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Evolution of rust layers and degradation of mechanical properties of Q420B steel in a simulated wet/dry cyclic coastal atmosphere Q420B 钢在模拟干湿循环沿海大气中锈层的演变和机械性能的退化
IF 7.4 1区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-09-18 DOI: 10.1016/j.conbuildmat.2024.138265

The evolution of rust layers and degradation of mechanical properties of Q420B steel used for the construction of ultra-high voltage (UHV) transmission towers were investigated through accelerated wet/dry cyclic corrosion test (CCT). After 135 cycles of CCT, the corrosion of Q420B low alloy steel was divided into three distinct stages. Initially, the corrosion rate rose, then declined, and finally stabilized, with turning points of 45CCT and 105CCT respectively. Corrosion rates were influenced by the morphology of the rust layer and the evolution of its phases. The internal rust layer containing β-FeOOH, a strong oxidative corrosion product with a tunneling structure, significantly accelerated the corrosion rate of Q420B steel in coastal environments. In the initial corrosion stage, strong oxidizing products facilitated the cathodic process. As corrosion proceeded, the thickening rust layer and increasing α-FeOOH content in the middle to late stages impeded the cathodic/anodic process. Furthermore, the mechanical properties of the specimens showed a significant decline after wet/dry cyclic corrosion. The material failure occurred at the turning point between the second and third stages of corrosion evolution, 105CCT, marked by a 7.55 % weight loss. Elongation was the most susceptible to corrosion, with the degradation patterns of plasticity and strength following linear and quadratic functions, respectively. The inhomogeneous corrosion component had a more pronounced effect on the mechanical properties of the specimen during the CCT. However, the protective rust layer served to moderately slow down the deterioration of mechanical properties. This study provides a reference for predicting the performance degradation of UHV transmission tower components in coastal environments.

通过加速干/湿循环腐蚀试验(CCT),研究了用于建造特高压(UHV)输电塔的 Q420B 钢的锈层演变和机械性能退化情况。经过 135 次 CCT 循环后,Q420B 低合金钢的腐蚀分为三个不同的阶段。最初,腐蚀速率上升,然后下降,最后趋于稳定,转折点分别为 45CCT 和 105CCT。腐蚀速率受锈层形态及其相态演变的影响。内部锈层含有β-FeOOH,这是一种具有隧道结构的强氧化腐蚀产物,明显加快了 Q420B 钢在沿海环境中的腐蚀速率。在腐蚀初期,强氧化产物促进了阴极过程。随着腐蚀的进行,中后期锈层的增厚和 α-FeOOH 含量的增加阻碍了阴极/阳极过程。此外,试样的机械性能在干湿循环腐蚀后出现明显下降。材料失效发生在腐蚀演化的第二和第三阶段之间的转折点,即 105CCT,其标志是重量损失了 7.55%。伸长率最容易受到腐蚀的影响,塑性和强度的退化模式分别遵循线性和二次函数。在 CCT 期间,不均匀腐蚀成分对试样机械性能的影响更为明显。然而,保护锈层起到了适度减缓力学性能恶化的作用。这项研究为预测沿海环境中特高压输电塔部件的性能退化提供了参考。
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引用次数: 0
Comparative analysis of corrosion resistance and purification performance of geopolymer recycled pervious concrete under acid rain soaking and spraying simulation 土工聚合物再生透水混凝土在酸雨浸泡和喷淋模拟条件下的抗腐蚀和净化性能对比分析
IF 7.4 1区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-09-18 DOI: 10.1016/j.conbuildmat.2024.138322

Acid rain corrosion is a critical factor contributing to the increased susceptibility of concrete pavements to cracking and reduced service life, raising significant safety concerns. This research aims to investigate the acid rain corrosion resistance and purification performance of geopolymer recycled pervious concrete (GRPC) with top-bottom interconnected channels under acid rain soaking and spraying simulation tests. The impacts of acid rain exposure on the compressive strength, permeability coefficient, mass loss, neutralization depth of GRPC, and the pH value of percolating acid rainwater were analyzed. The results proved that GRPC exhibited excellent resistance to simulated acid rain with a pH of 4.0. Furthermore, employing a combination of sodium hydroxide and sodium silicate as alkali-activators provided the optimal acid rain corrosion resistance. Additionally, in the early stage of acid rain exposure, acid rain was neutralized by the sodium carbonate formed through efflorescence. While in the middle-later stage, the migrating alkaline substances in GRPC matrix directly neutralized the pH of acid rain. Notably, after 28 days of simulated acid rain spraying, GRPC maintained its ability to purify the acid rain flowing through its channels, successfully raising the pH from 4 to a range between 7 and 8, demonstrating an effective acid rain purification capability. In conclusion, GRPC can transform the efflorescence issue in concrete into an effective means to counteract acid rain corrosion, thereby equipping concrete pavements with the dual advantages of alleviating urban waterlogging and resisting acid rain corrosion. This renders GRPC a promising avenue for both academic research and practical engineering applications.

