{"title":"Prediction Model by Adaptive Neuro-Fuzzy Inference System of R600A Vapour Compression Refrigeration System Using Al2O3/TiO2 Composite Nanolubricants","authors":"A. Imthiyas, B. Musthafa, K. Ashish, M. Gobind","doi":"10.1134/S1990793125700617","DOIUrl":null,"url":null,"abstract":"<p>This study investigates the enhancement of a vapour compression refrigeration system using Al<sub>2</sub>O<sub>3</sub>/TiO<sub>2</sub> 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. Al<sub>2</sub>O<sub>3</sub>/TiO<sub>2</sub> 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 Al<sub>2</sub>O<sub>3</sub>/TiO<sub>2</sub> 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.</p>","PeriodicalId":768,"journal":{"name":"Russian Journal of Physical Chemistry B","volume":"19 4","pages":"953 - 960"},"PeriodicalIF":1.4000,"publicationDate":"2025-09-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Russian Journal of Physical Chemistry B","FirstCategoryId":"92","ListUrlMain":"https://link.springer.com/article/10.1134/S1990793125700617","RegionNum":4,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q4","JCRName":"PHYSICS, ATOMIC, MOLECULAR & CHEMICAL","Score":null,"Total":0}
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.
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.