The influence of frequency and temperature on the AC-conductivity in [Formula: see text] semiconductor single crystal.

IF 3.9 2区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES
Mohamed M Fangary, Muhammad A O Ahmed
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引用次数: 0

Abstract

A special design, based on the Bridgman technique, was used in our laboratory for preparing single crystals of [Formula: see text]. The structure of [Formula: see text] in powder form was examined using X-ray diffraction. [Formula: see text] at room temperature was found to be a tetragonal system with lattice parameters of [Formula: see text] Å and [Formula: see text] Å. The structural parameters, such as crystallite size D, micro strain ε, dislocation density δ, and unit cell parameters were determined from XRD spectra. Thermo gravimetric analysis (TGA) was employed to study the thermal behavior of [Formula: see text], showcasing its significance in solid state physics. The TGA curve of [Formula: see text] exhibited distinct weight loss events corresponding to thermal decomposition processes. The frequency and temperature dependence of Ac-conductivity in a [Formula: see text] single crystal was studied by assessing the permittivity ([Formula: see text]) and dielectric loss ([Formula: see text]) over a broad frequency range. The dependence of AC conductivity and dielectric properties on the frequency and temperature for [Formula: see text] in pellet form obtained from [Formula: see text] single crystal were studied in the frequency range of (40 Hz-3 MHz) and temperature range of [Formula: see text]K. The AC conductivity of the [Formula: see text] was found to obey the power law, i.e., [Formula: see text]. AC conductivity of [Formula: see text] was dominated by the correlated barrier hopping (CBH) model. The obtained activation energy values of the AC conductivity have confirmed that the hopping conduction is the dominant one. A decrease in these values has noticed with the increase in frequency. The density of localized states [Formula: see text] close to Fermi level for [Formula: see text] was obtained in the range of [Formula: see text] cm[Formula: see text]) for various temperatures and frequency. The frequencies corresponding to maxima of the imaginary electric modulus at different temperatures were found to satisfy an Arrhenius law with activation energy [Formula: see text] of 0.32 eV. A decrease in the relaxation time τ was observed with the increase in temperature. The average hopping distance R and the average time of charge carrier hoping between localized states t were found in the range of 6.10-11.95 nm and [Formula: see text] s respectively, for the investigated range of frequency and the value of the binding energy [Formula: see text] was 0.52 eV. We report on the preparation, characterization, and analysis of [Formula: see text] semiconductor single crystals, focusing on the influence of frequency and temperature on AC conductivity. Utilizing X-ray diffraction, thermo gravimetric analysis, and dielectric property measurements, we delineate the material's structural and electrical properties. Complementing our experimental findings, Machine Learning (ML) models, including Random Forest and Gradient Boosting, were employed to predict AC conductivity, revealing significant predictors and corroborating the experimental insights with high accuracy. This interdisciplinary approach enhances our understanding of [Formula: see text]'s properties and demonstrates the potential of ML in materials science research.

频率和温度对[公式:见文]半导体单晶交流电导率的影响。
基于Bridgman技术的一种特殊设计,在我们的实验室中用于制备[公式:见文本]的单晶。用x射线衍射法对粉末[公式:见文]的结构进行了研究。在室温下发现[公式:见文]是一个四边形体系,晶格参数为[公式:见文]Å和[公式:见文]Å。通过XRD谱测定了晶体尺寸D、微应变ε、位错密度δ、晶胞参数等结构参数。采用热重分析(TGA)研究了[公式:见文]的热行为,显示了其在固态物理中的意义。[公式:见文]的TGA曲线表现出与热分解过程相对应的明显失重事件。通过在宽频率范围内评估介电常数([公式:见文])和介电损耗([公式:见文]),研究了[公式:见文]单晶中交流电导率对频率和温度的依赖关系。研究了从[公式:见文]单晶中得到的[公式:见文]颗粒状的[电导率]在(40 Hz-3 MHz)和[公式:见文]K的温度范围内,交流电的电导率和介电性能对频率和温度的依赖关系。发现[公式:见文]的交流电导率服从幂律,即[公式:见文]。[公式:见文]的交流电导率受相关垒跳(CBH)模型支配。得到的交流电导率活化能值证实了跳变电导率是主导电导率。随着频率的增加,可以注意到这些值的减少。在不同温度和频率下,得到了[公式:见文]在[公式:见文]cm(公式:见文)范围内接近费米能级的局域态密度[公式:见文]。不同温度下虚电模量最大值对应的频率满足活化能为0.32 eV的Arrhenius定律[公式:见文]。随着温度的升高,弛豫时间τ减小。所研究的频率范围和结合能[公式:见文]的值为0.52 eV,载流子在局域态之间的平均跳跃距离R和平均时间t分别为6.10 ~ 11.95 nm和[公式:见文]s。我们报道了半导体单晶的制备、表征和分析,重点研究了频率和温度对交流电导率的影响。利用x射线衍射、热重分析和介电性能测量,我们描绘了材料的结构和电性能。补充我们的实验结果,机器学习(ML)模型,包括随机森林和梯度增强,被用于预测交流电导率,揭示了重要的预测因素,并以高精度证实了实验见解。这种跨学科的方法增强了我们对[公式:见文本]性质的理解,并展示了机器学习在材料科学研究中的潜力。
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来源期刊
Scientific Reports
Scientific Reports Natural Science Disciplines-
CiteScore
7.50
自引率
4.30%
发文量
19567
审稿时长
3.9 months
期刊介绍: We publish original research from all areas of the natural sciences, psychology, medicine and engineering. You can learn more about what we publish by browsing our specific scientific subject areas below or explore Scientific Reports by browsing all articles and collections. Scientific Reports has a 2-year impact factor: 4.380 (2021), and is the 6th most-cited journal in the world, with more than 540,000 citations in 2020 (Clarivate Analytics, 2021). •Engineering Engineering covers all aspects of engineering, technology, and applied science. It plays a crucial role in the development of technologies to address some of the world''s biggest challenges, helping to save lives and improve the way we live. •Physical sciences Physical sciences are those academic disciplines that aim to uncover the underlying laws of nature — often written in the language of mathematics. It is a collective term for areas of study including astronomy, chemistry, materials science and physics. •Earth and environmental sciences Earth and environmental sciences cover all aspects of Earth and planetary science and broadly encompass solid Earth processes, surface and atmospheric dynamics, Earth system history, climate and climate change, marine and freshwater systems, and ecology. It also considers the interactions between humans and these systems. •Biological sciences Biological sciences encompass all the divisions of natural sciences examining various aspects of vital processes. The concept includes anatomy, physiology, cell biology, biochemistry and biophysics, and covers all organisms from microorganisms, animals to plants. •Health sciences The health sciences study health, disease and healthcare. This field of study aims to develop knowledge, interventions and technology for use in healthcare to improve the treatment of patients.
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