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Distribution of Eu and Er in Ca9RE(PO4)7 phosphors analyzed by anomalous X-ray scattering 利用反常 X 射线散射分析 Ca9RE(PO4)7 荧光粉中 Eu 和 Er 的分布
IF 1.7 4区 材料科学 Q3 CRYSTALLOGRAPHY Pub Date : 2024-10-21 DOI: 10.1016/j.jcrysgro.2024.127955
K. Hiraoka , R. Yamane , M. Tokuda , K. Sugiyama
The structures of Ca9Eu(PO4)7 and Ca9Er(PO4)7 phosphors were analyzed using single-crystal X-ray diffraction. Most Eu ions reside at the medium-sized M1 and M2 sites, with a small amount occupying the M5 site. In contrast, the smaller Er ions favor the smallest M5 site. This study also demonstrates the use of anomalous X-ray scattering measurements at the Er LIII and Er LIII-edges. The energy dependencies observed in the scattering factors for Ca9Eu(PO4)7 and Ca9Er(PO4)7 confirmed the preferred distribution of Eu and Er. Because this anomalous X-ray scattering method leverages the unique anomalous dispersion terms of each element, this advanced technique, coupled with a synchrotron radiation source, is suggested to be a powerful method for distinguishing near-neighbor rare-earth elements in solid-state phosphors.
利用单晶 X 射线衍射分析了 Ca9Eu(PO4)7 和 Ca9Er(PO4)7 磷光体的结构。大多数 Eu 离子位于中等大小的 M1 和 M2 位点,少量占据 M5 位点。相反,较小的 Er 离子则偏爱最小的 M5 位点。这项研究还展示了在 Er LIII 和 Er LIII 边缘使用反常 X 射线散射测量的方法。在 Ca9Eu(PO4)7 和 Ca9Er(PO4)7 的散射因子中观察到的能量依赖性证实了 Eu 和 Er 的优先分布。由于这种反常 X 射线散射方法利用了每种元素独特的反常色散项,因此建议将这种先进的技术与同步辐射源相结合,使其成为区分固态荧光粉中近邻稀土元素的有力方法。
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引用次数: 0
Enhanced performance of polydimethylsiloxane-based triboelectric nanogenerator using BaTiO3/MWCNTs 使用 BaTiO3/MWCNT 增强基于聚二甲基硅氧烷的三电纳米发电机的性能
IF 1.7 4区 材料科学 Q3 CRYSTALLOGRAPHY Pub Date : 2024-10-21 DOI: 10.1016/j.jcrysgro.2024.127952
Kangpyo Lee , Suhyun Park , Kyunghwan Jung , In Yong Moon , Jeong Ho Ryu , Kang Min Kim
Triboelectric nanogenerators (TENGs) that operate in the contact-separation mode are widely utilized for energy harvesting owing to their simple structure, excellent durability, and high energy-conversion efficiency. This study investigated the enhanced performance of TENGs using polydimethylsiloxane (PDMS) incorporating barium titanate (BTO) and multiwalled carbon nanotubes (MWCNTs). The negative triboelectric layer, comprising PDMS with BTO and MWCNTs, and aluminum foil as both the positive triboelectric layer and electrode, were optimized to improve the TENG performance. The optimal composition of PDMS incorporating 0.01 wt% MWCNTs and 10 wt% BTO yielded output voltage and current of 394.75 V and 28.24 µA, respectively. Further enhancement was realized via the application of radio frequency plasma treatment, which increased the surface roughness and fluorine incorporation. Consequently, the output voltage and current improved to 421.06 V and 32.33 µA, respectively, with a peak power density of 4.76 W/m2 at 10 MΩ. The optimized TENG maintained consistent performance over 2000 cycles and successfully illuminated commercial LEDs, thereby demonstrating its potential for practical energy-harvesting applications.
