Monitoring of self-setting apatite cement using near-infrared spectroscopy: time-course evaluation using machine learning

IF 2.1 4区 材料科学 Q2 MATERIALS SCIENCE, CERAMICS
Yuta Otsuka, Sayaka Ito, Kazuyuki Noguchi, Hiroshi Kono, Masafumi Kikuchi
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Abstract

In this study, near-infrared (NIR) spectroscopy, a measurement method not widely used in dentistry, was used to monitor the synthesis of calcium phosphate cement. Tetra calcium phosphate and di calcium phosphate dihydrate were mixed at a Ca/P ratio of 1.67, and water was added dropwise to induce the phase transition to HAp. The reaction conditions were evaluated by measuring NIR spectra every minute for 60 min and every 20 min for 24 h. The obtained NIR spectra were analyzed using singular value decomposition. The synthesized apatite was characterized by measuring XRD, FT-IR, and SEM. In the self-setting apatite cement system, 24-hour monitoring revealed that a phase transition was achieved. NIR monitoring was found to be effective and valuable for evaluating calcium phosphate cements.

使用近红外光谱监测自凝磷灰石水泥:使用机器学习的时间过程评估
在本研究中,近红外光谱(NIR)是一种在牙科中不广泛使用的测量方法,用于监测磷酸钙水泥的合成。在Ca/P为1.67的条件下,将磷酸四钙和二水合磷酸二钙进行混合,并逐步加水诱导其向HAp相变。每分钟测量60 min的近红外光谱,每20 min测量24 h的近红外光谱,评价反应条件。得到的近红外光谱用奇异值分解分析。采用XRD、FT-IR和SEM对合成的磷灰石进行了表征。在自凝磷灰石水泥体系中,24小时监测显示实现了相变。近红外监测是评价磷酸钙胶结物的有效和有价值的方法。
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来源期刊
Journal of the Australian Ceramic Society
Journal of the Australian Ceramic Society Materials Science-Materials Chemistry
CiteScore
3.70
自引率
5.30%
发文量
123
期刊介绍: Publishes high quality research and technical papers in all areas of ceramic and related materials Spans the broad and growing fields of ceramic technology, material science and bioceramics Chronicles new advances in ceramic materials, manufacturing processes and applications Journal of the Australian Ceramic Society since 1965 Professional language editing service is available through our affiliates Nature Research Editing Service and American Journal Experts at the author''s cost and does not guarantee that the manuscript will be reviewed or accepted
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