Artificial intelligence in the field of nanofluids: A review on applications and potential future directions

被引:98
作者
Bahiraei, Mehdi [1 ]
Heshmatian, Saeed [1 ]
Moayedi, Hossein [2 ,3 ]
机构
[1] Kermanshah Univ Technol, Dept Mech Engn, Kermanshah, Iran
[2] Ton Duc Thang Univ, Dept Management Sci & Technol Dev, Ho Chi Minh City, Vietnam
[3] Ton Duc Thang Univ, Fac Civil Engn, Ho Chi Minh City, Vietnam
关键词
Nanofluids; Artificial intelligence; Neural networks; Optimization algorithms; Fuzzy logic; Genetic algorithm; WATER-BASED NANOFLUIDS; TUBE HEAT-EXCHANGER; GRAPHENE NANOPLATELETS NANOFLUID; ZN FERRITE NANOFLUID; THERMAL-CONDUCTIVITY; NEURAL-NETWORK; MULTIOBJECTIVE OPTIMIZATION; PARTICLE MIGRATION; ENTROPY GENERATION; ENERGY EFFICIENCY;
D O I
10.1016/j.powtec.2019.05.034
中图分类号
TQ [化学工业];
学科分类号
0817 ;
摘要
Artificial Intelligence (AI) algorithms are becoming beneficial as substitute methods to conventional approaches or as components of incorporated systems. They have been utilized for solving complex applied problems in different fields and are becoming more and more popular at present. AI approaches can learn from patterns; are fault tolerant in the sense that they are capable to handle noisy data; are capable to manage non-linear problems; and once learned can carry out generalization and estimation at great speed. In this survey, for the first time, a comprehensive review of the AI algorithms developed to investigate different issues related to nanofluids is conducted. The contributions presented in this paper reveal the high potential of AI methods as tools for the prediction and optimization in nanofluids. In addition, challenges and directions for future research in the area of employing AI techniques in nanofluids are introduced and discussed. (C) 2019 Elsevier B.V. All rights reserved.
引用
收藏
页码:276 / 301
页数:26
相关论文
共 50 条
[31]   Indigenous peoples and artificial intelligence: A systematic review and future directions [J].
Perera, Maneesha ;
Vidanaarachchi, Rajith ;
Chandrashekeran, Sangeetha ;
Kennedy, Melissa ;
Kennedy, Brendan ;
Halgamuge, Saman .
BIG DATA & SOCIETY, 2025, 12 (02)
[32]   A Review of Artificial Intelligence Methods in Predicting Thermophysical Properties of Nanofluids for Heat Transfer Applications [J].
Basu, Ankan ;
Saha, Aritra ;
Banerjee, Sumanta ;
Roy, Prokash C. ;
Kundu, Balaram .
ENERGIES, 2024, 17 (06)
[33]   Artificial intelligence applications in supply chain: A descriptive bibliometric analysis and future research directions [J].
Riahi, Youssra ;
Saikouk, Tarik ;
Gunasekaran, Angappa ;
Badraoui, Ismail .
EXPERT SYSTEMS WITH APPLICATIONS, 2021, 173
[34]   Artificial Intelligence in Head and Neck Cancer: Innovations, Applications, and Future Directions [J].
Pham, Tuan D. ;
Teh, Muy-Teck ;
Chatzopoulou, Domniki ;
Holmes, Simon ;
Coulthard, Paul .
CURRENT ONCOLOGY, 2024, 31 (09) :5255-5290
[35]   Artificial Intelligence Applications in Breast Imaging: Current Status and Future Directions [J].
Taylor, Clayton R. ;
Monga, Natasha ;
Johnson, Candise ;
Hawley, Jeffrey R. ;
Patel, Mitva .
DIAGNOSTICS, 2023, 13 (12)
[36]   Artificial intelligence in ischemic stroke images: current applications and future directions [J].
Liu, Ying ;
Wen, Zhongjian ;
Wang, Yiren ;
Zhong, Yuxin ;
Wang, Jianxiong ;
Hu, Yiheng ;
Zhou, Ping ;
Guo, Shengmin .
FRONTIERS IN NEUROLOGY, 2024, 15
[37]   Artificial Intelligence in the Oil and Gas Industry: Applications, Challenges, and Future Directions [J].
Povoas, Marcelo dos Santos ;
Moreira, Jessica Freire ;
Neto, Severino Virginio Martins ;
Carvalho, Carlos Antonio da Silva ;
Cezario, Bruno Santos ;
Guedes, Andre Luis Azevedo ;
Lima, Gilson Brito Alves .
APPLIED SCIENCES-BASEL, 2025, 15 (14)
[38]   The advance of artificial intelligence in outpatient urology: current applications and future directions [J].
Hershenhouse, Jacob S. ;
Gill, Karanvir S. ;
Nabhani, Jamal .
CURRENT OPINION IN UROLOGY, 2025, 35 (03) :214-218
[39]   Applications, challenges and future directions of artificial intelligence in cardio-oncology [J].
Ravera, Francesco ;
Gilardi, Nicolo ;
Ballestrero, Alberto ;
Zoppoli, Gabriele .
EUROPEAN JOURNAL OF CLINICAL INVESTIGATION, 2025, 55
[40]   Artificial Intelligence in Orthopedic Surgery: Current Applications, Challenges, and Future Directions [J].
Han, Fei ;
Huang, Xiao ;
Wang, Xin ;
Chen, Yong-feng ;
Lu, Chuang ;
Li, Shasha ;
Lu, Lu ;
Zhang, Da-Wei .
MEDCOMM, 2025, 6 (07)