以接触分离模式工作的三电纳米发电机(TENGs)因其结构简单、耐用性好和能量转换效率高而被广泛用于能量收集。本研究调查了使用聚二甲基硅氧烷(PDMS)结合钛酸钡(BTO)和多壁碳纳米管(MWCNTs)增强 TENG 性能的情况。为了提高 TENG 的性能,对由含有 BTO 和 MWCNTs 的 PDMS 组成的负三电层以及作为正三电层和电极的铝箔进行了优化。含有 0.01 wt% MWCNTs 和 10 wt% BTO 的 PDMS 的最佳成分产生的输出电压和电流分别为 394.75 V 和 28.24 µA。通过应用射频等离子处理,增加了表面粗糙度和氟的掺入量,从而实现了进一步的增强。因此,输出电压和电流分别提高到 421.06 V 和 32.33 µA,在 10 MΩ 时的峰值功率密度为 4.76 W/m2。经过优化的 TENG 在 2000 次循环中保持了稳定的性能,并成功点亮了商用 LED,从而证明了其在实际能量收集应用中的潜力。
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引用次数: 0
Enhancing two-dimensional growth of high-temperature AlN buffer to improve the quality of GaN on Si grown by ex situ two-step method 增强高温氮化铝缓冲区的二维生长,以提高通过原位两步法在硅上生长的氮化镓的质量
IF 1.7 4区 材料科学 Q3 CRYSTALLOGRAPHY Pub Date : 2024-10-20 DOI: 10.1016/j.jcrysgro.2024.127958
Haiyan Wang , Zeqi Lin , Binhao Qin , Yupeng Zhang
GaN epitaxial films were grown on Si substrates by ex situ two-step method combining the technologies of pulsed laser deposition (PLD) and metal organic chemical vapor deposition (MOCVD). The N/Al ratio of high-temperature AlN (HT-AlN) buffer layer was optimized, and its influence on the HT-AlN growth mode as well as the quality of GaN epitaxial films was investigated. When the N/Al ratio was 500, the two-dimensional growth of HT-AlN was greatly enhanced, and it obtained a coalesced and smooth surface with the minimum RMS surface roughness as 1.63 nm. The as-grown GaN epitaxial film had the best crystalline quality with the minimum full-width at half maximums of GaN(0002) and GaN(10 1¯ 2) as 0.14° and 0.22°, respectively. Owing to the high energy of PLD, the ex situ low-temperature AlN template had an abrupt Si/AlN interface and flat surface, which was of significance to improve the quality of HT-AlN buffer and GaN film.
结合脉冲激光沉积(PLD)和金属有机化学气相沉积(MOCVD)技术,采用原位两步法在硅衬底上生长了氮化镓外延薄膜。对高温 AlN(HT-AlN)缓冲层的 N/Al 比率进行了优化,并研究了其对 HT-AlN 生长模式和 GaN 外延薄膜质量的影响。当 N/Al 比为 500 时,HT-AlN 的二维生长能力大大增强,获得了凝聚光滑的表面,表面粗糙度均方根最小值为 1.63 nm。生长后的 GaN 外延膜具有最佳的结晶质量,GaN(0002) 和 GaN(10 1¯ 2) 的半最大全宽分别为 0.14° 和 0.22°。由于 PLD 的高能量,原位低温 AlN 模板具有突兀的 Si/AlN 界面和平坦的表面,这对提高 HT-AlN 缓冲区和 GaN 薄膜的质量具有重要意义。
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引用次数: 0
Fine structural analysis of red beryl from Utah, USA using anomalous X-ray scattering 利用反常 X 射线散射对美国犹他州出产的红色绿柱石进行精细结构分析
IF 1.7 4区 材料科学 Q3 CRYSTALLOGRAPHY Pub Date : 2024-10-20 DOI: 10.1016/j.jcrysgro.2024.127943
Y. Kodama , T. Kawamata , S. Imashuku , K. Sugiyama , T. Mikouchi
The fine structure of red beryl from Utah, USA was analyzed using anomalous X-ray scattering measurements at the Fe K-absorption edge. The resultant Fe distribution map indicated the presence of Fe at the octahedral site. Ordinary single-crystal X-ray diffraction indicated that alkali cations were located in the interstitial area produced by the six-membered ring of SiO4, as well as partial substitution at the parent octahedral Al site by cations such as those of Fe, Mn, and Mg. X-ray near-edge absorption structural analysis for Mn and Fe indicated that they existed predominantly in the trivalent state as Mn3+ and Fe3+, respectively. Based on the results obtained from electron probe microanalysis and laser-induced breakdown spectroscopy, the structural formula of red beryl from Utah, USA was concluded to be (Na0.006K0.019Rb0.009Cs0.009)Be3 (Al1.797Fe0.140Mn0.036Mg0.015Zn0.011)Si6O18.
