基于可视化知识图谱的微晶玻璃研究态势分析

摘要/Abstract

摘要： 微晶玻璃不仅具有耐腐蚀、高强度等特性,且具有易成型、光学性能良好等特点,应用十分广泛,备受学界关注。论文以2013—2017年和2018—2022年两个阶段有关微晶玻璃的SCI论文为样本,通过CiteSpace 6 知识可视化软件构建了微晶玻璃研究领域作者科研合作网络和关键词聚类可视化知识图谱,研究了作者科研合作网络和学术活跃度、可视化发展趋势。结果表明:2013—2017年,学者们更多关注微晶玻璃发光性能、生物活性以及固态电解质的研究;2018—2022年,除持续研究微晶玻璃生物活性外,逐渐转向微晶玻璃的能量转换和碱活化的研究。本文总结前人研究,发现提高生物活性微晶玻璃的抗菌性、控制微晶玻璃生长微纳晶相的方法以及透明发光微晶玻璃结晶度的改进技术等是微晶玻璃材料领域研究和应用的重要前沿方向。

关键词: 微晶玻璃, 可视化知识图谱, 研究态势, 科研合作网络, 学术活跃度

Abstract: Glass ceramics have attracted much attention and been widely applied because of corrosion resistance and high strength, as well as easy forming and unique optical properties. Based on SCI papers about glass ceramics from 2013 to 2022, which were divided into two stages of 2013 to 2017 and 2018—2022, the visual knowledge maps of author scientific collaboration networks and keyword clustering on glass ceramics were constructed with CiteSpace 6, and the author scientific cooperation networks, academic activity and visualization development trend were explored simultaneously. The results show that, researchers are more concerned on luminescence performance, biological activity and solid-state electrolytes of glass ceramics from 2013 to 2017. From 2018 to 2022, in addition to continuous study of biological activity of glass ceramics researchers' attention has shifted to energy conversion and alkali activation of glass ceramics. After summing up the previous results, we propose that the antibacterial properties of bioactive, high transparency luminescent and containing micro/nano crystalline phases of glass ceramics are worthy of further researching.

Key words: glass ceramics, visual knowledge graph, research situation, scientific collaboration network, academic activity

中图分类号:

TQ171

高档妮, 郭宏伟, 王毅, 白赟, 高依博. 基于可视化知识图谱的微晶玻璃研究态势分析[J]. 硅酸盐通报, 2023, 42(11): 4154-4166.

GAO Dangni, GUO Hongwei, WANG Yi, BAI Yun, GAO Yibo. Research Situation Analysis of Glass Ceramics Based on Visual Knowledge Graph[J]. BULLETIN OF THE CHINESE CERAMIC SOCIETY, 2023, 42(11): 4154-4166.

