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Characterising the glass transition temperature-structure relationship through a recurrent neural network 通过递归神经网络表征玻璃化转变温度-结构关系
Q1 Physics and Astronomy Pub Date : 2023-06-01 DOI: 10.1016/j.nocx.2023.100185
Claudia Borredon , Luis A. Miccio , Silvina Cerveny , Gustavo A. Schwartz

Quantitative structure-property relationship (QSPR) is a powerful analytical method to find correlations between the structure of a molecule and its physicochemical properties. The glass transition temperature (Tg) is one of the most reported properties, and its characterisation is critical for tuning the physical properties of materials. In this work, we explore the use of machine learning in the field of QSPR by developing a recurrent neural network (RNN) that relates the chemical structure and the glass transition temperature of molecular glass formers. In addition, we performed a chemical embedding from the last hidden layer of the RNN architecture into an m-dimensional Tg-oriented space. Then, we test the model to predict the glass transition temperature of essential amino acids and peptides. The results are very promising and they can open the door for exploring and designing new materials.

定量构效关系(QSPR)是一种发现分子结构与其物理化学性质之间相关性的强大分析方法。玻璃化转变温度(Tg)是报道最多的性质之一,其表征对于调节材料的物理性质至关重要。在这项工作中,我们通过开发一个与分子玻璃形成剂的化学结构和玻璃化转变温度相关的递归神经网络(RNN),探索了机器学习在QSPR领域的应用。此外,我们执行了从RNN架构的最后一个隐藏层到m维Tg定向空间的化学嵌入。然后,我们测试了该模型来预测必需氨基酸和肽的玻璃化转变温度。这些结果非常有前景,可以为探索和设计新材料打开大门。
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引用次数: 0
Glass-water interaction of a potassium phospho-aluminosilicate glass: Influence on mechanical behavior 磷酸钾铝硅酸盐玻璃的玻璃-水相互作用:对力学行为的影响
Q1 Physics and Astronomy Pub Date : 2023-06-01 DOI: 10.1016/j.nocx.2023.100184
Emily M. Aaldenberg, Jared S. Aaldenberg, Timothy M. Gross

The mechanical behavior of a potassium phospho-aluminosilicate (KPAS) glass which is known to develop near-surface compressive stress profiles resulting from low-temperature water diffusion was explored. Region I of the macro-crack growth curve for the KPAS glass exhibited a steeper slope corresponding to a higher fatigue parameter, n, than soda-lime glass despite a lower n at crosshead speeds of 10−1–102 mm/min and no decrease in strength at lower rates in dynamic fatigue testing. The fatigue limit was easily observed in 50% RH air for the KPAS glass at velocities ~10−6–10−7 m/s giving rise to the delayed restart of cracks aged below the fatigue limit. Additionally, a 75% strength increase of the KPAS glass was measured after abraded specimens were aged for 100 days in humid air relative to specimens which were tested immediately following abrasion. The effects of swelling stress, surface stress relaxation, crack healing, and crack tip blunting are discussed.

研究了磷酸铝硅酸钾(KPAS)玻璃的力学行为,该玻璃因低温水扩散而产生近表面压应力分布。KPAS玻璃宏观裂纹扩展曲线的区域I显示出比钠钙玻璃更陡的斜率,对应于更高的疲劳参数n,尽管在10−1–102 mm/min的十字头速度下n较低,并且在动态疲劳测试中在较低速度下强度没有降低。KPAS玻璃在50%RH的空气中,以~10−6–10−7 m/s的速度很容易观察到疲劳极限,这导致疲劳极限以下老化裂纹的延迟重新启动。此外,相对于磨损后立即测试的试样,在潮湿空气中老化100天后,测量到KPAS玻璃的强度增加了75%。讨论了膨胀应力、表面应力松弛、裂纹愈合和裂纹尖端钝化的影响。
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引用次数: 0
Femtosecond laser direct-writing of perovskite nanocrystals in glasses 玻璃中钙钛矿纳米晶的飞秒激光直写
Q1 Physics and Astronomy Pub Date : 2023-06-01 DOI: 10.1016/j.nocx.2023.100182
Zihuai Su , Shengzhi Sun , Ye Dai , Xiaofeng Liu , Jianrong Qiu

Perovskite, particularly halide perovskite has drawn increasing attention in recent years because of its remarkable photoelectric properties. However, due to its susceptibility to environmental factors, its research and application have been hampered. Recently, perovskite nanocrystals (PNCs) have been precipitated inside glass by using thermal treatment or femtosecond laser irradiation, which results in unprecedented stability because they are protected by glass matrix. This article reviews the fundamental structure and properties of PNCs, the benefits of perovskite nanocrystals-glass composite structure, and the current state of research into the use of a femtosecond laser to induce PNCs in glass. We also discuss the recent progress in the use of perovskite nanocrystals-glass composite structure for stereo-holographic computing, micro-LEDs and optical storage.

