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Mechanical and Mechanism Study on Enzyme-Enhanced Reactive Magnesia-Solidified Gravelly Soil 酶促活性镁固化砂砾土的力学及机理研究
Pub Date : 2025-11-30 DOI: 10.3390/civileng6040063
Cheng Peng, Yang Wang, Bo Deng, Dongxing Wang
This study presents an environmentally friendly alternative to conventional energy-intensive methods for soil improvement by investigating an enzyme-induced active magnesium oxide carbonation (EIMC) technique for the stabilization of gravelly soil. The solidification efficacy and strengthening mechanism of EIMC-treated soil were systematically investigated through a combination of mechanical property tests and microstructural analyses. Results indicate that key mechanical properties—including compressive strength, shear strength, and elastic modulus—were directly proportional to the magnesium oxide (MgO) content. Notably, an 8% MgO content resulted in a 113-fold increase in unconfined compressive strength (UCS) compared to the untreated soil. The strength development stabilized after a five-day curing period. While higher MgO content yielded greater absolute strength, the efficiency of strength gain per unit of MgO peaked at a 4% dosage. Consequently, considering both performance and efficiency, an MgO content of 4% and a curing period of 5 days are recommended as the optimal parameters. The EIMC treatment substantially improved the soil’s mechanical properties, inducing a transition in the failure mode from plastic to brittle, with this brittleness becoming more pronounced at higher MgO concentrations. Furthermore, the treatment enhanced the soil’s water stability. Microstructural analysis revealed that the formation of hydrated magnesium carbonates filled voids, cemented particles, and created a dense structural matrix. This densification of the internal structure underpinned the observed mechanical improvements. These findings validate EIMC as a feasible and effective eco-friendly technique for gravelly soil stabilization.
本研究通过研究酶诱导活性氧化镁碳化(EIMC)技术来稳定砂砾质土壤,提出了一种环保的替代传统能源密集型土壤改良方法。通过力学性能试验和细观结构分析相结合的方法,系统研究了eimc处理土的固化效果和强化机理。结果表明,材料的抗压强度、抗剪强度和弹性模量与氧化镁(MgO)含量成正比。值得注意的是,与未经处理的土壤相比,8%的MgO含量导致无侧限抗压强度(UCS)增加113倍。经过5天的养护,强度发展趋于稳定。MgO含量越高,其绝对强度越大,单位MgO强度增益效率在添加量为4%时达到峰值。综合考虑性能和效率,建议MgO掺量为4%,养护时间为5天为最佳参数。EIMC处理大大改善了土壤的力学性能,导致破坏模式从塑性到脆性的转变,在MgO浓度较高时,这种脆性变得更加明显。此外,该处理还增强了土壤的水稳定性。微观结构分析表明,水合碳酸镁的形成填充了空隙,胶结了颗粒,并形成了致密的结构基质。这种内部结构的致密化支持了观察到的机械改进。这些结果验证了EIMC是一种可行和有效的生态友好型碎石土稳定技术。
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引用次数: 0
Application of Long-Period Fiber Grating Sensors in Structural Health Monitoring: A Review 长周期光纤光栅传感器在结构健康监测中的应用:综述
Pub Date : 2024-07-13 DOI: 10.3390/civileng5030030
Ying Zhuo, Pengfei Ma, Pu Jiao, Xinzhe Yuan
Structural health monitoring (SHM) is crucial for preventing and detecting corrosion, leaks, and other risks in reinforced concrete (RC) structures, ensuring environmental safety and structural integrity. Optical fiber sensors (OFS), particularly long-period fiber gratings (LPFG), have emerged as a promising method for SHM. Various LPFG sensors have been widely used in SHM due to their high sensitivity, durability, immunity to electromagnetic interference (EMI) and compact size. This review explores recent advancements in LPFG sensors and offers insights into their potential applications in SHM.
