土工格栅与海礁砂界面随温度变化的循环后机械特性:实验研究与机器学习建模

IF 2.7 3区 地球科学 Q1 ENGINEERING, MARINE Journal of Marine Science and Engineering Pub Date : 2024-07-26 DOI:10.3390/jmse12081262
Zhiming Chao, Haoyu Wang, Jinhai Zheng, Danda Shi, Chunxu Li, Gege Ding, Xianhui Feng
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引用次数: 0

摘要

海洋礁砂-土工格栅(RG)界面的机械响应会受到高温气候、粒度和多变应力环境的影响。这些因素对岩礁砂工程中土工格栅加固的有效性至关重要。然而,有关粒度、温度和应力历史对 RG 界面力学特性影响的研究很少,大多数研究都集中在单一因素对 RG 界面力学特性的影响上。本文基于自主研发的温控大型界面剪切设备,在5-80 ℃温度范围内对RG界面进行了一系列前后循环剪切试验。研究了不同礁砂粒度对 RG 界面的影响(S1:1-2 毫米;S2:2-4 毫米)。结果表明,温度和粒度对 RS 界面的机械特性有显著影响。与 S1 RG 界面相比,S2 RG 界面的循环前/后最大剪切强度对温度变化的敏感性更高。此外,与循环前剪切强度相比,循环后最大剪切强度对温度变化的敏感性更高。随着温度的变化,S2 RG 接口的循环前/循环后最大剪切强度大于 S1 RG 接口的最大剪切强度。根据物理测试结果,构建了一个包含 450 个数据集的机器学习模型,该模型可以准确预测 RG 接口的剪切强度。
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Temperature-Dependent Post-Cyclic Mechanical Characteristics of Interfaces between Geogrid and Marine Reef Sand: Experimental Research and Machine Learning Modeling
The mechanical response of the marine reef sand–geogrid (RG) interface can be influenced by a high-temperature climate, grain size, and variable stress environments. These factors are critical to the effectiveness of geogrid reinforcement in reef sand engineering. However, there are few studies on the influences of grain size, temperature, and stress history on the mechanical characteristics of RG interfaces, with most studies centering on the influence of single factors on the mechanical characteristics of RG interfaces. In this paper, based on self-developed temperature-controlled large interface shear equipment, a series of before/post-cyclic shear tests were carried out on RG interfaces in the temperature range of 5–80 °C. The impact of different reef sand grain sizes on the RG interface was explored (S1: 1–2 mm; S2: 2–4 mm). It was shown that temperature and grain size had significant influences on the mechanical characteristics of the RS interface. Compared with the S1 RG interfaces, the S2 RG interfaces had higher sensitivity to temperature changes with respect to the before/post-cyclic maximum shear strength. Moreover, in comparison to the before-cyclic shear strength, the post-cyclic maximum shear strength is more responsive to temperature changes. The before/post-cyclic maximum shear strength of the S2 RG interfaces was greater than the maximum shear strength of the S1 RG interfaces as the temperature changed. Based on the results of physical tests, a machine learning model containing 450 datasets was constructed, which can accurately predict the shear strength of the RG interface.
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来源期刊
Journal of Marine Science and Engineering
Journal of Marine Science and Engineering Engineering-Ocean Engineering
CiteScore
4.40
自引率
20.70%
发文量
1640
审稿时长
18.09 days
期刊介绍: Journal of Marine Science and Engineering (JMSE; ISSN 2077-1312) is an international, peer-reviewed open access journal which provides an advanced forum for studies related to marine science and engineering. It publishes reviews, research papers and communications. Our aim is to encourage scientists to publish their experimental and theoretical results in as much detail as possible. There is no restriction on the length of the papers. The full experimental details must be provided so that the results can be reproduced. Electronic files and software regarding the full details of the calculation or experimental procedure, if unable to be published in a normal way, can be deposited as supplementary electronic material.
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