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
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