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

被引:93
|
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
  • [1] Unlocking the potential: A review of artificial intelligence applications in wind energy
    Dorterler, Safa
    Arslan, Seyfullah
    Ozdemir, Durmus
    EXPERT SYSTEMS, 2024, 41 (12)
  • [2] Artificial Intelligence in Audiology: A Scoping Review of Current Applications and Future Directions
    Frosolini, Andrea
    Franz, Leonardo
    Caragli, Valeria
    Genovese, Elisabetta
    de Filippis, Cosimo
    Marioni, Gino
    SENSORS, 2024, 24 (22)
  • [3] Leveraging Artificial Intelligence in Project Management: A Systematic Review of Applications, Challenges, and Future Directions
    Adamantiadou, Dorothea S.
    Tsironis, Loukas
    COMPUTERS, 2025, 14 (02)
  • [4] Artificial intelligence in agricultural value chain: review and future directions
    Ganeshkumar, C.
    Jena, Sanjay Kumar
    Sivakumar, A.
    Nambirajan, T.
    JOURNAL OF AGRIBUSINESS IN DEVELOPING AND EMERGING ECONOMIES, 2023, 13 (03) : 379 - 398
  • [5] Artificial Intelligence in Smart Cities-Applications, Barriers, and Future Directions: A Review
    Wolniak, Radoslaw
    Stecula, Kinga
    SMART CITIES, 2024, 7 (03): : 1346 - 1389
  • [6] Review of pool boiling improvement with additives and nanofluids utilizing artificial intelligence
    Wang, Zheng
    Sun, Xin
    Baghoolizadeh, Mohammadreza
    Esmaeili, S.
    Alkhalifah, Tamim
    Marzouki, Riadh
    INTERNATIONAL COMMUNICATIONS IN HEAT AND MASS TRANSFER, 2025, 162
  • [7] Artificial Intelligence in Endodontics: Current Applications and Future Directions
    Aminoshariae, Anita
    Kulild, Jim
    Nagendrababu, Venkateshbabu
    JOURNAL OF ENDODONTICS, 2021, 47 (09) : 1352 - 1357
  • [8] Artificial Intelligence in Scoliosis: Current Applications and Future Directions
    Zhang, Haozhi
    Huang, Changfa
    Wang, Daoyun
    Li, Kuan
    Han, Xiao
    Chen, Xin
    Li, Zheng
    Kabir, Kouroush
    JOURNAL OF CLINICAL MEDICINE, 2023, 12 (23)
  • [9] Artificial intelligence in endoscopy: Overview, applications, and future directions
    Arif, Arif A.
    Jiang, Shirley X.
    Byrne, Michael F.
    SAUDI JOURNAL OF GASTROENTEROLOGY, 2023, 29 (05) : 269 - 277
  • [10] Applications of Artificial Intelligence in Myopia: Current and Future Directions
    Zhang, Chenchen
    Zhao, Jing
    Zhu, Zhe
    Li, Yanxia
    Li, Ke
    Wang, Yuanping
    Zheng, Yajuan
    FRONTIERS IN MEDICINE, 2022, 9