酸雨腐蚀是导致混凝土路面更易开裂和使用寿命缩短的关键因素,引发了重大的安全问题。本研究旨在研究在酸雨浸泡和喷淋模拟试验下,具有上下互联通道的土工聚合物再生透水混凝土(GRPC)的抗酸雨腐蚀性能和净化性能。分析了酸雨暴露对土工聚合物再生透水混凝土的抗压强度、渗透系数、质量损失、中和深度以及下渗酸雨水pH值的影响。结果表明,GRPC 对 pH 值为 4.0 的模拟酸雨具有出色的耐受性。此外,采用氢氧化钠和硅酸钠组合作为碱活化剂可提供最佳的耐酸雨腐蚀性能。此外,在酸雨暴露的早期阶段,酸雨会被渗出形成的碳酸钠中和。而在中后期,GRPC 基质中迁移的碱性物质直接中和了酸雨的 pH 值。值得注意的是,经过 28 天的模拟酸雨喷洒后,GRPC 仍能保持净化流经其通道的酸雨的能力,成功地将 pH 值从 4 提高到 7 至 8 之间,显示出有效的酸雨净化能力。总之,GRPC 可以将混凝土中的渗出问题转化为抵御酸雨腐蚀的有效手段,从而使混凝土路面具有缓解城市内涝和抵御酸雨腐蚀的双重优势。这使得 GRPC 在学术研究和实际工程应用方面都大有可为。
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引用次数: 0
MXene quantum dots modified pitaya peel-based composite phase change material with excellent thermal properties for building energy efficiency applications 具有优异热性能的 MXene 量子点改性番木瓜果皮基复合相变材料可用于建筑节能领域
IF 7.4 1区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-09-18 DOI: 10.1016/j.conbuildmat.2024.138392

Bio-based materials have attracted much attention because their application in the construction field is conducive to energy saving and emission reduction. In this paper, a bio-based composite phase change material (CPCM) was prepared by utilizing pitaya peel as a bio-based material, MXene quantum dots (MQDs) as a modified material, and polyethylene glycol (PEG) as a phase change medium. MXene quantum dots dispersed in the pitaya peel-based porous carbon skeleton enhanced the three-dimensional thermal conductivity network of the porous carbon skeleton somewhat improved the thermal conductivity (0.676 W/mK) of the polyethylene glycol/MXene quantum dots-modified pitaya peel-based porous carbon foam (PPF) composite phase change material (PEG/PPF@M). It is worth noting that PEG/PPF@M has excellent thermal stability and its enthalpy is basically unchanged after 100 cycles, which proves the recyclable stability of PEG/PPF@M in practical applications. PEG/PPF@M has great potential for thermal management of buildings and electronic components. Overall, a novel multifunctional CPCM was prepared in this study using a simple process method, which can not only be applied in electronic products to improve the service life of electronic components, but also in the field of construction to realize energy saving and emission reduction, as well as the recycling and reuse of waste.

