Applications of artificial neural networks in engine cooling system
Artificial neural network (ANN) is a powerful method for nonlinear regression, classification, object detection, and clustering and is widely used in thermal analysis of the cooling system. Cooling system is an invaluable part of removing waste heat from an internal combustion engine. A few decades...
| Main Authors: | , , , , |
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| Format: | Conference or Workshop Item |
| Language: | English English |
| Published: |
IEEE
2021
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| Subjects: | |
| Online Access: | http://umpir.ump.edu.my/id/eprint/33645/ http://umpir.ump.edu.my/id/eprint/33645/1/Applications%20of%20artificial%20neural%20networks%20in%20engine_FULL.pdf http://umpir.ump.edu.my/id/eprint/33645/2/Applications%20of%20artificial%20neural%20networks%20in%20engine.pdf |
| _version_ | 1848824307928530944 |
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| author | Hasan, Md Munirul Islam, M. S. S., A. Bakar M. M., Rahman Kabir, M. N. |
| author_facet | Hasan, Md Munirul Islam, M. S. S., A. Bakar M. M., Rahman Kabir, M. N. |
| author_sort | Hasan, Md Munirul |
| building | UMP Institutional Repository |
| collection | Online Access |
| description | Artificial neural network (ANN) is a powerful method for nonlinear regression, classification, object detection, and clustering and is widely used in thermal analysis of the cooling system. Cooling system is an invaluable part of removing waste heat from an internal combustion engine. A few decades ago, the engine cooling system became more advanced for developing a higher-performance engine. To enhance the engine cooling system, ANN is a promising method. In this context, this paper presents a brief survey, which reviews the ANN-based engine cooling system. For this purpose, we describe the different types of ANNs which are pertinent to engine cooling systems. Different evaluation metrics which are used to evaluate the performance of ANN in engine cooling systems, as well as the activation functions and modelling of ANN, are also introduced in this paper. Furthermore, the basics of engine cooling systems and different applications of ANN in cooling systems are described briefly. Finally, some limitations of ANN and future research scope are also presented here. |
| first_indexed | 2025-11-15T03:10:57Z |
| format | Conference or Workshop Item |
| id | ump-33645 |
| institution | Universiti Malaysia Pahang |
| institution_category | Local University |
| language | English English |
| last_indexed | 2025-11-15T03:10:57Z |
| publishDate | 2021 |
| publisher | IEEE |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | ump-336452022-07-21T05:35:34Z http://umpir.ump.edu.my/id/eprint/33645/ Applications of artificial neural networks in engine cooling system Hasan, Md Munirul Islam, M. S. S., A. Bakar M. M., Rahman Kabir, M. N. QA76 Computer software TJ Mechanical engineering and machinery Artificial neural network (ANN) is a powerful method for nonlinear regression, classification, object detection, and clustering and is widely used in thermal analysis of the cooling system. Cooling system is an invaluable part of removing waste heat from an internal combustion engine. A few decades ago, the engine cooling system became more advanced for developing a higher-performance engine. To enhance the engine cooling system, ANN is a promising method. In this context, this paper presents a brief survey, which reviews the ANN-based engine cooling system. For this purpose, we describe the different types of ANNs which are pertinent to engine cooling systems. Different evaluation metrics which are used to evaluate the performance of ANN in engine cooling systems, as well as the activation functions and modelling of ANN, are also introduced in this paper. Furthermore, the basics of engine cooling systems and different applications of ANN in cooling systems are described briefly. Finally, some limitations of ANN and future research scope are also presented here. IEEE 2021-08 Conference or Workshop Item PeerReviewed pdf en http://umpir.ump.edu.my/id/eprint/33645/1/Applications%20of%20artificial%20neural%20networks%20in%20engine_FULL.pdf pdf en http://umpir.ump.edu.my/id/eprint/33645/2/Applications%20of%20artificial%20neural%20networks%20in%20engine.pdf Hasan, Md Munirul and Islam, M. S. and S., A. Bakar and M. M., Rahman and Kabir, M. N. (2021) Applications of artificial neural networks in engine cooling system. In: 7th International Conference on Software Engineering and Computer Systems and 4th International Conference on Computational Science and Information Management, ICSECS-ICOCSIM 2021 , 24-26 Aug. 2021 , Pekan, Malaysia. 471 -476.. (Published) https://doi.org/10.1109/ICSECS52883.2021.00092 |
| spellingShingle | QA76 Computer software TJ Mechanical engineering and machinery Hasan, Md Munirul Islam, M. S. S., A. Bakar M. M., Rahman Kabir, M. N. Applications of artificial neural networks in engine cooling system |
| title | Applications of artificial neural networks in engine cooling system |
| title_full | Applications of artificial neural networks in engine cooling system |
| title_fullStr | Applications of artificial neural networks in engine cooling system |
| title_full_unstemmed | Applications of artificial neural networks in engine cooling system |
| title_short | Applications of artificial neural networks in engine cooling system |
| title_sort | applications of artificial neural networks in engine cooling system |
| topic | QA76 Computer software TJ Mechanical engineering and machinery |
| url | http://umpir.ump.edu.my/id/eprint/33645/ http://umpir.ump.edu.my/id/eprint/33645/ http://umpir.ump.edu.my/id/eprint/33645/1/Applications%20of%20artificial%20neural%20networks%20in%20engine_FULL.pdf http://umpir.ump.edu.my/id/eprint/33645/2/Applications%20of%20artificial%20neural%20networks%20in%20engine.pdf |