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使用TOPSIS法和田口方法对电化学合成氧化锌纳米颗粒的生产率和消耗量进行工艺优化。

Process optimization for electrochemical synthesis of ZnO nanoparticles with respect to productivity and consumption using TOPSIS and Taguchi methods.

作者信息

So Hyong-Dok, Jon Sin-Hyok, Yang Won-Chol

机构信息

Faculty of Materials Science and Technology, Kim Chaek University of Technology, Pyongyang, Democratic People's Republic of Korea.

出版信息

Sci Rep. 2025 May 13;15(1):16619. doi: 10.1038/s41598-025-01833-2.

Abstract

Electrochemical synthesis method for fabrication of ZnO nanoparticles is widely used due to its simplicity, low temperature operation, low energy consumption and greater purity of the synthesized product. This paper proposed a process optimization method, namely, TOPSIS-Taguchi method, for electrochemical synthesis of ZnO nanoparticles with respect to productivity and consumption using TOPSIS and Taguchi methods. TOPSIS is used to convert multiple responses into a single integrated response (IR), and Taguchi method is used to design experiment and find optimal process parameters (PPs) to optimize the multiple responses. We determined the optimal PPs pH, concentration (CC), voltage (VL), and conductivity (CD) to maximize the productivity of ZnO nanoparticles and minimize the specific energy consumption and specific electrode consumption. The optimal PPs were pH of 5, CC of 0.05 M, VL of 8 V, and CD of 30ms/cm, and their effect ranking on the IR was CC (37.657%), CD (32.498%), pH (15.614%), and VL (14.231%). Moreover, we developed the multiple quadratic regression model that reflects the relationship between the IR and the PPs, and determined the optimal PPs using grid search optimization method. The result was perfectly the same to the proposed TOPSIS-Taguchi method. The proposed method could be widely used to not only electrochemical synthesis process optimization of ZnO nanoparticles but also various materials fabrication process optimization problems.

摘要

用于制备氧化锌纳米颗粒的电化学合成方法因其操作简单、低温运行、低能耗以及合成产物纯度高而被广泛应用。本文针对氧化锌纳米颗粒的电化学合成,提出了一种过程优化方法,即逼近理想解排序法(TOPSIS)-田口方法,用于提高生产率和降低消耗,该方法结合了TOPSIS法和田口方法。TOPSIS法用于将多个响应转化为单个综合响应(IR),田口方法用于设计实验并找到优化多个响应的最佳工艺参数(PPs)。我们确定了最佳工艺参数,即pH值、浓度(CC)、电压(VL)和电导率(CD),以最大化氧化锌纳米颗粒的生产率,同时最小化比能量消耗和比电极消耗。最佳工艺参数为pH值5、CC为0.05 M、VL为8 V、CD为30ms/cm,它们对IR的影响排序为CC(37.657%)、CD(32.498%)、pH(15.614%)和VL(14.231%)。此外,我们建立了反映IR与PPs之间关系的多元二次回归模型,并使用网格搜索优化方法确定了最佳PPs。结果与所提出的TOPSIS-田口方法完全相同。所提出的方法不仅可广泛用于氧化锌纳米颗粒的电化学合成过程优化,还可用于各种材料制备过程的优化问题。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b2e4/12075823/5010cc1984a0/41598_2025_1833_Fig1_HTML.jpg

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