生物基材料在建筑领域的应用有利于节能减排,因此备受关注。本文以番木瓜皮为生物基材料,MXene量子点(MQDs)为改性材料,聚乙二醇(PEG)为相变介质,制备了一种生物基复合相变材料(CPCM)。分散在番木瓜皮多孔碳骨架中的 MXene 量子点增强了多孔碳骨架的三维导热网络,在一定程度上提高了聚乙二醇/MXene 量子点改性番木瓜皮多孔碳泡沫(PPF)复合相变材料(PEG/PPF@M)的导热系数(0.676 W/mK)。值得注意的是,PEG/PPF@M 具有极佳的热稳定性,100 次循环后其热焓基本不变,这证明了 PEG/PPF@M 在实际应用中的可循环稳定性。PEG/PPF@M 在建筑物和电子元件的热管理方面具有巨大潜力。总之,本研究采用简单的工艺方法制备了一种新型多功能 CPCM,它不仅可以应用于电子产品,提高电子元件的使用寿命,还可以应用于建筑领域,实现节能减排和废弃物的回收再利用。
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引用次数: 0
Optimization of slow-release salt storage snowmelt aggregate preparation process and its slow-release performance based on response surface methodology-orthogonal test 基于响应面方法学-正交试验的缓释盐储存融雪骨料制备工艺及其缓释性能优化研究
IF 7.4 1区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-09-18 DOI: 10.1016/j.conbuildmat.2024.138356

Salt storage asphalt pavement can effectively alleviate the problem of pavement snow and ice in winter, and ensure the driving safety and transportation capacity. Salt storage type snow melting and ice suppression materials are the key to the function of salt storage asphalt pavement. The purpose of this paper is to develop a snow-melting and ice suppression aggregate with outstanding sustained release performance by coupling the orthogonal test and response surface method. Three process variables, such as adsorption time, concentration of snow-melting salt solution and mass ratio of porous aggregate to snow melting salt, were optimized by orthogonal test and response surface method. Then, the preparation process of salt storage aggregate was determined by adsorption performance test. Finally, the physical and mechanical properties, slow release performance and ice melting performance of the slow-release salt-storage snowmelt aggregate were tested. The results showed that the optimum preparation process of salt-storing aggregate was the adsorption time of 12 h, concentration of snow-melting agent solution of 30 %, and mass ratio of snow-melting salt to salt-storing carrier of 0.5:1. The optimum mass ratio of salt-storing aggregate to wrapping material (phenolic resin) was 1:2.5. The salt release amount of the slow-release salt-storing snowmelt aggregate at 180 min was about 43.75 % lower than that of the unwrapped salt-storing aggregate. At the same time, 5 g of slow-release salt-storing snow-melting aggregate had a melting ice amount of 0.9 g at a temperature of −5°C. In addition, the slow-release salt-storing snow-melting aggregates wrapped with different proportions of asphalt could release salt, and its conductivity was at least 1200 μs/cm in the stable stage.

储盐式沥青路面能有效缓解冬季路面积雪结冰问题,保证行车安全和运输能力。储盐型融雪抑冰材料是储盐沥青路面发挥作用的关键。本文旨在通过正交试验和响应面法的耦合,开发一种持续释放性能优异的融雪抑冰骨料。通过正交试验和响应面法对吸附时间、融雪盐溶液浓度、多孔集料与融雪盐的质量比等三个工艺变量进行了优化。然后,通过吸附性能测试确定了储盐骨料的制备工艺。最后,测试了缓释储盐融雪骨料的物理机械性能、缓释性能和融冰性能。结果表明,储盐骨料的最佳制备工艺为吸附时间为 12 h,融雪剂溶液浓度为 30 %,融雪盐与储盐载体的质量比为 0.5:1。储盐骨料与包裹材料(酚醛树脂)的最佳质量比为 1:2.5。180 分钟后,缓释储盐融雪骨料的盐释放量比未包裹的储盐骨料低约 43.75%。同时,5 克缓释储盐融雪骨料在零下 5 摄氏度时的融冰量为 0.9 克。此外,用不同比例的沥青包裹的缓释蓄盐融雪骨料可以释放盐分,其电导率在稳定阶段至少为 1200 μs/cm。
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引用次数: 0
Bond behavior and bond strength model for ribbed FRP bar in FRP-confined concrete 带肋玻璃钢条在玻璃钢约束混凝土中的粘结行为和粘结强度模型
IF 7.4 1区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-09-17 DOI: 10.1016/j.conbuildmat.2024.138318

In this paper, an experimental study is conducted to gain insight into the bond behavior of ribbed fiber-reinforced polymer (FRP) bar in FRP-confined concrete. Various parameters, including the ratio of concrete cover to bar diameter, concrete strength, and FRP confinement level, are considered in this study. The test results demonstrate the effectiveness of FRP confinement in changing the bond failure mode of FRP bar from the concrete splitting to the pullout and improving bond ductility and strength. The bond response of ribbed FRP bar in FRP-confined concrete is characterized by three distinct stages: uncracked stage, cracking enhancement stage, and cracking degradation stage. The bond mechanism within each stage is elucidated. The study reveals that the normalized bond strength is distinctly influenced by the ratio of concrete cover to diameter and FRP confinement level, while concrete strength exhibits a negligible impact. Finally, the study proposes a novel model for predicting the bond strength of the ribbed FRP bar embedded in both unconfined and FRP-confined concrete.