结构健康监测(SHM)对于预防和检测钢筋混凝土(RC)结构的腐蚀、泄漏和其他风险,确保环境安全和结构完整性至关重要。光纤传感器(OFS),尤其是长周期光纤光栅(LPFG),已成为一种很有前途的结构健康监测方法。各种 LPFG 传感器具有灵敏度高、经久耐用、抗电磁干扰(EMI)和体积小等优点,已广泛应用于 SHM。本综述探讨了 LPFG 传感器的最新进展,并对其在 SHM 中的潜在应用提出了见解。
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引用次数: 0
The Use of Waste Ceramic in Concrete: A Review 在混凝土中使用废陶瓷:综述
Pub Date : 2024-05-20 DOI: 10.3390/civileng5020024
Zahraa Jwaida, Anmar Dulaimi, L. Bernardo
Waste ceramic is produced from different sources and, if not reused, is often disposed of in landfills, contributing to the pressure on landfill capacity and potentially releasing toxins into the surrounding environment as ceramics break down over time. The waste can easily be crushed to the required sizes, which has interested many researchers. It has been used as a replacement for concrete constituents, including cement and aggregates. This offers a promising avenue for reducing the environmental impact and promoting sustainable construction practices by reducing the amount of energy consumed and resources required for concrete production, as well as the amount of waste being sent to landfills. This paper aims to provide a review of the use of waste ceramic in concrete. In essence, the paper is divided into several sections. The first section highlights the current environmental issues associated with concrete production and waste disposal. The second section deals with ceramics, its raw materials, production steps, and the different types of waste ceramic used in concrete. A literature review of the use of waste ceramic in concrete was included in the third section. The study reports different research on the use of waste ceramic and its impacts on the mechanical and durability properties of concrete.
废陶瓷产生于不同的来源,如果不加以再利用,通常会被丢弃在垃圾填埋场,从而对垃圾填埋场的容量造成压力,并且随着时间的推移,陶瓷分解后可能会向周围环境释放毒素。这些废物很容易被粉碎成所需的大小,这引起了许多研究人员的兴趣。它已被用作水泥和集料等混凝土成分的替代品。这为减少对环境的影响和促进可持续建筑实践提供了一条大有可为的途径,因为它可以减少混凝土生产所消耗的能源和资源,以及送往垃圾填埋场的废物量。本文旨在综述废弃陶瓷在混凝土中的应用。本文主要分为几个部分。第一部分强调了当前与混凝土生产和废物处理相关的环境问题。第二部分涉及陶瓷、陶瓷原料、生产步骤以及混凝土中使用的不同类型的废陶瓷。第三部分是关于在混凝土中使用废陶瓷的文献综述。研究报告介绍了有关废陶瓷的使用及其对混凝土机械性能和耐久性能影响的不同研究。
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引用次数: 0
Evaluating Recycled Concrete Aggregate and Sand for Sustainable Construction Performance and Environmental Benefits 评估再生混凝土骨料和砂的可持续建筑性能和环境效益
Pub Date : 2024-05-10 DOI: 10.3390/civileng5020023
Saurabh Singh, S. Singh, Mohamed Mahgoub, Shahnawaz Ahmed Mir, S. Kanga, Sujeet Kumar, Pankaj Kumar, Gowhar Meraj
This research investigates the potential of utilizing recycled concrete aggregate (RCA) and recycled sand (RS), derived from crushed concrete cubes, as sustainable alternatives in construction materials. The study comprehensively evaluates the properties of RCA and RS, focusing on workability, impact resistance, abrasion resistance, and compressive strength to determine their viability as substitute construction materials. A notable finding is RS’s enhanced fire and heat resistance when used as a fine aggregate in mortar blends, mixed with cement and Sinicon PP in a 3:1 ratio. The experimental analysis included thorough assessments of uniformity, durability, and curing time, alongside Scanning Electron Microscopy (SEM) for structural examination. Results show that RCA has an Aggregate Impact Value (AIV) of 5.76% and a Los Angeles Abrasion Value (LAA) of 21.78%, demonstrating excellent strength of the recycled aggregates. The mortar mix was also prepared using recycled sand, cement, and Sinicon PP, and its stability was confirmed through soundness tests, which resulted in a 0.53 mm expansion and a satisfactory consistency level of 44%. Ultrasonic pulse velocity (UPV) tests also indicated high-quality concrete formation using RCA and RS. SEM imaging corroborated this by revealing a bond between the cement paste and the aggregates. Incorporating RS and RCA in concrete mixtures impressively yielded a compressive strength of 26.22 N/mm2 in M20-grade concrete. The study concludes that using RCA and RS waste materials in the construction sector underlines that sustainable practices can be integrated without compromising material quality. This approach aligns with sustainable development goals and fosters a more environmentally friendly construction industry.
