利用统计算法和方差分析测试,优化以化学反应模块为模型的血液透析器膜的设计

Ahana Fatima Alex , Ravishankar Dudhe , R Vinoth
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摘要

高性能血液透析器膜(如高通量膜、高截流膜和中截流膜)因其比传统膜更高的效率而一直备受研究关注。这些膜具有更强的毒素清除能力,但以更优方式保留必要溶质的问题仍在研究中。本文旨在设计高性能膜,以研究其参数在去除溶质方面的作用及其截留重要分子的能力。本文使用了最有效的实验设计(DOE)工具之一,即田口算法(Taguchi Algorithm)来进行参数的分数因子设计。模拟结果以文献中的实验数据和制造商数据表为基准。基准确定后,使用统计方法方差分析(ANOVA)测试对每种设计的误差量化和显著性进行了分析。从而确定了有助于提高这些膜清除率的最相关参数,并得出了实质性结论,这些结论可用于今后设计最佳透析器。结果表明,临床使用的透析膜(如 RevaclearMax 和 FxCorDiax 系列)在使用 COMSOL Multiphysics 建模时,血流量为 400 毫升/分钟,透析液流量为 500 毫升/分钟,尿素清除率高于 300,这表明所设计的透析膜优于传统的高通量透析膜,后者在完全相同的功能、几何和参数条件下,清除率低于 297。模型的复制以及设计的验证有助于了解毒素清除中各种参数的影响。可以进一步研究这些参数,并通过更多的临床检查和试验来提供最佳模型。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

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Design optimization of hemodialyzer membrane modelled in chemical reaction module using statistical algorithms and ANOVA testing

High performing hemodialyzers membranes such as high flux membranes, high cut-off membranes and medium cut-off membranes are always at research interest due to their better efficiency than conventional membranes. These membranes provide greater toxin clearance, however retention of essential solutes in a preferable way are still under study. This paper aims at the design of high performing membrane to study the role of its parameters in solute removal and its capability of holding back important molecules. One of the most effective design of experiments (DOE) tool, namely Taguchi Algorithm was used for the formation of fractional factorial design of parameters. The simulation results were benchmarked with that of experimental data from literature and with manufacturers data sheets. Once the benchmarking was done, the error quantification and significance of each design were analysed using statistical method, Analysis of Variance (ANOVA) testing. The most relevant parameters that helped in better clearance in these membranes were thus identified and substantial conclusions were drawn which can be used in the future for designing optimal dialyzer designs. Results shows that clinically used dialyzer membranes such as RevaclearMax and FxCorDiax series on modelling using COMSOL Multiphysics with a blood flow rate of 400 ml/min and dialysate flow of 500 ml/min showed better urea clearance rate of above 300 indicating that the membranes thus designed was superior to the conventional high flux membranes that have a clearance rate of 297 of less for the exact same functional, geometrical, and parametric conditions. The model replication and thus validation of the design helped in understanding the influence of various parameters in toxin clearance. These parameters can be further investigated, and optimal models can be delivered with more of clinical examinations and trials.

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来源期刊
CiteScore
8.40
自引率
0.00%
发文量
100
审稿时长
33 weeks
期刊介绍: The journal has a particular interest in publishing papers on the unique issues facing chemical engineering taking place in countries that are rich in resources but face specific technical and societal challenges, which require detailed knowledge of local conditions to address. Core topic areas are: Environmental process engineering • treatment and handling of waste and pollutants • the abatement of pollution, environmental process control • cleaner technologies • waste minimization • environmental chemical engineering • water treatment Reaction Engineering • modelling and simulation of reactors • transport phenomena within reacting systems • fluidization technology • reactor design Separation technologies • classic separations • novel separations Process and materials synthesis • novel synthesis of materials or processes, including but not limited to nanotechnology, ceramics, etc. Metallurgical process engineering and coal technology • novel developments related to the minerals beneficiation industry • coal technology Chemical engineering education • guides to good practice • novel approaches to learning • education beyond university.
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