钙钛矿,特别是卤化物钙钛矿,由于其优异的光电性能,近年来受到越来越多的关注。然而,由于其易受环境因素的影响,其研究和应用一直受到阻碍。近年来,钙钛矿纳米晶体(PNCs)通过热处理或飞秒激光照射在玻璃内沉淀,由于受到玻璃基质的保护,其稳定性达到了前所未有的水平。本文综述了PNCs的基本结构和性能,钙钛矿纳米晶体-玻璃复合结构的优点,以及利用飞秒激光在玻璃中诱导PNCs的研究现状。我们还讨论了钙钛矿纳米晶体-玻璃复合结构用于立体全息计算、微型LED和光存储的最新进展。
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引用次数: 0
A window to the future: Frontiers of glass research from a world perspective 通往未来的窗口:世界视野下的玻璃研究前沿
Q1 Physics and Astronomy Pub Date : 2023-06-01 DOI: 10.1016/j.nocx.2022.100133
Jincheng Du, Randall Youngman, Jianrong Qiu, Rui M. Almeida
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引用次数: 0
Structural analysis and chemical stability of Ge and As telluride glasses by Raman spectroscopy 锗和砷碲化物玻璃的拉曼光谱结构分析及化学稳定性
Q1 Physics and Astronomy Pub Date : 2023-06-01 DOI: 10.1016/j.nocx.2023.100186
Dmitriy P. Bayko, Pierre Lucas

Telluride glasses such as Ge-As-Te, Ge-Te, and As-Te are of much interest due to their extensive infrared transparency. The structure of these glasses has also been broadly investigated, but Raman studies are rare and current literature data shows a significant level of disagreements and discrepancies. Here we show that the source of this disparity is two-fold, first the low damage threshold of these glasses requires low photon energy and low power to obtain reliable spectra, and second the unusual surface oxidation of telluride glasses leads to strong Raman artefact in relatively short time. Overall, high resolution spectra of freshly polished glasses obtained at low power with a near infrared source reveal that only four main modes are required to consistently interpret all Raman spectral features. Analysis of these Raman spectra confirm the presence of large chemical disorder in Ge-As-Te and As-Te glasses, consistent with previously reported spectroscopic studies.

碲化物玻璃如Ge-as-Te、Ge-Te和as-Te由于其广泛的红外透明性而备受关注。这些玻璃的结构也得到了广泛的研究,但拉曼研究很少,目前的文献数据显示出很大程度的分歧和差异。在这里,我们表明这种差异的来源有两方面,首先,这些玻璃的低损伤阈值需要低光子能量和低功率才能获得可靠的光谱,其次,碲化物玻璃的不寻常表面氧化在相对较短的时间内导致强拉曼伪影。总的来说,用近红外光源在低功率下获得的新抛光玻璃的高分辨率光谱表明,只需要四种主要模式就可以一致地解释所有拉曼光谱特征。对这些拉曼光谱的分析证实了Ge-As-Te和As-Te玻璃中存在大的化学无序,这与先前报道的光谱研究一致。
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引用次数: 0
Erratum to Borosilicate glass layers on Mycenaean glass: Surface alterations by glass–borax–gold interactions [Journal of Non crystalline solids:X 3C (2019) 100020] 迈锡尼玻璃上硼硅酸盐玻璃层的勘误:玻璃-硼砂-金相互作用的表面变化[j] .非结晶固体学报:X 3C(2019) 100020。
Q1 Physics and Astronomy Pub Date : 2023-06-01 DOI: 10.1016/j.nocx.2023.100153
F. Drünert , F. Lind , P. Vontobel , E.I. Kamitsos , L. Wondraczek , D. Möncke
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引用次数: 0
Erratum to “Viscoelasticity and dynamical gaps: Rigidity in crystallization and glass-forming liquids” [Journal of Non crystalline solids:X 3C (2019) 100030] “粘弹性和动态间隙:结晶和玻璃形成液体的刚性”的勘误[j] .非结晶固体学报:X 3C(2019) 100030。
Q1 Physics and Astronomy Pub Date : 2023-06-01 DOI: 10.1016/j.nocx.2023.100155
J. Quetzalcóatl Toledo-Marín, Gerardo G. Naumis
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引用次数: 0
Molecular simulations of the strength enhancement of pre-stressed silica glass upon exposure to moisture 预应力硅玻璃暴露于湿气后强度增强的分子模拟
Q1 Physics and Astronomy Pub Date : 2023-06-01 DOI: 10.1016/j.nocx.2023.100191
Stephen H. Garofalini