本研究调查了利用从破碎混凝土立方体中提取的再生混凝土骨料(RCA)和再生砂(RS)作为可持续建筑材料替代品的潜力。该研究全面评估了 RCA 和 RS 的性能,重点关注可加工性、抗冲击性、耐磨性和抗压强度,以确定它们作为替代建筑材料的可行性。一个值得注意的发现是,当 RS 作为细骨料与水泥和 Sinicon PP 按 3:1 的比例混合制成砂浆混合物时,其耐火性和耐热性得到了增强。实验分析包括对均匀性、耐久性和固化时间的全面评估,以及扫描电子显微镜(SEM)的结构检查。结果表明,RCA 的骨料冲击值(AIV)为 5.76%,洛杉矶磨损值(LAA)为 21.78%,表明再生骨料具有极佳的强度。此外,还使用再生砂、水泥和 Sinicon PP 制备了砂浆混合料,并通过声级测试确认了其稳定性,结果显示膨胀率为 0.53 毫米,稠度为 44%,令人满意。超声波脉冲速度(UPV)测试也表明,使用 RCA 和 RS 可形成高质量的混凝土。扫描电子显微镜成像也证实了这一点,显示水泥浆和骨料之间存在粘结。在混凝土混合物中加入 RS 和 RCA 后,M20 级混凝土的抗压强度达到 26.22 N/mm2,令人印象深刻。这项研究的结论是,在建筑领域使用 RCA 和 RS 废弃物强调了在不影响材料质量的情况下,可以整合可持续的做法。这种方法符合可持续发展目标,并促进了更加环保的建筑业。
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引用次数: 0
Strength and Durability Properties of High-Volume Fly Ash (HVFA) Binders: A Systematic Review 高容积粉煤灰 (HVFA) 粘合剂的强度和耐久性能:系统综述
Pub Date : 2024-05-09 DOI: 10.3390/civileng5020022
Desire Runganga, Felix Okonta, I. Musonda
South Africa is endowed with a wealth of coal-fired power stations that can produce extremely high volumes of fly ash per year exceeding 34 million tonnes. The use of high-volume fly ash (HVFA) binders in the construction sector has the capacity to significantly reduce greenhouse gas emissions associated with traditional cement production and offset the carbon footprint of Eskom. The excessive production of fly ash by Eskom warrants the need for developing ultra-high-volume fly ash binders (UHVFA, fly ash/binder > 60 wt%). Nonetheless, fly ash (FA) replacement of cement is still largely limited to 35% regardless of more ambitious research indicating the potential to surpass 60%. In view of the urgent need for South Africa to offset and reduce its carbon footprint, this work reviews and summarises the literature on the performance of HVFA binders with a focus on two specific areas: (i) strength and (ii) durability. On HVFA binder strength, the focus is drawn on work that analysed the compressive strength, flexural strength, and split tensile strength. This review focuses on the extant literature analysing the durability of HVFA binders using various tests, including sorptivity, resistivity, permeability, tortuosity, rapid chloride penetration tests, resistance to sulphate attack, and microstructural analysis. As the FA content increases towards optima, i.e., 50–80%, the most indicative composite characteristics of the strength and durability properties are UCS (30–90 MPa) and permeability (low). This review reveals the leading methodologies, instrumentation, findings, challenges, and contradictions.
