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氧化剂量对水泥飞灰砂强度发展的影响:基于实验和ANN的预测
Jing Xu1,2, Fei Peng Liu1,3,4, Jian Xin Zhao3,4
1Institute of International Rivers and Eco-Security, Yunnan University, Kunming, China.
PloS one
|January 21, 2026
概括
这项研究使用活性剂来制造飞灰混凝土,减少污染. 优化了氧化物和飞灰含量,以提高混凝土的强度和性能.
科学领域:
- 材料科学 材料科学 材料科学
- 环境工程 环境工程
- 土木工程 土木工程是指土木工程.
背景情况:
- 飞灰是燃烧的副产品,由于细颗粒物,它会给环境带来风险.
- 有效的灰封闭策略对于减轻陆地和大气污染至关重要.
- 活性混凝土为固定飞灰提供了一个潜在的解决方案.
研究的目的:
- 调查活性剂在生产基于飞灰的混凝土中的使用.
- 为了确定混凝土强度的氧化和飞灰的最佳度.
- 评估无形和相对混凝土性能的影响.
主要方法:
- 混合飞灰与不同度的氧化 (活性剂).
- 使用扫描电子显微镜 (SEM) 进行微观结构分析.
- 进行实验室测试并使用人工神经网络 (ANN) 进行强度预测.
主要成果:
- 氧化在5%和6%的最佳混凝土强度分别在3天和28天.
- 10%的飞灰含量最大化了混凝土的强度;与对照组相比,提高了20-30%的水泥强度.
- ANN模型以10%的误差准确预测了混凝土的强度,有助于确定性能.
结论:
- 性激活有效地包含混凝土结构内的飞灰颗粒.
- 优化的氧化和飞灰含量显著提高了混凝土的机械性能.
- 将ANN与实验室测试相结合,为了解混凝土强度的发展提供了一个强大的方法.
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