通过在铁的 K-吸收边缘进行反常 X 射线散射测量,分析了美国犹他州红色绿柱石的精细结构。由此得出的铁分布图表明,八面体部位存在铁。普通单晶 X 射线衍射表明,碱阳离子位于 SiO4 的六元环产生的间隙区域,以及母八面体 Al 位点被 Fe、Mn 和 Mg 等阳离子部分取代。对 Mn 和 Fe 的 X 射线近边吸收结构分析表明,它们主要以三价状态存在,分别为 Mn3+ 和 Fe3+。根据电子探针显微分析和激光诱导击穿光谱分析的结果,得出美国犹他州红色绿柱石的结构式为(Na0.006K0.019Rb0.009Cs0.009)Be3 (Al1.797Fe0.140Mn0.036Mg0.015Zn0.011)Si6O18。
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引用次数: 0
Growth of copper single crystal using cone die Czochralski method 利用锥模 Czochralski 法生长铜单晶体
IF 1.7 4区 材料科学 Q3 CRYSTALLOGRAPHY Pub Date : 2024-10-20 DOI: 10.1016/j.jcrysgro.2024.127957
Kazuya Takahashi , Tsuyoshi Kumagai , Marilou Cadatal-Raduban , Nobuhiko Sarukura , Toru Kawamata , Kazumasa Sugiyama , Tsuguo Fukuda
Copper (Cu) and other metal single crystals are useful as substrates for the deposition of atomic layer materials for many electronic applications, but the growth of large-sized single crystals is difficult to achieve. Characteristics of the metal material, namely seed elongation and intense cooling radiation at high temperatures during crystal growth, are the main challenges encountered when growing ingots with large diameters. These problems can be resolved by optimizing the crystal growth parameters. By adjusting the shoulder formation angle of the ingot shape to approximately 20° to 40°, we are able to grow a large (1-inch diameter, 30 mm length) single crystal of metal Cu using the Czochralski (CZ) method. However, the generation of suspended solids and film impurities such as reactants and precipitates and their nucleation, growth, and solidification, limited the further increase in size of the Cu crystal. Using the cone-shape die CZ (CD-CZ) method solves this problem and a 2-inch diameter Cu single crystal is successfully grown. This is the world’s largest single crystal metal grown using this method and it paves the way for the growth of other metal crystals.
铜(Cu)和其他金属单晶是许多电子应用中原子层材料沉积的有用基底,但大尺寸单晶的生长很难实现。金属材料的特性,即晶体生长过程中的种子伸长和高温下的强烈冷却辐射,是生长大直径铸锭时遇到的主要挑战。这些问题可以通过优化晶体生长参数来解决。通过将铸锭形状的晶肩形成角调整到大约 20° 至 40°,我们能够利用 Czochralski(CZ)方法生长出金属铜的大型(直径 1 英寸,长度 30 毫米)单晶体。然而,悬浮固体和薄膜杂质(如反应物和沉淀物)的产生及其成核、生长和凝固限制了铜晶体尺寸的进一步增大。使用锥形模 CZ(CD-CZ)方法解决了这一问题,并成功生长出直径为 2 英寸的铜单晶体。这是世界上使用这种方法培育出的最大单晶金属,为培育其他金属晶体铺平了道路。
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引用次数: 0
Optimizing single crystal diamond mosaic growth: A study on seed thickness variation and pre-growth treatment 优化单晶金刚石镶嵌生长:种子厚度变化和生长前处理研究
IF 1.7 4区 材料科学 Q3 CRYSTALLOGRAPHY Pub Date : 2024-10-19 DOI: 10.1016/j.jcrysgro.2024.127953
Kai Li, Jun Zhang, Peicheng Mo, Jiarong Chen, Xiaoyi Pan, Chao Chen
The limitations on the size of single-crystal diamond applications still need to be addressed for practical use. This study systematically investigates the impact of variations in seed crystal thickness and pre-growth treatments on step bonding, defect formation, and stress distribution in the mosaic growth of single-crystal diamond films. The findings suggest that variations in seed crystal thickness within 50 μm result in a smooth mosaic junction and high crystal quality, while a 100 μm variation results in noticeable defects and stress concentrations, hindering adequate bonding. Pre-growth treatment improves crystal quality by reducing polycrystalline formations and stress concentrations. Optical microscopy and Raman mapping confirm that pre-growth treated mosaic regions exhibit smooth steps and seamless bonding, with FWHM values between 3 and 5 cm−1, consistent with the quality of non-mosaic growth regions.