南非拥有丰富的燃煤发电站,每年可产生超过 3400 万吨的大量粉煤灰。在建筑领域使用高容量粉煤灰(HVFA)粘结剂能够显著减少与传统水泥生产相关的温室气体排放,并抵消 Eskom 公司的碳足迹。由于 Eskom 过量生产粉煤灰,因此需要开发超高容量粉煤灰粘结剂(UHVFA,粉煤灰/粘结剂 > 60 wt%)。尽管如此,粉煤灰(FA)对水泥的替代率在很大程度上仍被限制在 35%,而更雄心勃勃的研究表明,粉煤灰对水泥的替代率有可能超过 60%。鉴于南非迫切需要抵消和减少碳足迹,本研究回顾并总结了有关 HVFA 粘合剂性能的文献,重点关注两个特定领域:(i) 强度和 (ii) 耐久性。在 HVFA 粘合剂强度方面,重点分析了抗压强度、抗弯强度和劈裂拉伸强度。本综述的重点是使用各种测试分析 HVFA 粘合剂耐久性的现有文献,包括吸附性、电阻率、渗透性、曲折性、快速氯化物渗透测试、抗硫酸盐侵蚀性和微观结构分析。随着 FA 含量向最佳值(即 50-80%)的增加,最能体现强度和耐久性能的复合特性是 UCS(30-90 兆帕)和渗透性(低)。本综述揭示了主要方法、仪器、研究结果、挑战和矛盾。
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引用次数: 0
Non-Linear Dynamics of Simple Elastic Systems Undergoing Friction-Ruled Stick–Slip Motions 发生摩擦规则棒滑运动的简单弹性系统的非线性动力学
Pub Date : 2024-05-03 DOI: 10.3390/civileng5020021
R. Barsotti, S. Bennati, Giovanni Migliaccio
The stick–slip phenomenon is a jerking motion that can occur while two objects slide over each other with friction. There are several situations in which this phenomenon can be observed: between the slabs of the friction dampers used to mitigate vibrations in buildings, as well as between the components of the base isolation systems used for seismic protection. The systems of this kind are usually designed to work in a smooth and flawless manner, but under particular conditions undesired jerking motions may develop, yielding complex dynamic behavior even when only a few degrees of freedom are involved. A simplified approach to the problems of this kind leads to the mechanical model of a rigid block connected elastically to a rigid support and at the same time with friction to a second rigid support, both the supports having a prescribed motion. Despite the apparent simplicity of this model, it is very useful for studying important features of the non-linear dynamics of many physical systems. In this work, after a suitable formulation of the problem, the equations of motion are solved analytically in the sticking and sliding phases, and the influence of the main parameters of the system on its dynamics and limit cycles is investigated and discussed.
粘滑现象是两个物体在摩擦力作用下相互滑动时产生的一种抽搐运动。有几种情况下会出现这种现象:用于减轻建筑物振动的摩擦阻尼器的板块之间,以及用于抗震保护的基础隔离系统的组件之间。此类系统通常设计为平稳无误地工作,但在特定条件下可能会出现不希望出现的抽搐运动,即使只涉及几个自由度,也会产生复杂的动态行为。解决这类问题的简化方法是建立一个机械模型,即一个刚性块与一个刚性支座弹性连接,同时与第二个刚性支座摩擦连接,两个支座都有规定的运动。尽管这种模型表面上看似简单,但对于研究许多物理系统非线性动力学的重要特征却非常有用。在这项工作中,在对问题进行适当表述后,对粘滞和滑动阶段的运动方程进行了分析求解,并研究和讨论了系统主要参数对其动力学和极限循环的影响。
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引用次数: 0
Experimental Investigation of Mechanical Properties of Concrete Mix with Lightweight Expanded Polystyrene and Steel Fibers 轻质膨胀聚苯乙烯和钢纤维混凝土拌合物力学性能的实验研究
Pub Date : 2024-02-17 DOI: 10.3390/civileng5010011
Syed Jahanzaib Shah, Asad Naeem, Farzad Hejazi, Waqas Ahmed Mahar, Abdul Haseeb
The demand for lightweight aggregates in concrete compositions for diverse structural and non-structural applications in contemporary building construction has increased. This is to achieve a controllable low-density lightweight concrete, which reduces the overall structural weight. However, the challenge lies in achieving an appropriate strength in lightweight concrete while maintaining a lower unit weight. This research aims to evaluate the performance of lightweight concrete by integrating expanded polystyrene (EPS) as a partial replacement for coarse aggregate. Test