Gaussian-based computational Raman spectral reconstruction of GST467: Sb2Te3 core–shell phase change material with experimental validation and metal–insulator transition interpretation

IF 2 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY
Vikas Bhatnagar, Adesh Kumar
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引用次数: 0

Abstract

Phase change materials of the Ge–Sb–Te (GST) system are extensively utilized in non-volatile memory and neuromorphic computing devices owing to their high switching speed, scalability, and phase transition stability. Raman spectroscopy is a significant technique in understanding vibrational modes, bonding structures, and metal–insulator phase transitions in GST materials, and most of them are based on experimental observations without any computational Raman reconstruction, especially in core–shell phase change memory (PCM) materials. A Gaussian-based computational Raman spectral reconstruction framework is proposed for Ge4Sb6Te7 (GST467) Sb2Te3 core–shell phase change materials using MATLAB simulation and experimental validation from the literature. The Raman spectra of GST467 and Sb2Te3 materials are simulated using Gaussian peak fitting and combined to produce a composite spectrum for the core–shell material. A comparative analysis of Ge2Sb2Te5 (GST225) and GST467 materials is carried out to assess the width of the peaks, stability of the structure, and transition behaviour; the results are validated using the Root Mean Square Error (RMSE) and peak deviation methods. The metal–insulator transition behavior of the materials has been analyzed by using the Raman peak broadening method, which shows that the transition in conductivity for the GST467 material is smooth. The novelty of this work is that it proposes a structured framework for computational Raman reconstruction of GST467, namely Sb2Te3 core–shell PCM materials, with experimental validation and metal–insulator transition analysis.

GST467: Sb2Te3核壳相变材料基于高斯的计算拉曼光谱重建及其实验验证和金属绝缘体跃迁解释
Ge-Sb-Te (GST)相变材料因其高切换速度、可扩展性和相变稳定性被广泛应用于非易失性存储器和神经形态计算设备中。拉曼光谱是理解GST材料的振动模式、键合结构和金属-绝缘体相变的重要技术,大多数研究都是基于实验观察,没有任何计算拉曼重构,特别是在核-壳相变记忆(PCM)材料中。通过MATLAB仿真和文献实验验证,提出了Ge4Sb6Te7 (GST467) Sb2Te3核壳相变材料基于高斯的计算拉曼光谱重构框架。采用高斯峰拟合方法对GST467和Sb2Te3材料的拉曼光谱进行了模拟,并结合得到了核壳材料的复合光谱。对Ge2Sb2Te5 (GST225)和GST467材料进行了比较分析,以评估峰的宽度、结构稳定性和转变行为;采用均方根误差(RMSE)和峰值偏差法对结果进行了验证。利用拉曼峰展宽方法分析了材料的金属-绝缘体转变行为,表明GST467材料的电导率转变是平滑的。这项工作的新颖之处在于,它提出了一个结构化的框架来计算GST467,即Sb2Te3核-壳PCM材料的拉曼重构,并进行了实验验证和金属-绝缘体跃迁分析。
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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来源期刊
CiteScore
8.60
自引率
0.00%
发文量
1
审稿时长
13 weeks
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