本文进行了一项实验研究,以深入了解带肋纤维增强聚合物(FRP)条在 FRP 密实混凝土中的粘结行为。本研究考虑了各种参数,包括混凝土覆盖层与钢筋直径之比、混凝土强度和 FRP 约束水平。试验结果表明,FRP 约束能有效地将 FRP 杆件的粘结破坏模式从混凝土劈裂转变为拉出,并改善粘结延性和强度。带肋玻璃钢条在玻璃钢约束混凝土中的粘结响应分为三个不同阶段:未开裂阶段、开裂增强阶段和开裂退化阶段。阐明了每个阶段的粘结机理。研究发现,归一化粘结强度受混凝土覆盖率与直径之比和 FRP 约束水平的明显影响,而混凝土强度的影响可以忽略不计。最后,该研究提出了一个新模型,用于预测嵌入非约束和 FRP 约束混凝土中的带肋 FRP 棒的粘结强度。
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引用次数: 0
Light-transmitting concrete: Performance and novel casting methods 透光混凝土:性能和新型浇注方法
IF 7.4 1区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-09-17 DOI: 10.1016/j.conbuildmat.2024.138270

Today, with the increase in population, the amount of energy consumption has increased; as well, high-level construction in urban areas has increased. In this regard, the shading of tall buildings has further increased energy consumption. The present research provides a solution to reduce energy consumption associated with buildings lighting by introducing new techniques associated with casting light transmitting concrete. For this purpose, 4 mixing designs are presented as, 1- reference concrete (Ref), 2- light-transmitting concrete based on plastic optical fibers (B1), 3- light-transmitting concrete based on ribbed resin rods (B2), 4- composite based on tempered glass waste and epoxy resin (B3). Since the samples are used as external walls, first the mechanical characteristics were investigated and then with the aim of assessing the effect of using the materials on energy consumption, a building was modeled with Design Builder software. Considering the results, samples B1 and B2 provided acceptable compressive strength in terms of structural performance. However, regarding tensile strength, only sample B1 can be used in the structure. In sample B2, the cost of consumables has decreased by 86.5 % compared to sample B1, which can be more suitable for non-structural applications. Compared to other samples, sample B3 has been associated with a 26 % decrease in volumetric mass and a 10-fold increase in light transmission; in addition, it has better efficiency than glass, which can replace glass windows. In general, all samples are more suitable for cold climates and are not recommended for hot climates. The north and south walls are more suitable for the use of samples.

如今,随着人口的增加,能源消耗量也在增加;同时,城市地区的高层建筑也在增加。在这方面,高层建筑的遮阳进一步增加了能源消耗。本研究通过引入与透光混凝土浇注相关的新技术,提供了一种降低建筑物照明能耗的解决方案。为此,本研究提出了 4 种混合设计:1- 参考混凝土(Ref);2- 基于塑料光纤的透光混凝土(B1);3- 基于带肋树脂棒的透光混凝土(B2);4- 基于钢化玻璃废料和环氧树脂的复合材料(B3)。由于这些样品被用作外墙,因此首先对其机械特性进行了研究,然后使用 Design Builder 软件对建筑物进行建模,目的是评估使用这些材料对能耗的影响。从结果来看,B1 和 B2 样品在结构性能方面提供了可接受的抗压强度。但在抗拉强度方面,只有 B1 样品可用于建筑结构。与 B1 样品相比,B2 样品的耗材成本降低了 86.5%,更适用于非结构应用。与其他样品相比,样品 B3 的体积质量减少了 26%,透光率提高了 10 倍;此外,它比玻璃具有更高的效率,可以取代玻璃窗。总的来说,所有样本都更适合寒冷气候,不建议用于炎热气候。南北墙更适合使用样品。
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引用次数: 0
Promising green composites: Bamboo based/epoxy resin composite pipes with high mechanical stability designed by cascade 前景广阔的绿色复合材料:采用级联法设计的具有高机械稳定性的竹基/环氧树脂复合管道
IF 7.4 1区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-09-17 DOI: 10.1016/j.conbuildmat.2024.138331

