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Size Control in the Nanoprecipitation Process of Stable Iodine (127I) Using Microchannel Reactor—Optimization by Artificial Neural Networks

机译:微通道反应器在稳定碘(127I)纳米沉淀过程中的尺寸控制-人工神经网络优化

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摘要

In this study, nanosuspension of stable iodine (127I) was prepared by nanoprecipitation process in microfluidic devices. Then, size of particles was optimized using artificial neural networks (ANNs) modeling. The size of prepared particles was evaluated by dynamic light scattering. The response surfaces obtained from ANNs model illustrated the determining effect of input variables (solvent and antisolvent flow rate, surfactant concentration, and solvent temperature) on the output variable (nanoparticle size). Comparing the 3D graphs revealed that solvent and antisolvent flow rate had reverse relation with size of nanoparticles. Also, those graphs indicated that the solvent temperature at low values had an indirect relation with size of stable iodine (127I) nanoparticles, while at the high values, a direct relation was observed. In addition, it was found that the effect of surfactant concentration on particle size in the nanosuspension of stable iodine (127I) was depended on the solvent temperature.>Graphical AbstractNanoprecipitation process of stable iodine (127I) and optimization of particle size using ANNs modeling.
机译:在这项研究中,通过纳米沉淀法在微流体装置中制备了稳定的碘悬浮液( 127 I)。然后,使用人工神经网络(ANN)建模优化粒子的大小。通过动态光散射评估制备的颗粒的尺寸。从人工神经网络模型获得的响应面说明了输入变量(溶剂和反溶剂流速,表面活性剂浓度和溶剂温度)对输出变量(纳米颗粒尺寸)的确定作用。比较3D图可知,溶剂和反溶剂的流速与纳米颗粒的大小呈反比关系。另外,这些图表明,低温度下的溶剂温度与稳定的碘( 127 I)纳米颗粒的大小具有间接关系,而在高温度下,观察到直接关系。此外,还发现表面活性剂浓度对稳定碘( 127 I)纳米悬浮液中粒径的影响取决于溶剂温度。<!-fig ft0-> <! --fig @ position =“ anchor” mode =文章f4-> <!-fig mode =“ anchored” f5-> >图形摘要<!-fig / graphic | fig / alternatives / graphic mode = “锚定” m1-> <!-标题a7->稳定碘(127I)的纳米沉淀过程,并使用ANNs建模优化了粒径。

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