农业废物的机械性能优化和成本分析,作为生产中的替代品
G Nakkeeran1, L Krishnaraj2, Pshtiwan Shakor3
1Department of Civil Engineering, Madanapalle Institute of Technology and Science, Madanapalle, 517325, Andhra Pradesh, India. drnakkeerang@mits.ac.in.
Scientific reports
|October 14, 2024
概括
这项研究探讨了利用农业废物来创造可持续的生物. 机器学习模型准确地预测了这些环保建筑材料的机械性能.
科学领域:
- 材料科学 材料科学 材料科学
- 可持续建筑 可持续建筑
- 农业废物价值化 农业废物价值化
背景情况:
- 越来越多的人对环保建筑材料的需求.
- 农业废物为传统材料提供了一个可持续的替代品.
- 需要优化新材料的生产和性能预测.
研究的目的:
- 研究农业废物 (花生) 在制造生物的潜力.
- 为了确定生物的最佳混合比例,使用水泥飞灰和水合石灰.
- 应用机器学习技术来预测生物的特性.
主要方法:
- 生物的制备,含有不同比例的花生 (20-60%).
- 测试压力强度,干燥密度,吸水能力和花的测试.
- 响应表面方法 (RSM) 和人工神经网络 (ANN) 的应用用于属性预测.
主要成果:
- 根据压力强度确定最佳混合比例.
- RSM模型在预测关键性质方面表现出高准确度 (R平方>0.88).
- 该模型实现了极高的预测准确度 (R平方>0.99).
结论:
- 使用农业废物的生物是一种可行的可持续建筑材料.
- 机器学习有效地优化和预测这些新材料的性能.
- 这项研究为环保建筑材料开发提供了一条道路.
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