参考文献

[1] HOLAND W, BEALL G H. Glass-ceramic technology[M]. 3rd ed. Hoboken, USA: John Wiley & Sons Inc, 2020, 279-308.
[2] 卢安贤, 胡晓林, 郝小军. 高结晶度透明微晶玻璃研究新进展[J]. 中国材料进展, 2016, 35(12): 927-931.
LU A X, HU X L, HAO X J. Present progress in the research of high crystallinity and transparent glass ceramics[J]. Materials China, 2016, 35(12): 927-931 (in Chinese).
[3] FERNANDES J S, GENTILE P, PIRES R A, et al. Multifunctional bioactive glass and glass-ceramic biomaterials with antibacterial properties for repair and regeneration of bone tissue[J]. Acta Biomaterialia, 2017, 59: 2-11.
[4] 张浩, 朱永昌, 崔竹, 等. 锂铝硅系光敏微晶玻璃的研究进展和应用[J]. 材料导报, 2018, 32(增刊2): 80-84.
ZHANG H, ZHU Y C, CUI Z, et al. Research progress and applications of photosensitive glass-ceramics of Li₂O-Al₂O₃-SiO₂ system[J]. Materials Review, 2018, 32(supplement 2): 80-84 (in Chinese).
[5] 任晶, 卢小送, 王鹏飞. 硫系发光微晶玻璃研究进展[J]. 光子学报, 2019, 48(11): 86-93.
REN J, LU X S, WANG P F. Research progress in fluorescent chalcogenide glass ceramics[J]. Acta Photonica Sinica, 2019, 48(11): 86-93 (in Chinese).
[6] MIOLA M, PAKZAD Y, BANIJAMALI S, et al. Glass-ceramics for cancer treatment: so close, or yet so far?[J]. Acta Biomaterialia, 2019, 83: 55-70.
[7] FU L, ENGQVIST H, XIA W. Glass-ceramics in dentistry: a review[J]. Materials, 2020, 13(5): 1049.
[8] 卢小送, 王慈, 高志刚, 等. 稀土上转换发光氟硅酸盐微晶玻璃研究进展[J]. 发光学报, 2022, 43(11): 1758-1778.
LU X S, WANG C, GAO Z G, et al. Research progress of rare earth upconversion luminescent fluorosilicate glass-ceramics[J]. Chinese Journal of Luminescence, 2022, 43(11): 1758-1778 (in Chinese).
[9] WANG J, WANG M T, TIAN Y, et al. A review on photocatalytic glass ceramics: fundamentals, preparation, performance enhancement and future development[J]. Catalysts. 2022, 12(10): 1235.
[10] LIN L Y, GUO W, LI M J, et al. Progress and perspective of glass-ceramic solid-state electrolytes for lithium batteries[J]. Materials, 2023, 16(7): 2655.
[11] 李杰, 陈超美. CiteSpace: 科技文本挖掘及可视化[M]. 2版. 北京: 首都经济贸易大学出版社, 2017.
LI J, CHEN C M. CiteSpace: text mining and visualization in scientific literature[M]. 2nd ed. Beijing: Capital University of Economics and Business Press, 2017 (in Chinese).
[12] 张子婷, 郑彦宁, 袁芳. 多指标核心作者识别方法研究[J]. 现代情报, 2020, 40(7): 144-151.
ZHANG Z T, ZHENG Y N, YUAN F. Research on multiple-indicators method on identifying the core authors[J]. Journal of Modern Information, 2020, 40(7): 144-151 (in Chinese).
[13] CHEN D Q, WANG Z Y, ZHOU Y, et al. Tb³⁺/Eu³⁺: YF₃ nanophase embedded glass ceramics: structural characterization, tunable luminescence and temperature sensing behavior[J]. Journal of Alloys and Compounds, 2015, 646: 339-344.
[14] CHEN D Q, ZHOU Y, WAN Z Y, et al. Tuning into single-band red upconversion luminescence in Yb³⁺/Ho³⁺ activated nano-glass-ceramics through Ce³⁺ doping[J]. Dalton Transactions, 2015, 44(12): 5288-5293.
[15] CHEN D Q, LIU S, LI X Y, et al. Upconverting luminescence based dual-modal temperature sensing for Yb³⁺/Er³⁺/Tm³⁺: YF₃ nanocrystals embedded glass ceramic[J]. Journal of the European Ceramic Society, 2017, 37(15): 4939-4945.
[16] LI X Y, CHEN X A, YUAN S, et al. Eu³⁺-doped glass ceramics containing NaTbF₄ nanocrystals: controllable glass crystallization, Tb³⁺-bridged energy transfer and tunable luminescence[J]. Journal of Materials Chemistry C, 2017, 5(39): 10201-10210.