在实际应用中,单晶金刚石的尺寸限制仍有待解决。本研究系统研究了单晶金刚石薄膜镶嵌生长过程中,籽晶厚度和生长前处理的变化对阶跃结合、缺陷形成和应力分布的影响。研究结果表明,籽晶厚度在 50 μm 以内的变化会导致平滑的镶嵌交界和较高的晶体质量,而 100 μm 的变化则会导致明显的缺陷和应力集中,从而阻碍充分的结合。生长前处理可减少多晶体形成和应力集中,从而提高晶体质量。光学显微镜和拉曼图谱证实,经过预生长处理的镶嵌区域表现出平滑的阶梯和无缝结合,FWHM 值在 3 到 5 cm-1 之间,与非镶嵌生长区域的质量一致。
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引用次数: 0
Eutectic mixtures of nevirapine: Phase diagrams, solid-state characterization, and dissolution studies 奈韦拉平的共晶混合物:相图、固态表征和溶解研究
IF 1.7 4区 材料科学 Q3 CRYSTALLOGRAPHY Pub Date : 2024-10-19 DOI: 10.1016/j.jcrysgro.2024.127954
Rogeria Nunes Costa , Nathan Kevin Carvalho , Julian Ticona Chambi , Marcelo H.C. Chaves , Helvécio Vinícius Antunes Rocha , Ana Maria do Espirito Santo , Silvia Lucia Cuffini
Solid-state modifications can improve drug performance. Studies have shown that multicomponent crystals, such as cocrystals and eutectic compositions, have successfully improved the performance of certain drugs, including their solubility. Nevirapine (NEV) is an antiretroviral drug with low aqueous solubility, impacting its bioavailability. This work aimed to study different nevirapine/co-former solid eutectic systems, define their phase diagrams and evaluate their dissolution properties. Caffeine (CAF), Theobromine (TEOB), and Theophylline (THEO) were chosen as co-formers due to their functional groups that can interact with NEV. Aiming to determine both temperature and eutectic composition, phase and Tamman diagrams were obtained using the differential scanning calorimetry (DSC) analysis of the mixtures indifferent NEV-co-former compositions (%w/w). Powder X-ray diffraction (PXRD) and DSC were used to characterize the eutectic materials. To assess the influence of eutectic systems on dissolution properties, we determined the powder dissolution profiles and intrinsic dissolution rates of anhydrous NEV and eutectic systems NEV-CAF and NEV-THEO using different dissolution media (pH 1.2 and pH 6.8). The eutectic compositions were calculated through the phase diagrams, interpolating the curves obtained by linear regression. Thus, the eutectic composition of the NEV-CAF system was determined to be 36.55 % NEV and eutectic temperature at 201.1 °C, while in the NEV-THEO system, the eutectic was obtained in a composition of 71.04 % NEV and eutectic temperature at 217.8 °C. Tamman diagrams were generated using the enthalpy values obtained from the DSC curves, and eutectic compositions were calculated using linear regression. The analysis revealed a eutectic composition of 36.51 % of NEV for the NEV-CAF system, and a eutectic composition of 70.94 % of NEV for the NEV-THEO system. It was not possible to determine the eutectic mass fraction of NEV-TEOB. A comparison of dissolution profiles and intrinsic dissolution rates in different dissolution media showed a significant improvement in the NEV dissolution rate in both eutectic systems. In an acidic medium, NEV dissolved 16 times faster in the NEV-CAF sample and 4 times faster in the NEV-THEO sample compared to pure anhydrous NEV. In a neutral medium, the dissolution profile of NEV was even more favorable in the same eutectic systems, showing that the increase in dissolution is relevant in a wide range of pH. In addition, the intrinsic dissolution rate in the two eutectic systems was higher than that of anhydrous NEV in all employed dissolution mediums. These eutectic systems improve the dissolution rate compared to pure NEV, offering the potential for enhancing the dissolution of poorly water-soluble drugs in the future.