Since bamboo possesses an extremely high weight-strength ratio, excellent flexibility, and a unique round structure, this fast-growing and abundant biomass has been thought of as a promising alternative to building materials, especially plastic pipes. However, the inherent limitations, including poor water resistance, transverse mechanical weaknesses, and low mildew resistance, hinder its application. Composite bamboo with resins could effectively improve the above problems, but resin modification methods that have been traditionally used fail to achieve strong interfacial bonding with the bamboo substrate, which could not meet the requirements for high performance in harsh conditions. This study treated round bamboo with limited delignification and acetylation. The limited delignification treatment promoted lateral impregnation of the epoxy resin into the round bamboo substrate and maximized retention of the performance advantages of round bamboo. The treatment also provided more reaction sites for acetylation. The acetylation treatment enhanced interfacial adhesion between the cured epoxy resin and the round bamboo substrate. Due to this tighter connection from both physical structure bonding, the as-prepared bamboo-based/epoxy resin composite pipes exhibited excellent mechanical performance, with a tensile strength of 3.89 MPa in the hoop direction, 74.69 MPa in the longitudinal direction, and a ring stiffness of 50.26 kPa. This study prepared a sustainable and high-strength candidate for plastic pipes through a low-carbon, energy-saving, and emission reduction method, which brought new perspective for achieving the goal of carbon neutrality.

由于竹子具有极高的重量-强度比、极佳的柔韧性和独特的圆形结构,这种生长迅速、资源丰富的生物质一直被认为是建筑材料(尤其是塑料管道)的理想替代品。然而,其固有的局限性,包括较差的耐水性、横向机械弱点和较低的防霉性,阻碍了它的应用。用树脂复合竹材可有效改善上述问题,但传统使用的树脂改性方法无法实现与竹材基材的强界面粘合,无法满足苛刻条件下的高性能要求。本研究对圆竹进行了有限脱木素和乙酰化处理。有限脱木素处理可促进环氧树脂横向浸渍到圆竹基材中,最大限度地保留圆竹的性能优势。该处理还为乙酰化提供了更多的反应位点。乙酰化处理增强了固化环氧树脂与圆竹基材之间的界面粘附力。由于这两种物理结构粘合产生了更紧密的连接,制备的竹基/环氧树脂复合管道表现出优异的机械性能,环向拉伸强度为 3.89 兆帕,纵向拉伸强度为 74.69 兆帕,环向刚度为 50.26 千帕。该研究通过低碳、节能、减排的方法制备了一种可持续的高强度塑料管道候选材料,为实现碳中和目标带来了新的视角。
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引用次数: 0
Strength characteristics and microscopic mechanism of activated MgO-modified biochar carbonization curing Zn2+ polluted soil 活化氧化镁改性生物炭炭化固化 Zn2+ 污染土壤的强度特征与微观机理
IF 7.4 1区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-09-17 DOI: 10.1016/j.conbuildmat.2024.138341

Conventional curing agents are associated with environmental impacts when treating Zn2+contaminated soils. To overcome this limitation. In this study, we study a new type of MgO-CSB curing agent. Namely, corn stover biochar is modified with activated MgO. Modification of corn stover biochar using activated MgO, and carbonation curing was adopted to solidify/stabilize the Zn2+contaminated soil. The curing efficacy of Zn2+contaminated soil under modified mass ratio, Zn2+ concentration, carbonation time, and curing agent incorporation was investigated. The findings indicate that the optimal adsorption efficiency was attained following the co-pyrolytic modification of activated MgO with corn stover biochar at 700°C. The optimal modified mass ratios for curing were found to be 1:1, 1:2, and 2:1 at Zn2+ concentrations of 0.1 %, 0.5 %, and 1 %, respectively. At a lower Zn2+ concentration, peak carbonization intensity is achieved at 0.5 hours, while at a 1 % Zn2+ concentration, peak intensity is reached at 1 hour. The deformation modulus of the cured soil increases as the curing agent dosage increases and the soil aggregates become denser. SEM results show that: The carbonization and curing reaction products are mainly nesquehonite and Mg (OH)2. The internal structural damage of the cured soil was aggravated by the increase in Zn2+concentration, and the generation of nesquehonite and Mg (OH)2 was inhibited; The carbonation time was extended to 1 h and the soil structure stability was enhanced.