[17] HUANG X Y, CHEN D Q, LIN L, et al. Infrared quantum cutting in Er³⁺: NaYF₄ nanostructured glass ceramics for solar cells[J]. Optik, 2014, 125(1): 565-568.
[18] ZHANG R, LIN H, CHEN D Q, et al. Integrated broadband near-infrared luminescence in transparent glass ceramics containing γ-Ga₂O₃: Ni²⁺ and β-YF₃: Er³⁺ nanocrystals[J]. Journal of Alloys and Compounds, 2013, 552: 398-404.
[19] STAMBOULI W, ELHOUICHET H, GELLOZ B, et al. Optical and spectroscopic properties of Eu-doped tellurite glasses and glass ceramics[J]. Journal of Luminescence, 2013, 138: 201-208.
[20] CHENU S, VÉRON E, GENEVOIS C, et al. Long-lasting luminescent ZnGa₂O₄:Cr³⁺ transparent glass-ceramics[J]. Journal of Materials Chemistry C, 2014, 2(46): 10002-10010.
[21] TARAFDER A, MOLLA A R, MUKHOPADHYAY S, et al. Fabrication and enhanced photoluminescence properties of Sm³⁺-doped ZnO-Al₂O₃-B₂O₃-SiO₂ glass derived willemite glass-ceramic nanocomposites[J]. Optical Materials, 2014, 36(9): 1463-1470.
[22] TARAFDER A, MOLLA A R, DEY C, et al. Thermal, structural, and enhanced photoluminescence properties of Eu³⁺-doped transparent willemite glass-ceramic nanocomposites[J]. Journal of the American Ceramic Society, 2013, 96(8): 2424-2431.
[23] EFFENDY N, ABDUL WAHAB Z, MOHAMED KAMARI H, et al. Structural and optical properties of Er³⁺-doped willemite glass-ceramics from waste materials[J]. Optik, 2016, 127(24): 11698-11705.
[24] BAGHBANI F, MOZTARZADEH F, MOZAFARI M, et al. Production and characterization of a Ag- and Zn-doped glass-ceramic material and in vitro evaluation of its biological effects[J]. Journal of Materials Engineering and Performance, 2016, 25(8): 3398-3408.
[25] BEJARANO J, CAVIEDES P, PALZA H. Sol-gel synthesis and in vitro bioactivity of copper and zinc-doped silicate bioactive glasses and glass-ceramics[J]. Biomedical Materials, 2015, 10(2): 025001.
[26] CHEN Q, BAINO F, SPRIANO S, et al. Modelling of the strength-porosity relationship in glass-ceramic foam scaffolds for bone repair[J]. Journal of the European Ceramic Society, 2014, 34(11): 2663-2673.
[27] MOLINO G, BARI A, BAINO F, et al. Electrophoretic deposition of spray-dried Sr-containing mesoporous bioactive glass spheres on glass-ceramic scaffolds for bone tissue regeneration[J]. Journal of Materials Science, 2017, 52(15): 9103-9114.
[28] ELSAKA S E, ELNAGHY A M. Mechanical properties of zirconia reinforced lithium silicate glass-ceramic[J]. Dental Materials, 2016, 32(7): 908-914.
[29] HAYASHI A, NOI K, TANIBATA N, et al. High sodium ion conductivity of glass-ceramic electrolytes with cubic Na₃PS₄[J]. Journal of Power Sources, 2014, 258: 420-423.
[30] SHIN B R, NAM Y J, OH D Y, et al. Comparative study of TiS₂/Li-In all-solid-state lithium batteries using glass-ceramic Li₃PS₄ and Li₁₀GeP₂S₁₂ solid electrolytes[J]. Electrochimica Acta, 2014, 146: 395-402.
[31] DING L F, NING W, WANG Q W, et al. Preparation and characterization of glass-ceramic foams from blast furnace slag and waste glass[J]. Materials Letters, 2015, 141: 327-329.
[32] LI B W, DU Y S, ZHANG X F, et al. Crystallization characteristics and properties of high-performance glass-ceramics derived from Baiyunebo east mine tailing[J]. Environmental Progress & Sustainable Energy, 2015, 34(2): 420-426.
[33] 胡斌. 高介电常数透明微晶玻璃的研究[D]. 北京: 中国科学院大学, 2020.
