Design of Experiments for Optimizing Silver–Graphene Composite as a Conductive Paste

IF 3.2 4区 工程技术 Q2 CHEMISTRY, MULTIDISCIPLINARY
Sangmin Lee, Kye Sang Yoo
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Abstract

This study presents a systematic optimization of a silver–graphene-based conductive paste by integrating multiple design of experiments methodologies across its three core components: particle synthesis, binder formulation, and final paste compounding. Four key synthesis variables—solvent ratio (BCA/EtOH), ultrasonic power, reaction temperature, and synthesis time—were evaluated using a full factorial design to control the thickness of the carbon layer on Ag–graphene particles. Statistical analysis, including ANOVA and Pareto charts, identified solvent ratio, ultrasonic power, and temperature as significant factors affecting carbon thickness, with time being negligible. Response optimization revealed optimal synthesis conditions that minimize thickness while ensuring uniform dispersion. For binder development, a mixture design approach was employed to determine the ideal proportions of epoxy resin, hardener, and additives. The optimal binder formulation was identified at a ratio of 0.90:0.01:0.09 (Resin:Hardener:Additive), ensuring stability and processability. Finally, Central Composite Design was applied to optimize the conductive paste by evaluating the effects of binder ratio and synthesis temperature on electrical conductivity and shear strength. A total of nine experimental conditions enabled the construction of second-order polynomial models. Statistical analysis confirmed high model significance (P < 0.01) with R2 values exceeding 0.95 for conductivity and 0.99 for shear strength. Contour plots revealed that reduced binder content improved conductivity, while both higher binder ratio and temperature enhanced mechanical strength. The optimized conditions achieved a balance between electrical performance and structural integrity, demonstrating the efficacy of the CCD approach for multivariable paste optimization.

优化银-石墨烯复合材料导电浆料的实验设计
本研究通过整合多个实验设计方法,对银石墨烯基导电浆料的三个核心组成部分进行了系统优化:颗粒合成、粘结剂配方和最终浆料复合。采用全因子设计对四个关键的合成变量——溶剂比(BCA/EtOH)、超声功率、反应温度和合成时间进行了评估,以控制ag -石墨烯颗粒上碳层的厚度。统计分析包括方差分析和帕累托图,发现溶剂比、超声波功率和温度是影响碳厚度的显著因素,时间可以忽略不计。响应优化揭示了在保证均匀色散的同时最小化厚度的最佳合成条件。对于粘合剂的开发,采用混合设计方法来确定环氧树脂,硬化剂和添加剂的理想比例。确定了最佳粘结剂配方为0.90:0.01:0.09(树脂:硬化剂:添加剂),保证了稳定性和加工性。最后,采用中心复合设计方法,通过评价粘结剂配比和合成温度对导电浆料电导率和抗剪强度的影响,对导电浆料进行优化。总共有9个实验条件可以建立二阶多项式模型。统计分析证实了高模型显著性(P < 0.01),电导率的R2值超过0.95,抗剪强度的R2值超过0.99。等高线图显示,降低粘结剂含量可提高材料的导电性,而较高的粘结剂比和温度均可提高材料的机械强度。优化条件在电性能和结构完整性之间取得了平衡,证明了CCD方法在多变量浆料优化中的有效性。
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来源期刊
Korean Journal of Chemical Engineering
Korean Journal of Chemical Engineering 工程技术-工程:化工
CiteScore
4.60
自引率
11.10%
发文量
310
审稿时长
4.7 months
期刊介绍: The Korean Journal of Chemical Engineering provides a global forum for the dissemination of research in chemical engineering. The Journal publishes significant research results obtained in the Asia-Pacific region, and simultaneously introduces recent technical progress made in other areas of the world to this region. Submitted research papers must be of potential industrial significance and specifically concerned with chemical engineering. The editors will give preference to papers having a clearly stated practical scope and applicability in the areas of chemical engineering, and to those where new theoretical concepts are supported by new experimental details. The Journal also regularly publishes featured reviews on emerging and industrially important subjects of chemical engineering as well as selected papers presented at international conferences on the subjects.
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