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均匀表面上氧化铝载水纳米颗粒的定量特征分析

Quantitative Features Analysis of Water Carrying Nanoparticles of Alumina over a Uniform Surface.

作者信息

Ganie Abdul Hamid, Fazal Fazlullah, Tavera Romero Carlos Andrés, Sulaiman Muhammad

机构信息

Basic Science Department, College of Science and Theoretical Studies, Saudi Electronic University, Abha Male 61421, Saudi Arabia.

Department of Mathematics, Abdul Wali Khan University, Mardan 23200, Pakistan.

出版信息

Nanomaterials (Basel). 2022 Mar 6;12(5):878. doi: 10.3390/nano12050878.

Abstract

Little is known about the rising impacts of Coriolis force and volume fraction of nanoparticles in industrial, mechanical, and biological domains, with an emphasis on water conveying 47 nm nanoparticles of alumina nanoparticles. We explored the impact of the volume fraction and rotation parameter on water conveying 47 nm of alumina nanoparticles across a uniform surface in this study. The Levenberg-Marquardt backpropagated neural network (LMB-NN) architecture was used to examine the transport phenomena of 47 nm conveying nanoparticles. The partial differential equations (PDEs) are converted into a system of Ordinary Differential Equations (ODEs). To assess our soft-computing process, we used the RK4 method to acquire reference solutions. The problem is investigated using two situations, each with three sub-cases for the change of the rotation parameter K and the volume fraction ϕ. Our simulation results are compared to the reference solutions. It has been proven that our technique is superior to the current state-of-the-art. For further explanation, error histograms, regression graphs, and fitness values are graphically displayed.

摘要

关于科里奥利力和纳米颗粒体积分数在工业、机械和生物领域日益增加的影响,人们知之甚少,重点是输送47纳米氧化铝纳米颗粒的水。在本研究中,我们探讨了体积分数和旋转参数对47纳米氧化铝纳米颗粒在均匀表面上输水的影响。采用Levenberg-Marquardt反向传播神经网络(LMB-NN)结构来研究47纳米输送纳米颗粒的传输现象。偏微分方程(PDEs)被转化为常微分方程(ODEs)系统。为了评估我们的软计算过程,我们使用四阶龙格-库塔(RK4)方法来获得参考解。该问题在两种情况下进行研究,每种情况针对旋转参数K和体积分数ϕ的变化有三个子情况。我们的模拟结果与参考解进行了比较。事实证明,我们的技术优于当前的先进技术。为了进一步说明,以图形方式展示了误差直方图、回归图和适应度值。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/421a/8912297/e3b7b46f871b/nanomaterials-12-00878-g001.jpg

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