HU B. Study on transparent glass ceramics with high dielectric constant[D]. Beijing: University of Chinese Academy of Sciences, 2020 (in Chinese).
[34] CHEN X, ZHANG H B, JIA W T, et al. Preparation and luminescence properties of Eu₂O₃ doped glass ceramics containing Na₃Gd(PO₄)₂[J]. Optik, 2021, 238: 166778.
[35] GUO Z H, WANG L Y, LV H M, et al. Preparation and luminescence properties of Tb³⁺ doped and Tb³⁺/Sm³⁺ co-doped Na₃Y(PO₄)₂ crystalline glass ceramics[J]. Materials Science and Engineering: B, 2021, 272: 115352.
[36] WANG Q W, YU X M, WANG T, et al. Tb₄O₇-Sm₂O₃ co-doped glass ceramics containing Ba₃Gd(PO₄)₃: preparation, tunable emission and temperature sensing properties[J]. Journal of Alloys and Compounds, 2022, 927: 167020.
[37] WANG T, WANG S Y, ZHANG H B, et al. Tm³⁺-Dy³⁺-Eu³⁺ tri-doped transparent glass-ceramics containing NaY(MoO₄)₂ crystal phase: preparation, energy transfer, warm white light emitting[J]. Optical Materials, 2020, 104: 109851.
[38] WANG S Y, WANG T, ZHANG H B, et al. Eu³⁺ doped glass ceramics containing NaLa(MoO₄)₂ crystallite: preparation, structure and luminescence properties[J]. Journal of Luminescence, 2020, 226: 117420.
[39] YAN Y M, ZHANG H B, HUO H H, et al. Luminescence and energy transfer of Dy³⁺-Eu³⁺ co-doped glass-ceramics containing ZnMoO₄[J]. Journal of Alloys and Compounds, 2022, 897: 163164.
[40] YU X M, ZHAO T L, WANG T, et al. Up-conversion luminescence properties of Ho³⁺-Yb³⁺ co-doped transparent glass ceramics containing Y₂Ti₂O₇[J]. Journal of Non-Crystalline Solids, 2021, 574: 121163.
[41] JIA F Y, XU S N, ZHANG G D, et al. Effect of Mg²⁺/Sr²⁺ addition on luminescence properties of Dy³⁺ doped glass ceramics containing Ca₂Ti₂O₆[J]. Optical Materials, 2022, 131: 112715.
[42] WEI Y L, ZHANG H B, SU C H, et al. Luminescence and preparation of Dy₂O₃ doped SrCO₃-WO₃-SiO₂ glass ceramics[J]. Journal of Luminescence, 2020, 220: 117021.
[43] LUO G M, CHEN J, ZOU X Y, et al. Eu³⁺ doped K₂O-B₂O₃-Al₂O₃-SiO₂ glass ceramics containing KAlSiO₄ crystalline phase: realizing red emission and high thermal stability[J]. Optik, 2022, 267: 169766.
[44] JIA W T, SU C H, WEI Y L, et al. Luminescence properties and energy transfer of Sm³⁺/Tb³⁺ co-doped glass ceramics containing Na₉YSi₆O₁₈[J]. Journal of Luminescence, 2019, 215: 116576.
[45] WANG S J, TIAN J, YANG K, et al. Crystallization kinetics behavior and dielectric energy storage properties of strontium potassium niobate glass-ceramics with different nucleating agents[J]. Ceramics International, 2018, 44(7): 8528-8533.
[46] YANG K, LIU J R, SHEN B, et al. Effects of TiO₂ addition on dielectric and energy storage properties of BaO-K₂O-Nb₂O₅-SiO₂ glass ceramics[J]. Ceramics International, 2018, 44(6): 6181-6185.
[47] LIU J R, YANG K, ZHAI J W, et al. Effects of crystallization temperature on phase evolution and energy storage properties of BaO-Na₂O-Nb₂O₅-SiO₂-Al₂O₃ glass-ceramics[J]. Journal of the European Ceramic Society, 2018, 38(5): 2312-2317.
[48] XIE S F, LIU C S, BAI H R, et al. Simultaneously ultra-low dielectric loss and rapid discharge time in Ta₂O₅ doped niobate-based glass-ceramics[J]. Journal of Materials Science, 2021, 56(29): 16278-16289.
[49] LIU J H, WANG H T, ZHAI J W, et al. Crystallization mechanisms and energy-storage performances in BaO-SrO-Na₂O-Nb₂O₅ based glass-ceramics[J]. Journal of Electronic Materials, 2018, 47(12): 7429-7434.
