engine to predict the brake power, output torque, brake specific fuel consumption, brake &ermal effrciency and volumetric efficiency. The input data for network training was gathered from engine laboratory te...

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Bibliographic Details
Main Authors: C. W., Mohd Noor, R., Mamat, G., Najafi, W. B., Wan Nik, M., Fadhil
Format: Conference or Workshop Item
Language:English
Published: IOP Publishing 2015
Subjects:
TJ Mechanical engineering and machinery
Online Access:http://umpir.ump.edu.my/id/eprint/10930/
http://umpir.ump.edu.my/id/eprint/10930/
http://umpir.ump.edu.my/id/eprint/10930/6/Application%20of%20artificial%20neural%20network%20for%20prediction%20of%20marine%20diesel%20engine%20performance-fkm-2015.pdf
id ump-10930
recordtype eprints
spelling ump-109302018-07-13T07:10:09Z http://umpir.ump.edu.my/id/eprint/10930/ Application of Artificial Neural Network for Prediction of Marine Diesel Engine Performance C. W., Mohd Noor R., Mamat G., Najafi W. B., Wan Nik M., Fadhil TJ Mechanical engineering and machinery This study deals with an artificial neural network (AIIN) modelling of a marine diesel engine to predict the brake power, output torque, brake specific fuel consumption, brake &ermal effrciency and volumetric efficiency. The input data for network training was gathered from engine laboratory testing running at various engine speed. The prediction model was developed based on standard back-propagation Levenberg-Marquardt training algorithm. The performance of the model was validated by comparing the prediction data sets with the measured experiment data. Results showed that the ANN model provided good agreement with the experimental data with high accuracy. IOP Publishing 2015 Conference or Workshop Item PeerReviewed pdf en cc_by http://umpir.ump.edu.my/id/eprint/10930/6/Application%20of%20artificial%20neural%20network%20for%20prediction%20of%20marine%20diesel%20engine%20performance-fkm-2015.pdf C. W., Mohd Noor and R., Mamat and G., Najafi and W. B., Wan Nik and M., Fadhil (2015) Application of Artificial Neural Network for Prediction of Marine Diesel Engine Performance. In: IOP Conference Series: Materials Science and Engineering, 3rd International Conference On Mechanical Engineering Research (ICMER2015), 18-19 August 2015 , Kuantan, Pahang. pp. 1-10., 100 (012023). ISSN 1757-8981 (Print); 1757-899X (Online) http://dx.doi.org/0.1088/1757-899X/100/1/012023
repository_type Digital Repository
institution_category Local University
institution Universiti Malaysia Pahang
building UMP Institutional Repository
collection Online Access
language English
topic TJ Mechanical engineering and machinery
spellingShingle TJ Mechanical engineering and machinery
C. W., Mohd Noor
R., Mamat
G., Najafi
W. B., Wan Nik
M., Fadhil
Application of Artificial Neural Network for Prediction of Marine Diesel Engine Performance
description This study deals with an artificial neural network (AIIN) modelling of a marine diesel engine to predict the brake power, output torque, brake specific fuel consumption, brake &ermal effrciency and volumetric efficiency. The input data for network training was gathered from engine laboratory testing running at various engine speed. The prediction model was developed based on standard back-propagation Levenberg-Marquardt training algorithm. The performance of the model was validated by comparing the prediction data sets with the measured experiment data. Results showed that the ANN model provided good agreement with the experimental data with high accuracy.
format Conference or Workshop Item
author C. W., Mohd Noor
R., Mamat
G., Najafi
W. B., Wan Nik
M., Fadhil
author_facet C. W., Mohd Noor
R., Mamat
G., Najafi
W. B., Wan Nik
M., Fadhil
author_sort C. W., Mohd Noor
title Application of Artificial Neural Network for Prediction of Marine Diesel Engine Performance
title_short Application of Artificial Neural Network for Prediction of Marine Diesel Engine Performance
title_full Application of Artificial Neural Network for Prediction of Marine Diesel Engine Performance
title_fullStr Application of Artificial Neural Network for Prediction of Marine Diesel Engine Performance
title_full_unstemmed Application of Artificial Neural Network for Prediction of Marine Diesel Engine Performance
title_sort application of artificial neural network for prediction of marine diesel engine performance
publisher IOP Publishing
publishDate 2015
url http://umpir.ump.edu.my/id/eprint/10930/
http://umpir.ump.edu.my/id/eprint/10930/
http://umpir.ump.edu.my/id/eprint/10930/6/Application%20of%20artificial%20neural%20network%20for%20prediction%20of%20marine%20diesel%20engine%20performance-fkm-2015.pdf
first_indexed 2023-09-18T22:11:07Z
last_indexed 2023-09-18T22:11:07Z
_version_ 1777415033534283776

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