在处理受 Zn2+ 污染的土壤时,传统固化剂会对环境造成影响。为了克服这一局限性。在本研究中,我们研究了一种新型 MgO-CSB 固化剂。即用活性氧化镁对玉米秸秆生物炭进行改性。利用活性氧化镁对玉米秸秆生物炭进行改性,并采用碳化固化技术来固化/稳定 Zn2+ 污染土壤。研究了在改变质量比、Zn2+ 浓度、碳化时间和固化剂加入量的情况下,Zn2+ 污染土壤的固化效果。研究结果表明,活性氧化镁与玉米秸秆生物炭在 700°C 下共同热解改性后,可达到最佳吸附效率。在 Zn2+ 浓度为 0.1 %、0.5 % 和 1 % 时,固化的最佳改性质量比分别为 1:1、1:2 和 2:1。在较低的 Zn2+ 浓度下,碳化强度在 0.5 小时达到峰值,而在 1 % 的 Zn2+ 浓度下,碳化强度在 1 小时达到峰值。固化土壤的变形模量随着固化剂用量的增加而增大,土壤团聚体也变得更加致密。扫描电镜结果显示碳化和固化反应产物主要是黑云母和 Mg (OH)2。Zn2+ 浓度的增加加剧了固化土内部结构的破坏,抑制了钠长石和 Mg(OH)2 的生成;碳化时间延长至 1 h,提高了土壤结构的稳定性。
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引用次数: 0
An explainable machine learning approach to predict the compressive strength of graphene oxide-based concrete 预测基于氧化石墨烯的混凝土抗压强度的可解释机器学习方法
IF 7.4 1区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-09-17 DOI: 10.1016/j.conbuildmat.2024.138346

Graphene oxide (GO) has shown promise in improving concrete strength. Despite its frequent use in cement composites, its effect on concrete properties is less explored. The influence of GO on concrete remains unclear due to various interactions among constituents such as GO type and percentage, Superplasticiser (SP) type and percentage, dispersion technique, and curing age. Therefore, making prediction of compressive strength using simple mathematical formation is challenging. This study represents the first-ever attempt at developing a comprehensively validated machine learning model to predict GO-concrete's compressive strength characteristics by considering all key variable parameters. A comprehensive laboratory experiment program was conducted to collect the data required for training the machine learning (ML) models. Once the ML models were trained, they were used to predict the relationship of each of those input variables towards the compressive strength properties. Four machine learning models—(a) multiple linear regression (MLR), (b) k-nearest neighbour (KNN), (c) random forest (RF) and (d) extreme gradient boost (XGB)—were utilised to model the relationship between input parameters and compressive strength. Also, explainable machine learning (XML) methods were employed to elucidate the impact of mixed constituents on the compressive strength of GO concrete. The results from test predictions showcase that the XGB has attained a coefficient of determination (R2) of 0.981, coefficient of correlation (R) of 0.99, mean square error (MSE) of 0.9, mean normalised bias (MNB) of 0.004, scatter index (SI) of 0.2 with mean absolute error (MAE) of 0.8 MPa for the predictions, outperforming the remaining models. XML highlighted the true impact of GO and the remaining variables, emphasising that the presence of GO significantly improves compressive strength. The optimum GO content and optimum superplasticiser content observed from the experimental work agreed with results obtained from the XML analysis, showing the consistency of the explanation with the experimental results. This implies the superiority of using XML methods in concrete mix design applications in industry.