[50] CHEN K K, BAI H R, YAN F, et al. Achieving superior energy storage properties and ultrafast discharge speed in environment-friendly niobate-based glass ceramics[J]. ACS Applied Materials & Interfaces, 2021, 13(3): 4236-4243.
[51] LIU C S, XIE S F, BAI H R, et al. Excellent energy storage performance of niobate-based glass-ceramics via introduction of nucleating agent[J]. Journal of Materiomics, 2022, 8(4): 763-771.
[52] XING J H, SHANG F, CHEN G H. Upconversion luminescence of Yb³⁺/Er³⁺ co-doped NaSrPO₄ glass ceramic for optical thermometry[J]. Ceramics International, 2021, 47(6): 8330-8337.
[53] XING J H, SHANG F, LI L, et al. Structure, up-conversion luminescence and optical temperature sensitive properties of glass ceramics containing Ca₅(PO₄)₃F with double luminescence centers[J]. Ceramics International, 2022, 48(1): 1098-1106.
[54] CUI S C, CHEN G H. Enhanced up-conversion luminescence and optical thermometry characteristics of Er³⁺/Yb³⁺ co-doped Sr₁₀(PO₄)₆O transparent glass-ceramics[J]. Journal of the American Ceramic Society, 2020, 103(12): 6932-6940.
[55] XING J H, LIU L M, SHANG F, et al. Preparation, structure and temperature dependence of spectral properties of Yb³⁺/Er³⁺ doped Sr₅(PO₄)₃F transparent glass ceramics[J]. Journal of Alloys and Compounds, 2021, 884: 161018.
[56] SHANG F, CHEN Y, XU J W, et al. Up-conversion luminescence and highly sensing characteristics of Er³⁺/Yb³⁺ co-doped borophosphate glass-ceramics[J]. Optics Communications, 2019, 441: 38-44.
[57] LUO F, XING J H, QIN Y Y, et al. Up-conversion luminescence, temperature sensitive and energy storage performance of lead-free transparent Yb³⁺/Er³⁺ co-doped Ba₂NaNb₅O₁₅ glass-ceramics[J]. Journal of Alloys and Compounds, 2022, 910: 164859.
[58] XING J H, QIN L N, TANG J, et al. Enhanced upconversion luminescence and temperature sensing feature in NaBi(MoO₄)₂: Er³⁺, Yb³⁺ transparent glass ceramics[J]. Journal of Non-Crystalline Solids, 2022, 576: 121267.
[59] GAO Z X, TIAN B, LIU M Y, et al. Luminescence and temperature-dependent sensitivity of Yb³⁺/Er³⁺ doped glass ceramics containing NaGd(MoO₄)₂ nanocrystals[J]. Journal of Non-Crystalline Solids, 2023, 603: 122114.
[60] KARGOZAR S, MOZAFARI M, GHODRAT S, et al. Copper-containing bioactive glasses and glass-ceramics: from tissue regeneration to cancer therapeutic strategies[J]. Materials Science and Engineering: C, 2021, 121: 111741.
[61] FIUME E, MIGNECO C, VERNÉ E, et al. Comparison between bioactive sol-gel and melt-derived glasses/glass-ceramics based on the multicomponent SiO₂-P₂O₅-CaO-MgO-Na₂O-K₂O system[J]. Materials, 2020, 13(3): 540.
[62] BORGES R, MENDONÇA-FERREIRA L, RETTORI C, et al. New sol-gel-derived magnetic bioactive glass-ceramics containing superparamagnetic hematite nanocrystals for hyperthermia application[J]. Materials Science and Engineering: C, 2021, 120: 111692.
[63] ZHANG J J, ZHANG X Y, YUAN J S, et al. Hierarchically porous glass-ceramics by alkaline activation and crystallization from municipal solid waste incineration ashes[J]. Journal of Cleaner Production, 2022, 364: 132693.
[64] ELSAYED H, RINCÓN R A, MOLINO G, et al. Bioactive glass-ceramic foam scaffolds from ‘inorganic gel casting’ and sinter-crystallization[J]. Materials, 2018, 11(3): 349.