全球数据集的UHPC混合设计与补充的水泥材料和纳米添加剂的全球数据集
Umair Jalil Malik1, Damith Mohotti1, Huadong Mo2
1School of Engineering and Technology, University of New South Wales, Canberra, Australia.
Data in brief
|November 11, 2025
概括
本研究汇编了2188个超高性能混凝土 (UHPC) 设计的全球数据集,以帮助开发可持续混合物. 这个资源促进了人工智能驱动的优化,减少了对环保混凝土的广泛实验.
科学领域:
- 材料科学 材料科学 材料科学
- 土木工程 土木工程是指土木工程.
- 可持续建筑 可持续建筑
背景情况:
- 超高性能混凝土 (UHPC) 提供了增强的机械性能和耐久性.
- 在UHPC中加入补充性水泥材料 (SCM),纳米添加剂和可持续填充剂可以降低水泥含量.
- 优化UHPC混合设计是具有挑战性的,因为有许多参数和广泛的试错测试.
研究的目的:
- 通过创建一个全面的,全球多样化的数据集来解决现有的HUPC数据集的局限性.
- 为了促进数据驱动的建模和机器学习 (ML) 应用程序的UHPC混合设计.
- 通过高效的优化策略,支持可持续发展和环保的超高温电压的发展.
主要方法:
- 全球UHPC数据集的编制,包括来自168个出版物的2188个混合设计.
- 机器学习模型开发数据集的标准化和格式化.
- 包括各种参数,如国家,水泥类型,SCM,纳米颗粒,填充剂,纤维和固化机制.
主要成果:
- 已经成功编制和标准化了2188个UHPC混合设计的全面全球数据集.
- 该数据集涵盖了广泛的地理位置,材料类型和加工条件.
- 编制的数据集已经准备好用于开发先进的ML模型和反向设计策略.
结论:
- 开发的全球UHPC数据集是全球研究人员的宝贵资源.
- 这一数据集使可持续的UHPC混合设计能够更有效和数据驱动的优化.
- 促进在创造具有卓越性能特性的环保混凝土方面取得进展.
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