Molecular dynamics simulations were used to evaluate the fracture strength of pre-stressed silica glass exposed to water molecules, with and without heating. The pre-stressed wet glasses had a strength enhancement of 5–7% in comparison to the original dry glasses. Heating the glasses while pre-stressed with included water resulted in an even greater strength enhancement. The glasses with a higher concentration of structural defects in the dry glass have an expected lower dry-glass strength in comparison to the glass with fewer defects. However, the weaker dry glass shows a greater strength enhancement after pre-stressed water exposure caused by the increase in the silanol concentration in the more defective glass that offsets the otherwise weakened glass. Increased silanol concentration has been shown to increase the expansion of silica glass, creating an increased compressive stress on the pre-stressed-wet glass relaxed to original dimensions, allowing for an increased strength enhancement.

分子动力学模拟用于评估暴露于水分子的预应力二氧化硅玻璃在加热和不加热的情况下的断裂强度。与原始干玻璃相比,预应力湿玻璃的强度提高了5-7%。在用所包含的水预加应力的同时加热玻璃导致了更大的强度增强。与具有较少缺陷的玻璃相比,在干玻璃中具有较高浓度的结构缺陷的玻璃具有预期较低的干玻璃强度。然而,较弱的干玻璃在预加应力的水暴露后显示出更大的强度增强,这是由缺陷更大的玻璃中硅烷醇浓度的增加引起的,这抵消了原本较弱的玻璃。硅烷醇浓度的增加已被证明会增加二氧化硅玻璃的膨胀,在松弛到原始尺寸的预应力湿玻璃上产生增加的压缩应力,从而提高强度。
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引用次数: 0
Germanate anomaly and its temperature dependence: An ultra-high field 17O NMR spectroscopic study of sodium germanate glasses 锗酸钠异常及其温度依赖性:锗酸钠玻璃的超高场17O核磁共振光谱研究
Q1 Physics and Astronomy Pub Date : 2023-06-01 DOI: 10.1016/j.nocx.2023.100175
Sabyasachi Sen , Jonathan F. Stebbins , Yijue Xu , Ivan Hung , Zhehong Gan

The oxygen speciation in (Na2O)x(GeO2)100-x glasses with 4 ≤ x ≤ 28 is studied using high-resolution 17O NMR spectroscopy at ultra-high field (35.2 T). The structure of glasses with x ≤ 18 consists of oxygen atoms bridging either two four-coordinated GeIV atoms (O44) or a GeIV and another six-coordinated GeVI atom (O46). The O46: O44 ratio monotonically increases with increasing Na2O content in this composition range. Further addition of Na2O results in a lowering of O46 and in a concomitant rise in the concentration of non-bridging oxygen (NBO) atoms. The resulting compositional variation in the average coordination number of Ge atoms is associated with the non-monotonic evolution of density and the germanate anomaly in these glasses. On the other hand, increasing fictive temperature results in a net conversion of GeVI → GeIV + NBO in these glasses, which is argued to be a source of temperature dependent configurational entropy in germanate liquids.

在超高场(35.2T)下,用高分辨率17O NMR研究了4≤x≤28的(Na2O)x(GeO2)100-x玻璃中的氧形态。x≤18的玻璃结构由氧原子桥接两个四配位GeIV原子(O44)或一个GeIV和另一个六配位GeVI原子(O46)组成。在该组成范围内,O46∶O44的比例随着Na2O含量的增加而单调增加。Na2O的进一步添加导致O46的降低,并伴随着非桥接氧(NBO)原子浓度的升高。由此产生的Ge原子平均配位数的组成变化与这些玻璃中密度的非单调演化和锗酸盐异常有关。另一方面,虚拟温度的增加导致GeVI的净转化→ 这些玻璃中的GeIV+NBO,被认为是锗酸盐液体中与温度相关的构型熵的来源。
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引用次数: 0
Characterising the glass transition temperature-structure relationship through recurrent neural network 用递归神经网络表征玻璃化转变温度结构关系
Q1 Physics and Astronomy Pub Date : 2023-05-01 DOI: 10.1016/j.nocx.2023.100185
Claudia Borredon, Luis A. Miccio, S. Cerveny, G. A. Schwartz
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引用次数: 0
期刊
Journal of Non-Crystalline Solids: X
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