氧化石墨烯(GO)有望提高混凝土强度。尽管氧化石墨烯经常被用于水泥复合材料中,但其对混凝土性能的影响却鲜有研究。由于各成分之间存在各种相互作用,如氧化石墨烯的类型和百分比、超塑化剂(SP)的类型和百分比、分散技术和养护龄期,因此氧化石墨烯对混凝土的影响仍不明确。因此,使用简单的数学方法预测抗压强度具有挑战性。本研究首次尝试开发一种经过全面验证的机器学习模型,通过考虑所有关键变量参数来预测 GO 混凝土的抗压强度特性。为了收集训练机器学习(ML)模型所需的数据,我们开展了一项全面的实验室实验计划。ML 模型训练完成后,就可以用来预测每个输入变量与抗压强度特性之间的关系。四种机器学习模型--(a) 多元线性回归 (MLR)、(b) K 近邻 (KNN)、(c) 随机森林 (RF) 和 (d) 极端梯度提升 (XGB) --被用来模拟输入参数与抗压强度之间的关系。此外,还采用了可解释机器学习(XML)方法来阐明混合成分对 GO 混凝土抗压强度的影响。测试预测结果表明,XGB 预测的确定系数 (R2) 为 0.981,相关系数 (R) 为 0.99,均方误差 (MSE) 为 0.9,平均归一化偏差 (MNB) 为 0.004,分散指数 (SI) 为 0.2,平均绝对误差 (MAE) 为 0.8 兆帕,优于其他模型。XML 突出了 GO 和其他变量的真正影响,强调了 GO 的存在可显著提高抗压强度。从实验工作中观察到的最佳 GO 含量和最佳超塑化剂含量与 XML 分析得出的结果一致,表明了解释与实验结果的一致性。这意味着在工业领域的混凝土拌合物设计应用中使用 XML 方法具有优越性。
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引用次数: 0
Research on deicing performance of high-elastic/salt-storage asphalt mixture containing rubber particle and self-developed salt-storage filler 含橡胶颗粒和自主研发的储盐填料的高弹性/储盐沥青混合料的除冰性能研究
IF 7.4 1区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-09-17 DOI: 10.1016/j.conbuildmat.2024.138303

Snow and ice on the pavement surfaces in winter seriously threaten the traffic safety. This study prepared high-elastic/salt-storage (HESS) asphalt mixtures containing rubber particles (RP) and self-developed salt-storage fillers to improve deicing performance in various aspects. Specifically, the RP was incorporated into the asphalt mixture by replacing 1 %, 2 %, and 3 % of fine aggregate by mass and the self-developed salt-storage filler was incorporated into the asphalt mixture to replace 25 %, 50 %, and 75 % of the mineral filler by equal volume. Hydrated lime was used as a mineral filler to enhance the asphalt mixtures’ water damage resistance. The pavement performance of HESS asphalt mixtures was first studied. The pull-out and fall ball impact tests were designed to investigate the composite deicing effect of RP and salt-storage filler on the asphalt mixtures. A self-designed rainfall simulation test was used to assess the long-term deicing performance of HESS asphalt mixtures. Results showed that the incorporation of RP improves the high-temperature stability and low-temperature crack resistance of the mixtures, but negatively affects their water damage resistance. The RP content should not exceed 3 % to guarantee water damage resistance. Due to combining effects RP and salt-storage fillers, the deicing performance of HESS asphalt mixtures has been improved by 15.9 % and 10.6 % as compared to the addition of RP and salt-storage fillers separately. It is recommended to replace the fine aggregates with the RP at content of 1.5–3 % by mass and 60–75 % mineral filler with the salt-storage filler by volume.

冬季路面上的冰雪严重威胁交通安全。本研究制备了含有橡胶颗粒(RP)和自主研发的储盐填料的高弹性/储盐(HESS)沥青混合料,以从多方面改善除冰性能。具体而言,在沥青混合料中加入橡胶颗粒,按质量取代 1%、2% 和 3% 的细集料;在沥青混合料中加入自行开发的储盐填料,按等体积取代 25%、50% 和 75% 的矿物填料。熟石灰被用作矿物填料,以增强沥青混合料的抗水损害能力。首先对 HESS 沥青混合料的路面性能进行了研究。设计了拉出试验和落球冲击试验,以研究 RP 和储盐填料对沥青混合料的复合除冰效果。采用自行设计的降雨模拟试验来评估 HESS 沥青混合料的长期除冰性能。结果表明,掺入 RP 可提高混合料的高温稳定性和低温抗裂性,但会对混合料的抗水损害性产生负面影响。为保证耐水损害性,可再热塑性塑料的含量不应超过 3%。与单独添加 RP 和储盐填料相比,由于结合了 RP 和储盐填料的效果,HESS 沥青混合料的除冰性能分别提高了 15.9% 和 10.6%。建议用 RP 取代细集料,RP 的质量含量为 1.5-3%,用储盐填料取代 60-75% 的矿物填料。
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Construction and Building Materials
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