用人造神经网络来确定建造历史建筑的建筑砂的组成
Filip Chyliński1, Piotr Kupisz1, Przemysław Więch1
1Instytut Techniki Budowlanej, Filtrowa Str. 1, 00-611 Warsaw, Poland.
Materials (Basel, Switzerland)
|August 28, 2025
概括
这项研究使用人工神经网络 (ANN) 准确确定体砂的组成和类型. 这种方法有助于创建使用现代材料的历史建筑的保存食谱.
科学领域:
- 材料科学
- 化学学
- 人工智能
背景情况:
- 石英砂对于历史建筑来说至关重要.
- 准确的砂分析对于有效的保护至关重要.
- 用现代材料复制原来的砂属性是一项挑战.
研究的目的:
- 开发一种新的人工神经网络 (ANN) 方法来确定体砂的组成和类型.
- 通过使用现有的原材料,创建用于保存历史石的砂配方.
- 确保保存砂具有与原始配方相似的特性.
主要方法:
- 使用已知成分的水泥,石灰和水泥-石灰砂数据集训练ANN.
- 在ANN分析中利用砂的关键性质:总孔径,特异密度,不溶性残留物,SiO2含量,CaO含量,Si/Ca比率和压力强度.
- 验证ANN在确定砂组成和分类砂类型方面的准确性.
主要成果:
- 在确定砂成分时,ANN的验证误差低于5%.
- 在分类砂类型方面,ANN的准确性超过93%.
- 这项研究证实了ANN在分析墙体砂的有效性.
结论:
- 人工神经网络提供了一个非常准确的石分析方法.
- 在历史建筑中识别砂类型和构成的ANN是有价值的工具.
- 这种方法有助于开发适合遗产保护的砂配方.
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