固态修饰可以改善药物的性能。研究表明,多组分晶体(如共晶体和共晶组合物)已成功改善了某些药物的性能,包括其溶解性。奈韦拉平(NEV)是一种抗逆转录病毒药物,水溶性较低,影响了其生物利用度。这项工作旨在研究不同的奈韦拉平/共形物固体共晶体系,确定其相图并评估其溶解特性。咖啡因(CAF)、可可碱(TEOB)和茶碱(THEO)因其官能团可与奈韦拉平发生相互作用而被选为共形物。为了确定温度和共晶成分,使用差示扫描量热法(DSC)分析了不同 NEV-共形物成分(%w/w)混合物的相图和塔曼图。粉末 X 射线衍射 (PXRD) 和 DSC 用于表征共晶材料。为了评估共晶体系对溶解特性的影响,我们使用不同的溶解介质(pH 1.2 和 pH 6.8)测定了无水 NEV 和共晶体系 NEV-CAF 和 NEV-THEO 的粉末溶解曲线和内在溶解速率。通过相图计算共晶成分,对线性回归得到的曲线进行插值。因此,NEV-CAF 体系的共晶成分被确定为 36.55 % 的 NEV,共晶温度为 201.1 °C,而 NEV-THEO 体系的共晶成分为 71.04 % 的 NEV,共晶温度为 217.8 °C。利用从 DSC 曲线中获得的焓值生成了 Tamman 图,并利用线性回归计算了共晶成分。分析结果显示,NEV-CAF 系统的共晶成分中 NEV 占 36.51%,NEV-THEO 系统的共晶成分中 NEV 占 70.94%。无法确定 NEV-TEOB 的共晶质量分数。对不同溶解介质中的溶解曲线和内在溶解速率进行比较后发现,两种共晶体系中 NEV 的溶解速率都有显著提高。在酸性介质中,与纯无水 NEV 相比,NEV-CAF 样品中 NEV 的溶解速度快 16 倍,NEV-THEO 样品中 NEV 的溶解速度快 4 倍。在中性介质中,NEV 在相同共晶体系中的溶解曲线更为有利,这表明溶解度的增加与广泛的 pH 值范围相关。此外,在所有采用的溶解介质中,两种共晶体系的内在溶解速率均高于无水 NEV。与纯 NEV 相比,这些共晶体系提高了溶出率,为将来提高水溶性差药物的溶出率提供了可能。
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引用次数: 0
Ultraviolet optical properties of CaSrF2 crystal grown by the cone die Czochralski method 锥模 Czochralski 法生长的 CaSrF2 晶体的紫外光学特性
IF 1.7 4区 材料科学 Q3 CRYSTALLOGRAPHY Pub Date : 2024-10-19 DOI: 10.1016/j.jcrysgro.2024.127949
Yugo Akabe , Kotaro Enomoto , Keito Shinohara , Marilou Raduban , Toshihiko Shimizu , Nobuhiko Sarukura , Rui Okumura , Ryosuke Kodama , Kazuya Takahashi , Toru Kawamata , Kazumasa Sugiyama , Tsuguo Fukuda
Fluoride crystals with extremely wide band gaps are ideal optical materials in the UV wavelength range. Large 4-inch diameter calcium strontium fluoride (Ca0.582Sr0.418F2) single crystal was grown using the Czochralski method with a Cone-shape Die (CD-CZ). The refractive index and relative transmittance of the crystal was evaluated by cutting it into a triangular prism and polished. The direct measurement of the refractive index and relative transmittance was done by using a spectrograph to image the refraction of light as it passes through a dual prism set-up consisting of a SQ prism as reference and either CaF2 or Ca0.582Sr0.418F2 as the material under evaluation. Characterization results showed that Ca0.582Sr0.418F2 has excellent refractive index dispersion and transmittance in the UV region, confirming the applicability of the dual prism with spectrograph setup to measurements of the refractive index and relative transmittance in the UV region.
具有极宽带隙的氟化物晶体是紫外线波长范围内的理想光学材料。利用带有锥形模具(CD-CZ)的 Czochralski 方法,生长出了直径为 4 英寸的大型氟化钙锶(Ca0.582Sr0.418F2)单晶体。晶体的折射率和相对透射率是通过将其切割成三角棱镜并抛光来评估的。直接测量折射率和相对透射率的方法是使用分光仪对光线通过双棱镜装置时的折射情况进行成像,双棱镜装置包括作为参照物的 SQ 棱镜和作为评估材料的 CaF2 或 Ca0.582Sr0.418F2。表征结果表明,Ca0.582Sr0.418F2 在紫外区具有出色的折射率色散和透射率,这证实了双棱镜和光谱仪装置适用于测量紫外区的折射率和相对透射率。
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引用次数: 0
The impact of cooling rate on the structure and properties of VGF-InP single crystals 冷却速率对 VGF-InP 单晶的结构和性质的影响
IF 1.7 4区 材料科学 Q3 CRYSTALLOGRAPHY Pub Date : 2024-10-18 DOI: 10.1016/j.jcrysgro.2024.127946
Xuefeng Zhu , Hua Wei , Guoyong Huang , Weiquan Deng
InP is a III-V compound semiconductor with a zinc-blende crystal structure, widely used in optical communications, high-frequency millimeter-wave devices, optoelectronic integrated circuits, and solar cells. During the growth of VGF-InP single crystals, defects such as twinning, dislocations, and polycrystals are prone to occur. Experimental research on the cooling rate, an important control condition during the growth process, was conducted. By analyzing a large amount of discrete cooling data from the premium InP production and using spherical fitting algorithms for numerical analysis, the optimal cooling curve was obtained. Forward and reverse experimental verification results show that by adjusting the cooling rate at each growth stage, the recurrence of twinning and dislocations was successfully improved. Increasing the cooling rate during the shouldering process helps suppress intrinsic twinning but tends to increase dislocation density during the equal diameter stage process, leading to dislocation proliferation. Therefore, while increasing the cooling rate during shouldering, it is necessary to appropriately reduce the cooling rate during the equal diameter stage process to effectively suppress dislocation proliferation. By precisely controlling the temperature gradient and cooling rate inside the furnace, the thermal field conditions during the crystal growth process can be optimized, significantly improving the quality of InP single crystals.
