Artificial Neural Network Optimization Modeling On Engine Performance Of Diesel Engine Using Biodiesel Fuel

Artificial Neural Network Optimization Modeling On Engine Performance Of Diesel Engine Using Biodiesel Fuel

This paper presents a study of engine performance using a mixture of palm oil methyl ester blends with diesel oil as biodiesel in a diesel engine, and optimizes the engine performance using artificial neural network (ANN) modeling. To acquire data for training and testing of the proposed ANN, a fou...

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Main Authors: M. M., Rahman, D., Ramasamy, K., Kadirgama, M. R., Shukri
Format: Article
Language:English
Published: Universiti Malaysia Pahang 2015
Subjects:
TJ Mechanical engineering and machinery
Online Access:http://umpir.ump.edu.my/id/eprint/9908/
http://umpir.ump.edu.my/id/eprint/9908/
http://umpir.ump.edu.my/id/eprint/9908/
http://umpir.ump.edu.my/id/eprint/9908/1/Artificial%20Neural%20Network%20Optimization%20Modeling%20On%20Engine%20Performance%20Of%20Diesel%20Engine%20Using%20Biodiesel%20Fuel.pdf
id ump-9908
recordtype eprints
spelling ump-99082018-01-25T01:38:30Z http://umpir.ump.edu.my/id/eprint/9908/ Artificial Neural Network Optimization Modeling On Engine Performance Of Diesel Engine Using Biodiesel Fuel M. M., Rahman D., Ramasamy K., Kadirgama M. R., Shukri TJ Mechanical engineering and machinery This paper presents a study of engine performance using a mixture of palm oil methyl ester blends with diesel oil as biodiesel in a diesel engine, and optimizes the engine performance using artificial neural network (ANN) modeling. To acquire data for training and testing of the proposed ANN, a four-cylinder, four-stroke diesel engine was fuelled with different palm oil methyl ester blends as biodiesel, operated at different engine loads. The properties of biodiesel produced from waste vegetable oil were measured based on ASTM standards. The experimental results revealed that blends of palm oil methyl ester with diesel fuel provided better engine performance. An ANN model was developed based on the Levenberg-Marquardt algorithm for the engine. Logistic activation was used for mapping between the input and output parameters. It was observed that the ANN model could predict the engine performance quite well with correlation coefficients (R) of 0.996684, 0.999, 0.98964 and 0.998923 for the incylinder pressure, heat release, thermal efficiency, and volume, respectively. The predicted MSE (mean square error) error was between the desired outputs, as the measured and simulated values were obtained as 0.0001 by the model. Long-term effects on engine performance when running on biodiesel fuel can be further studied and improved. Universiti Malaysia Pahang 2015 Article PeerReviewed application/pdf en cc_by http://umpir.ump.edu.my/id/eprint/9908/1/Artificial%20Neural%20Network%20Optimization%20Modeling%20On%20Engine%20Performance%20Of%20Diesel%20Engine%20Using%20Biodiesel%20Fuel.pdf M. M., Rahman and D., Ramasamy and K., Kadirgama and M. R., Shukri (2015) Artificial Neural Network Optimization Modeling On Engine Performance Of Diesel Engine Using Biodiesel Fuel. International Journal of Automotive and Mechanical Engineering (IJAME), 11. pp. 2332-2347. ISSN 1985-9325(Print); 2180-1606 (Online) http://ijame.ump.edu.my/images/Volume_11%20June%202015/15_Shukri%20et%20al.pdf DOI: 10.15282/ijame.11.2015.15.0196
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
M. M., Rahman
D., Ramasamy
K., Kadirgama
M. R., Shukri
Artificial Neural Network Optimization Modeling On Engine Performance Of Diesel Engine Using Biodiesel Fuel
description This paper presents a study of engine performance using a mixture of palm oil methyl ester blends with diesel oil as biodiesel in a diesel engine, and optimizes the engine performance using artificial neural network (ANN) modeling. To acquire data for training and testing of the proposed ANN, a four-cylinder, four-stroke diesel engine was fuelled with different palm oil methyl ester blends as biodiesel, operated at different engine loads. The properties of biodiesel produced from waste vegetable oil were measured based on ASTM standards. The experimental results revealed that blends of palm oil methyl ester with diesel fuel provided better engine performance. An ANN model was developed based on the Levenberg-Marquardt algorithm for the engine. Logistic activation was used for mapping between the input and output parameters. It was observed that the ANN model could predict the engine performance quite well with correlation coefficients (R) of 0.996684, 0.999, 0.98964 and 0.998923 for the incylinder pressure, heat release, thermal efficiency, and volume, respectively. The predicted MSE (mean square error) error was between the desired outputs, as the measured and simulated values were obtained as 0.0001 by the model. Long-term effects on engine performance when running on biodiesel fuel can be further studied and improved.
format Article
author M. M., Rahman
D., Ramasamy
K., Kadirgama
M. R., Shukri
author_facet M. M., Rahman
D., Ramasamy
K., Kadirgama
M. R., Shukri
author_sort M. M., Rahman
title Artificial Neural Network Optimization Modeling On Engine Performance Of Diesel Engine Using Biodiesel Fuel
title_short Artificial Neural Network Optimization Modeling On Engine Performance Of Diesel Engine Using Biodiesel Fuel
title_full Artificial Neural Network Optimization Modeling On Engine Performance Of Diesel Engine Using Biodiesel Fuel
title_fullStr Artificial Neural Network Optimization Modeling On Engine Performance Of Diesel Engine Using Biodiesel Fuel
title_full_unstemmed Artificial Neural Network Optimization Modeling On Engine Performance Of Diesel Engine Using Biodiesel Fuel
title_sort artificial neural network optimization modeling on engine performance of diesel engine using biodiesel fuel
publisher Universiti Malaysia Pahang
publishDate 2015
url http://umpir.ump.edu.my/id/eprint/9908/
http://umpir.ump.edu.my/id/eprint/9908/
http://umpir.ump.edu.my/id/eprint/9908/
http://umpir.ump.edu.my/id/eprint/9908/1/Artificial%20Neural%20Network%20Optimization%20Modeling%20On%20Engine%20Performance%20Of%20Diesel%20Engine%20Using%20Biodiesel%20Fuel.pdf
first_indexed 2023-09-18T22:08:58Z
last_indexed 2023-09-18T22:08:58Z
_version_ 1777414898585698304

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