Computer Vision and Machine Learning Methods for Heat Transfer and Fluid Flow in Complex Structural Microchannels: A Review
Heat dissipation in high-heat flux micro-devices has become a pressing issue. One of the most effective methods for removing the high heat load of micro-devices is boiling heat transfer in microchannels. A novel approach to flow pattern and heat transfer recognition in microchannels is provided by t...
| Main Authors: | , , , , , , |
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| Format: | Article |
| Language: | English |
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MDPI AG
2023-02-01
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| Series: | Energies |
| Subjects: | |
| Online Access: | https://www.mdpi.com/1996-1073/16/3/1500 |
| _version_ | 1797624602562658304 |
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| author | Bin Yang Xin Zhu Boan Wei Minzhang Liu Yifan Li Zhihan Lv Faming Wang |
| author_facet | Bin Yang Xin Zhu Boan Wei Minzhang Liu Yifan Li Zhihan Lv Faming Wang |
| author_sort | Bin Yang |
| collection | DOAJ |
| description | Heat dissipation in high-heat flux micro-devices has become a pressing issue. One of the most effective methods for removing the high heat load of micro-devices is boiling heat transfer in microchannels. A novel approach to flow pattern and heat transfer recognition in microchannels is provided by the combination of image and machine learning techniques. The support vector machine method in texture characteristics successfully recognizes flow patterns. To determine the bubble dynamics behavior and flow pattern in the micro-device, image features are combined with machine learning algorithms and applied in the recognition of boiling flow patterns. As a result, the relationship between flow pattern evolution and boiling heat transfer is established, and the mechanism of boiling heat transfer is revealed. |
| first_indexed | 2024-03-11T09:44:50Z |
| format | Article |
| id | doaj.art-46e447910c4c40269078493fe385be4d |
| institution | Directory Open Access Journal |
| issn | 1996-1073 |
| language | English |
| last_indexed | 2024-03-11T09:44:50Z |
| publishDate | 2023-02-01 |
| publisher | MDPI AG |
| record_format | Article |
| series | Energies |
| spelling | doaj.art-46e447910c4c40269078493fe385be4d2023-11-16T16:38:23ZengMDPI AGEnergies1996-10732023-02-01163150010.3390/en16031500Computer Vision and Machine Learning Methods for Heat Transfer and Fluid Flow in Complex Structural Microchannels: A ReviewBin Yang0Xin Zhu1Boan Wei2Minzhang Liu3Yifan Li4Zhihan Lv5Faming Wang6School of Energy and Safety Engineering, Tianjin Chengjian University, Tianjin 300384, ChinaSchool of Energy and Safety Engineering, Tianjin Chengjian University, Tianjin 300384, ChinaSchool of Energy and Safety Engineering, Tianjin Chengjian University, Tianjin 300384, ChinaSchool of Energy and Safety Engineering, Tianjin Chengjian University, Tianjin 300384, ChinaSchool of Energy and Safety Engineering, Tianjin Chengjian University, Tianjin 300384, ChinaCollege of Art, Uppsala University, s-75105 Uppsala, SwedenDepartment of Biosystems, Katholieke Universiteit Leuven, BE-3001 Leuven, BelgiumHeat dissipation in high-heat flux micro-devices has become a pressing issue. One of the most effective methods for removing the high heat load of micro-devices is boiling heat transfer in microchannels. A novel approach to flow pattern and heat transfer recognition in microchannels is provided by the combination of image and machine learning techniques. The support vector machine method in texture characteristics successfully recognizes flow patterns. To determine the bubble dynamics behavior and flow pattern in the micro-device, image features are combined with machine learning algorithms and applied in the recognition of boiling flow patterns. As a result, the relationship between flow pattern evolution and boiling heat transfer is established, and the mechanism of boiling heat transfer is revealed.https://www.mdpi.com/1996-1073/16/3/1500computer visionmachine learningheat transferfluid flowcomplex structural microchannels |
| spellingShingle | Bin Yang Xin Zhu Boan Wei Minzhang Liu Yifan Li Zhihan Lv Faming Wang Computer Vision and Machine Learning Methods for Heat Transfer and Fluid Flow in Complex Structural Microchannels: A Review Energies computer vision machine learning heat transfer fluid flow complex structural microchannels |
| title | Computer Vision and Machine Learning Methods for Heat Transfer and Fluid Flow in Complex Structural Microchannels: A Review |
| title_full | Computer Vision and Machine Learning Methods for Heat Transfer and Fluid Flow in Complex Structural Microchannels: A Review |
| title_fullStr | Computer Vision and Machine Learning Methods for Heat Transfer and Fluid Flow in Complex Structural Microchannels: A Review |
| title_full_unstemmed | Computer Vision and Machine Learning Methods for Heat Transfer and Fluid Flow in Complex Structural Microchannels: A Review |
| title_short | Computer Vision and Machine Learning Methods for Heat Transfer and Fluid Flow in Complex Structural Microchannels: A Review |
| title_sort | computer vision and machine learning methods for heat transfer and fluid flow in complex structural microchannels a review |
| topic | computer vision machine learning heat transfer fluid flow complex structural microchannels |
| url | https://www.mdpi.com/1996-1073/16/3/1500 |
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