Optimizing CZ Silicon Crystal Growth: Algorithmic Approach for Defect Minimization

IF 2.1 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY JOM Pub Date : 2024-09-30 DOI:10.1007/s11837-024-06879-7
Amir Reza Ansari Dezfoli
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Abstract

Silicon wafers with minimal defects are important for semiconductor manufacturing as they boost device performance and reliability. Reducing defects enhances electronic properties, decreasing device failures and increasing yields. A new algorithm is suggested in this study via computational modeling and simulation to ascertain the pulling speed necessary for silicon crystal growth with fewer defects. This algorithm can adjust the pulling speed dynamically to correctly position the boundary between vacancies and interstitials and allow enough recombination time during crystal growth before point defects reach the bulk defects nucleation temperature. Experimental validation is performed using polished silicon wafers taken from final silicon ingots, accompanied by laser particle count measurements. The results validate the effectiveness of the new algorithm in reducing defect formation during crystal growth. Furthermore, a comprehensive analysis of production speed, cost, and power consumption at different pulling speeds is provided. The suggested algorithm finds a middle ground between production efficiency and crystal quality, offering speed and cost optimization while maintaining minimal defect formation.

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优化 CZ 硅晶体生长:最小化缺陷的算法方法
缺陷最小的硅晶圆对半导体制造非常重要,因为它们能提高设备的性能和可靠性。减少缺陷可提高电子性能,减少设备故障,提高产量。本研究通过计算建模和仿真提出了一种新算法,以确定硅晶体生长所需的拉速,从而减少缺陷。这种算法可以动态调整拉速,以正确定位空位和间隙之间的边界,并在晶体生长过程中,在点缺陷达到块状缺陷成核温度之前留出足够的重组时间。实验验证使用了从最终硅锭中提取的抛光硅片,并同时进行了激光粒子计数测量。结果验证了新算法在晶体生长过程中减少缺陷形成的有效性。此外,还对不同拉速下的生产速度、成本和功耗进行了全面分析。所建议的算法在生产效率和晶体质量之间找到了一个中间点,既优化了速度和成本,又保持了最小的缺陷形成。
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来源期刊
JOM
JOM 工程技术-材料科学:综合
CiteScore
4.50
自引率
3.80%
发文量
540
审稿时长
2.8 months
期刊介绍: JOM is a technical journal devoted to exploring the many aspects of materials science and engineering. JOM reports scholarly work that explores the state-of-the-art processing, fabrication, design, and application of metals, ceramics, plastics, composites, and other materials. In pursuing this goal, JOM strives to balance the interests of the laboratory and the marketplace by reporting academic, industrial, and government-sponsored work from around the world.
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