Electrical conductivity and pH modelling of magnesium oxide-ethylene glycol nanofluids

被引:3
|
作者
Mehrabi, Mehdi [1 ]
Sharifpur, Mohsen [1 ]
Meyer, Josua P. [1 ]
机构
[1] Univ Pretoria, Dept Mech & Aeronaut Engn, ZA-0002 Pretoria, South Africa
关键词
Nanofluids; pH; electrical conductivity; GA-PNN; ANFIS; MgO; ethylene glycol; FUZZY INFERENCE SYSTEM; THERMAL-CONDUCTIVITY; EFFECTIVE VISCOSITY; DIMENSIONAL ANALYSIS; ANFIS;
D O I
10.1007/s12034-019-1808-2
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Nanofluids as new composite fluids have found their place as one of the attractive research areas. In recent years, research has increased on using nanofluids as alternative heat transfer fluids to improve the efficiency of thermal systems without increasing their size. Therefore, the examination and approval of different novel modelling techniques on nanofluid properties have made progress in this area. Stability of the nanofluids is still an important concern. Research studies on nanofluids have indicated that electrical conductivity and pH are two important properties that have key roles in the stability of the nanofluid. In the present work, three different sizes of magnesium oxide (MgO) nanoparticles of 20, 40 and 100 nm at different volume fractions up to 3% of the base fluid of ethylene glycol (EG) were studied for pH and electrical conductivity modelling. The temperature of the nanofluids was between 20 and 70 degrees C for modelling. A genetic algorithm polynomial neural network hybrid system and an adaptive neuro-fuzzy inference system approach have been utilized to predict the pH and the electrical conductivity of MgO-EG nanofluids based on an experimental data set.
引用
收藏
页数:8
相关论文
共 50 条
  • [41] Experimental studies on viscosity, thermal and electrical conductivity of aluminum nitride-ethylene glycol (AlN-EG) nanofluids
    Zyla, Gawel
    Fal, Jacek
    THERMOCHIMICA ACTA, 2016, 637 : 11 - 16
  • [42] Thermal conductivity and viscosity of Mg(OH)2-ethylene glycol nanofluids
    Hemmat Esfe, Mohammad
    Saedodin, Seyfolah
    Asadi, Amin
    Karimipour, Arash
    JOURNAL OF THERMAL ANALYSIS AND CALORIMETRY, 2015, 120 (02) : 1145 - 1149
  • [43] Effect of prolonged ultrasonication on the thermal conductivity of ZnO-ethylene glycol nanofluids
    Kole, Madhusree
    Dey, T. K.
    THERMOCHIMICA ACTA, 2012, 535 : 58 - 65
  • [44] Stability and enhanced thermal conductivity of ethylene glycol-based SiC nanofluids
    Li, Xiaoke
    Zou, Changjun
    Lei, Xinyu
    Li, Wenliang
    INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER, 2015, 89 : 613 - 619
  • [45] Thermal conductivity and viscosity of deionised water and ethylene glycol-based nanofluids
    Abdullah, A.
    Mohamad, I. S.
    Hashim, A. Y. Bani
    Abdullah, N.
    Wei, P. B.
    Isa, M. H. Md.
    Abidin, S. Zainal
    JOURNAL OF MECHANICAL ENGINEERING AND SCIENCES, 2016, 10 (03) : 2249 - 2261
  • [46] Experimental investigation of thermal conductivity and viscosity of ethylene glycol based ZnO nanofluids
    Li, Haoran
    Wang, Li
    He, Yurong
    Hu, Yanwei
    Zhu, Jiaqi
    Jiang, Baocheng
    APPLIED THERMAL ENGINEERING, 2015, 88 : 363 - 368
  • [47] Investigation of Thermal Conductivity and Viscosity of Carbon Nanotubes-Ethylene Glycol Nanofluids
    Singh, Narendra
    Chand, Gaurav
    Kanagaraj, S.
    HEAT TRANSFER ENGINEERING, 2012, 33 (09) : 821 - 827
  • [48] Rheological properties of the nanofluids of tungsten oxide nanoparticles in ethylene glycol and glycerol
    Karimi-Nazarabad, Mahdi
    Goharshadi, Elaheh K.
    Entezari, Mohammad H.
    Nancarrow, Paul
    MICROFLUIDICS AND NANOFLUIDICS, 2015, 19 (05) : 1191 - 1202
  • [49] Rheological properties of the nanofluids of tungsten oxide nanoparticles in ethylene glycol and glycerol
    Mahdi Karimi-Nazarabad
    Elaheh K. Goharshadi
    Mohammad H. Entezari
    Paul Nancarrow
    Microfluidics and Nanofluidics, 2015, 19 : 1191 - 1202
  • [50] Study of rheological properties of nanofluids based on ethylene glycol and graphene oxide
    da Silva, Marielle Mara
    Santos Lemos, Bruno Rocha
    Viana, Marcelo Machado
    MATERIA-RIO DE JANEIRO, 2021, 26 (02):