InP 是一种具有锌蓝晶结构的 III-V 族化合物半导体,广泛应用于光通信、高频毫米波器件、光电集成电路和太阳能电池。在 VGF-InP 单晶生长过程中,容易出现孪晶、位错和多晶等缺陷。冷却速率是生长过程中的一个重要控制条件,对其进行了实验研究。通过分析大量优质 InP 生产的离散冷却数据,并使用球形拟合算法进行数值分析,得到了最佳冷却曲线。正向和反向实验验证结果表明,通过调整每个生长阶段的冷却速率,成功地改善了孪晶和位错的复发。在肩化过程中提高冷却速率有助于抑制本征孪晶,但在等径阶段过程中往往会增加位错密度,导致位错扩散。因此,在肩扛过程中提高冷却速率的同时,有必要在等径阶段过程中适当降低冷却速率,以有效抑制位错扩散。通过精确控制炉内的温度梯度和冷却速率,可以优化晶体生长过程中的热场条件,从而显著提高 InP 单晶的质量。
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引用次数: 0
Visual detection of thermal microvariation characteristics of transparent layer of quartz crucible 目测石英坩埚透明层的热微变特性
IF 1.7 4区 材料科学 Q3 CRYSTALLOGRAPHY Pub Date : 2024-10-18 DOI: 10.1016/j.jcrysgro.2024.127936
Qian Zhao , Zheng-Li Miao
Aiming at detecting and locating bubbles in transparent layer of quartz crucible during the growth of monocrystalline silicon, an improved YOLOv5s model algorithm is proposed in this paper to achieve efficient and accurate crucible bubble detection. Optimize the anchor box through the K-means algorithm to adapt to the bubble dataset before and after the use of the crucible. Utilize the FasterNet backbone network to extract contextual information, enhancing target detection effectiveness. Additionally, the ECA attention mechanism is added to enhance information exchange and improve the accuracy of small target detection. Experimental results show that the improved algorithm performs significantly in bubble detection. For bubble detection before and after use, mAP increased by 2.1 % and 3.29 %, respectively. As usage time increases, the size, shape, and distribution of bubbles in the transparent layer of the quartz crucible change significantly, directly affecting the crucible’s effectiveness. Regular monitoring and evaluation of crucible bubble changes are crucial for maintaining stability and safety in the production process. Further research could explore how these findings can optimize crucible design and usage, improving performance and longevity.
针对单晶硅生长过程中石英坩埚透明层中气泡的检测和定位,本文提出了一种改进的 YOLOv5s 模型算法,以实现高效准确的坩埚气泡检测。通过 K-means 算法优化锚箱,以适应坩埚使用前后的气泡数据集。利用 FasterNet 骨干网络提取上下文信息,提高目标检测效果。此外,还增加了 ECA 注意机制,以加强信息交换,提高小目标检测的准确性。实验结果表明,改进后的算法在气泡检测方面表现显著。在使用前和使用后的气泡检测中,mAP 分别增加了 2.1 % 和 3.29 %。随着使用时间的延长,石英坩埚透明层中气泡的大小、形状和分布会发生显著变化,直接影响坩埚的使用效果。定期监测和评估坩埚气泡的变化对于保持生产过程的稳定性和安全性至关重要。进一步的研究可以探索这些发现如何优化坩埚的设计和使用,提高性能和使用寿命。
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引用次数: 0
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Journal of Crystal Growth
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