孔隙/水泥指数和机器学习模型用于预测不同压缩条件下的水泥泥的拉力和压力强度
Jair Arrieta Baldovino1, Oscar E Coronado-Hernández2, Yamid E Nuñez de la Rosa3
1Department of Civil Engineering, Universidad de Cartagena, Cartagena de Indias 130015, Colombia.
Materials (Basel, Switzerland)
|February 13, 2026
概括
这项研究比较了孔隙性水泥指数和机器学习模型,用于预测水泥泥的强度. 机器学习模型在预测不受限制的压力和分裂拉伸强度方面表现出卓越的准确性.
科学领域:
- 地质技术工程 地质技术工程
- 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.
背景情况:
- 在土木工程中,水泥土壤对于各种应用至关重要.
- 了解它们的机械反应对于结构完整性至关重要.
- 预测模型有助于优化土壤稳定技术.
研究的目的:
- 为了评估泥强度的孔隙度-水泥指数 (η/Civ) 和机器学习 (ML) 模型的预测能力.
- 将ML算法的性能与经验模型进行比较.
- 分析压缩和固化对机械性能的影响.
主要方法:
- 压缩的泥含有不同的水分和水分含量.
- 评估的不受限制的压力强度 (qu) 和分裂拉伸强度 (qt).
- 应用透度-水泥指数和高斯过程回归ML模型.
主要成果:
- η/Civ指数显示了高的预测准确性 (R2>0.980) 对于qu和qt.
- 高斯过程回归实现了R2值,最高为qu的0.997和qt的0.988.
- 强度随着η/Civ的下降显著增加,证明了土壤稳定的有效性.
结论:
- 两种 η/Civ 和 ML 模型都有效预测水泥泥强度.
- 机器学习模型,特别是高斯过程回归,提供了卓越的预测性能和概括性.
- 该研究提供了对优化工程应用的水泥泥的见解.
更多相关视频
06:19Constructing and Visualizing Models using Mime-based Machine-learning Framework
Published on: July 22, 2025
2.6K
04:09Predicting Treatment Response to Image-Guided Therapies Using Machine Learning: An Example for Trans-Arterial Treatment of Hepatocellular Carcinoma
Published on: October 10, 2018
8.9K
相关概念视频
Strength of Cement
548
Strength tests for cement are not performed directly on neat cement paste due to difficulty in obtaining consistent, reliable specimens. Instead, cement is typically tested in the form of cement-sand mortar.
For compressive strength tests, ASTM C 109-05 standards prescribe a cement-sand mix ratio of 1:2.75 and a water/cement ratio of 0.485 for making 2-inch cubes. These cubes are mixed, cast, and cured in saturated lime water at 23°C until testing. Flexural strength testing, outlined in...
For compressive strength tests, ASTM C 109-05 standards prescribe a cement-sand mix ratio of 1:2.75 and a water/cement ratio of 0.485 for making 2-inch cubes. These cubes are mixed, cast, and cured in saturated lime water at 23°C until testing. Flexural strength testing, outlined in...
548
Porosity in Cement Paste
475
The porosity of concrete is a measure of the void spaces within its structure. These spaces impact its strength and durability significantly. When water and cement interact, a chemical reaction called hydration creates a semi-solid paste. This paste includes combined water, making up approximately 23% of the cement's dry mass, and gel water, which fills minuscule voids known as gel pores, accounting for about 28% of the cement gel volume.
The balance of water to cement in the mix is...
The balance of water to cement in the mix is...
475
Relation Between Tensile Strength and Compressive Strength of Concrete
703
Concrete is a fundamental building material, and understanding its strengths is crucial for construction projects. The relationship between its tensile and compressive strengths is intricate, showing that while these strengths are related, they do not increase at the same rate. Tensile strength's growth is slower and is affected by various factors such as the methods used for testing, the size and shape of the specimen, the texture of the aggregate used, and the moisture content of the...
703
Hydration of Cement
974
Hydration of cement is a chemical reaction between cement particles and water. This process occurs primarily through two mechanisms: through-solution and topochemical. In the through-solution process, anhydrous compounds dissolve into their constituents, hydrates form in the solution, and then precipitate from the supersaturated solution. The topochemical process involves solid-state reactions at the cement particle surface. The through-solution process dominates the topochemical process at the...
974
Soundness of Cement
588
The soundness of cement refers to the ability of cement paste to retain its volume after setting. Unsound cement can lead to expansion and structural damage due to the presence of free lime, magnesia, and calcium sulfate. Free lime hydrates very slowly, expanding and causing unsoundness, which is difficult to detect because it intercrystallizes with other compounds. Magnesia also reacts with water, forming crystals that can disrupt the cement's structure. Calcium sulfate can create...
588
Portland Cement
750
Portland cement is the essential binding ingredient in concrete, made from finely ground materials including lime, iron, silica, and alumina. Lime is derived primarily from limestone, marble, marl, seashells, and clays, which also supply iron and alumina, while silica is sourced from sand, chalk, and bauxite. Contemporary manufacturing of Portland cement is a significant source of carbon dioxide emissions, prompting research into reducing its content in concrete through alternative...
750
