A review on application of artificial neural network (ANN) for performance and emission characteristics of diesel engine fueled with biodiesel-based fuels

Anh Tuan Hoang; Sandro Nižetić; Hwai Chyuan Ong; Wiesław Tarełko; Van Viet Pham; Tri Hieu Le; Minh Quang Chau; Xuan Phuong Nguyen

doi:10.1016/j.seta.2021.101416

A review on application of artificial neural network (ANN) for performance and emission characteristics of diesel engine fueled with biodiesel-based fuels

Abstract

Biodiesel has been emerging as a potential and promising biofuel for the strategy of reducing toxic emissions and improving engine performance. Computational methods aiming to offer numerical solutions were inevitable as a study methodology which was sometimes considered the only practical method. Artificial neural networks (ANN) were data-processing systems, which were used to tackle many issues in engineering and science, especially in some fields where there was a failure of the conventional modeling approaches. Thus, it was believed that the best choice was the development of a novel approach like the ANN model to anticipate engine performance and exhaust emissions with high accuracy. In this review paper, the structure and applicability of the ANN model were comprehensively evaluated. More importantly, the use of ANN with trained, tested, and validated data was introduced to determine the performance and emission characteristics of a diesel engine fueled with biodiesel-based fuel. In general, the ANN model could supply a relatively high determination coefficient as compared between predicted results and experimental data, showing that the ANN model could have a good ability to predict the engine behaviors with an accuracy higher than 95%.

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Authors (8)

Anh Tuan Hoang
- Ho Chi Minh City University of Technology (HUTECH)
Sandro Nižetić
- University of Split
Hwai Chyuan Ong
- University of Technology Sydney
Wiesław Tarełko prof. dr hab. inż.
Van Viet Pham
- Ho Chi Minh City University of Transport
Tri Hieu Le
- Ho Chi Minh City University of Transport
Minh Quang Chau
- Industrial University of Ho Chi Minh City (IUH)
Xuan Phuong Nguyen
- Ho Chi Minh City University of Transport

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Category:: Articles
Type:: artykuły w czasopismach
Published in:: Sustainable Energy Technologies and Assessments no. 47,
ISSN: 2213-1388
Language:: English
Publication year:: 2021
Bibliographic description:: Tuan Hoang A., Nižetić S., Chyuan Ong H., Tarełko W., Viet Pham V., Hieu Le T., Quang Chau M., Phuong Nguyen X.: A review on application of artificial neural network (ANN) for performance and emission characteristics of diesel engine fueled with biodiesel-based fuels// Sustainable Energy Technologies and Assessments -Vol. 47,iss. Volume 47 (2021), s.101416-
DOI:: Digital Object Identifier (open in new tab) 10.1016/j.seta.2021.101416
Verified by:: Gdańsk University of Technology