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arXiv 2402.08067cond-mat.mtrl-sci
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色心光致发光光谱的压缩感知增强第一性原理计算:硅中G中心的理论与实验比较

Compressive-Sensing-Enhanced First-Principles Calculation of Photoluminescence Spectra in Color Centers: A Comparison between Theory and Experiment for the G Center in Silicon

Jiongzhi Zheng, Lukasz Komza, Yihuang Xiong, Natalya Sheremetyeva, Changpeng Lin, Sinéad M. Griffin, Alp Sipahigil, Geoffroy Hautier

AI总结:

本研究结合第一性原理计算、机器学习压缩感知技术与实验,分析了硅中G中心的光致发光光谱。压缩感知方法在保持精度的同时实现了约20倍的计算加速,理论结果与实验高度吻合,阐明了E线的局部振动模式及同位素效应,并解释了非谐模式缺失的原因,为加速色心光谱计算提供了新途径。

摘要:

光致发光(PL)光谱是探索量子缺陷体系电子和光学性质的多功能工具。在本工作中,我们通过将第一性原理计算与机器学习的压缩感知技术及实验相结合,研究了硅中G中心的PL光谱。我们证明,与有限位移法相比,压缩感知技术在具有相似数值精度的同时,提供了约20倍的加速。我们比较了理论与实验,并表明对于历史上提出的G中心构型B,两者表现出良好的一致性。具体而言,我们将实验观察到的G中心E线归因于一个局部振动模式,该模式主要涉及两个取代C原子和一个间隙Si原子。我们的理论结果还很好地重现并解释了源于碳同位素效应的实验E线能量位移。此外,我们的结果表明,计算光谱中明显的一些高度非谐模式可能由于寿命较短而在实验中缺失。我们的工作不仅提供了对G中心缺陷更深入的理解,而且为加速色心PL光谱的计算铺平了道路。

英文摘要:

Photoluminescence (PL) spectra are a versatile tool for exploring the electronic and optical properties of quantum defect systems. In this work, we investigate the PL spectra of the G center in silicon by combining first-principles computations with a machine-learned compressive-sensing technique and experiment. We show that the compressive-sensing technique provides a speed up of approximately 20 times compared with the finite-displacement method with similar numerical accuracy. We compare theory and experiment and show good agreement for the historically proposed configuration B of the G center. In particular, we attribute the experimentally observed E-line of the G center to a local vibration mode mainly involving two substitutional C atoms and one interstitial Si atom. Our theoretical results also well reproduce and explain the experimental E-line energy shifts originating from the carbon isotopic effect. In addition, our results demonstrate that some highly anharmonic modes that are apparent in computed spectra could be absent experimentally because of their short lifetime. Our work not only provides a deeper understanding of the G-center defect but also paves the way to accelerate the calculation of PL spectra for color centers.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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