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...
| Main Authors: | , , , , |
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| Format: | Conference or Workshop Item |
| Language: | English |
| Published: |
IOP Publishing
2015
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| Subjects: | |
| Online Access: | http://umpir.ump.edu.my/id/eprint/10930/6/Application%20of%20artificial%20neural%20network%20for%20prediction%20of%20marine%20diesel%20engine%20performance-fkm-2015.pdf |
| _version_ | 1796990890059759616 |
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| 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 |
| collection | UMP |
| 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. |
| first_indexed | 2024-03-06T11:58:14Z |
| format | Conference or Workshop Item |
| id | UMPir10930 |
| institution | Universiti Malaysia Pahang |
| language | English |
| last_indexed | 2024-03-06T11:58:14Z |
| publishDate | 2015 |
| publisher | IOP Publishing |
| record_format | dspace |
| spelling | UMPir109302018-07-13T07:10:09Z 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 |
| 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 |
| title | 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_short | 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 |
| topic | TJ Mechanical engineering and machinery |
| url | http://umpir.ump.edu.my/id/eprint/10930/6/Application%20of%20artificial%20neural%20network%20for%20prediction%20of%20marine%20diesel%20engine%20performance-fkm-2015.pdf |
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