Prediction Model by Adaptive Neuro-Fuzzy Inference System of R600A Vapour Compression Refrigeration System Using Al2O3/TiO2 Composite Nanolubricants

IF 1.4 4区 化学 Q4 PHYSICS, ATOMIC, MOLECULAR & CHEMICAL
A. Imthiyas, B. Musthafa, K. Ashish, M. Gobind
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引用次数: 0

Abstract

This study investigates the enhancement of a vapour compression refrigeration system using Al2O3/TiO2 composite nanolubricants with R600a refrigerant. The main objective is the experiments were performed by varying the nanolubricants concentrations and to find out the optimal concentration. Al2O3/TiO2 blended nano lubricants were used to produce a greater cooling effect of 200 W along with a 30% increase by employing the ANFIS approach, which is superior to results from experiments. The approach of ANFIS was used to obtain the minimum energy utilization of 95 W. The results indicates that, the improved COP of 3.2 with a 28% higher than standard refrigerant. In comparison to experimental results, the usage of Al2O3/TiO2 composite Nano lubricants resulted in an increase of COP at an optimal level, cooling effect, and a 25% reduction in compressor work to decrease energy consumption when utilizing the ANFIS prediction technique. By dispersing 0.4 g/L in R600a leads in better results in comparison with the system without nano lubricants and other nano lubricants concentrations.

Abstract Image

Abstract Image

基于自适应神经模糊推理系统的R600A Al2O3/TiO2复合纳米润滑剂蒸汽压缩制冷系统预测模型
本研究研究了Al2O3/TiO2复合纳米润滑剂与R600a制冷剂对蒸汽压缩制冷系统的增强作用。主要目的是通过改变纳米润滑剂的浓度来进行实验,并找出最佳浓度。采用ANFIS方法,Al2O3/TiO2混合纳米润滑油的冷却效果达到200 W,冷却效果提高30%,优于实验结果。采用ANFIS方法,得到最小能量利用率为95 W。结果表明,改进后的COP为3.2,比标准制冷剂提高28%。与实验结果相比,使用Al2O3/TiO2复合纳米润滑油可以将COP提高到最佳水平,达到冷却效果,并且在使用ANFIS预测技术时,压缩机的工作量减少了25%,从而降低了能耗。通过在R600a中分散0.4 g/L,与不添加纳米润滑剂和其他纳米润滑剂浓度的系统相比,效果更好。
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来源期刊
Russian Journal of Physical Chemistry B
Russian Journal of Physical Chemistry B 化学-物理:原子、分子和化学物理
CiteScore
2.20
自引率
71.40%
发文量
106
审稿时长
4-8 weeks
期刊介绍: Russian Journal of Physical Chemistry B: Focus on Physics is a journal that publishes studies in the following areas: elementary physical and chemical processes; structure of chemical compounds, reactivity, effect of external field and environment on chemical transformations; molecular dynamics and molecular organization; dynamics and kinetics of photoand radiation-induced processes; mechanism of chemical reactions in gas and condensed phases and at interfaces; chain and thermal processes of ignition, combustion and detonation in gases, two-phase and condensed systems; shock waves; new physical methods of examining chemical reactions; and biological processes in chemical physics.
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