specimens were cast by blending EPS with coarse aggregate at varying proportions of 0%, 15%, 30%, and 45%, while maintaining a constant water-to-binder ratio of 0.60. To enhance the bonding and structural capabilities of the proposed lightweight concrete mixes, reinforcement with 2% and 4% steel fibers by volume of the total concrete mix was incorporated. Silica fume was introduced into the mix to counteract the water hydrophobicity of EPS material and enhance the durability of lightweight concrete, added at a rate of 10% by weight of cement in all specimens. A total of 60 samples, including cylinders and beams, were prepared and cured over 28 days. The physical and mechanical properties of the lightweight EPS-based concrete were systematically examined through experimental testing and compared against a standard concrete mix. The analysis of the results indicates that EPS-based concrete exhibits a controllable low density. It also reveals that incorporating reinforcement materials, such as steel fibers, enhances the overall strength of lightweight concrete.
在当代建筑施工中,各种结构和非结构应用对混凝土成分中轻质骨料的需求不断增加。这是为了获得可控的低密度轻质混凝土,从而减轻整体结构重量。然而,如何在轻质混凝土中实现适当的强度,同时保持较低的单位重量是一项挑战。本研究旨在评估用发泡聚苯乙烯(EPS)部分替代粗骨料的轻质混凝土的性能。通过将发泡聚苯乙烯与粗骨料按 0%、15%、30% 和 45% 的不同比例混合,同时保持 0.60 的恒定水粘结比,浇注了测试试样。为了增强拟议轻质混凝土拌合物的粘结和结构能力,掺入了占混凝土拌合物总量 2% 和 4% 的钢纤维。为了抵消 EPS 材料的憎水性并提高轻质混凝土的耐久性,在混合料中加入了硅灰,加入量为所有试样水泥重量的 10%。共制备了 60 个样本,包括圆柱体和横梁,并进行了 28 天的养护。通过实验测试系统地检验了基于 EPS 的轻质混凝土的物理和机械性能,并与标准混凝土混合料进行了比较。结果分析表明,EPS 混凝土具有可控的低密度。分析还表明,加入钢纤维等加固材料可提高轻质混凝土的整体强度。
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引用次数: 0
Ensuring Structural Integrity: An Evaluation of Vertical Shortening in Tall Concrete Buildings 确保结构完整性:高层混凝土建筑的垂直缩短评估
Pub Date : 2024-02-07 DOI: 10.3390/civileng5010010
Esmerald Filaj, Enio Deneko, R. Moezzi, M. Gheibi, A. Annuk
Vertical shortening, a phenomenon inherent to concrete structures, plays a key role in the quality and safety of construction, particularly in tall reinforced concrete buildings. This behavior is intrinsically linked to the time-dependent properties of concrete, encompassing both creep and shrinkage. Neglecting these aspects, especially when non-uniformly distributed, can give rise to various structural issues, including partition distress, overloading, and potential cracking in horizontal elements. This paper delves into the principal factors influencing vertical shortening and presents a rigorous approach to their evaluation, treating creep and shrinkage as critical parameters. The investigation employs two illustrative case studies: the first revolves around a 15-story reinforced concrete building with single columns supporting tributary areas at various levels, acting as a calibration case; the second encompasses a 30-story reinforced concrete structure employing a dual system, providing a broader perspective applicable to three-dimensional structures. A diverse array of analyses is conducted, incorporating considerations for concrete’s linear and nonlinear behavior as well as the impact of construction stages. Our findings reveal that vertical shortening is directly proportional to the building’s height and inversely related to concrete strength, longitudinal reinforcement ratios, member dimensions, volume-to-surface ratios, age of the structure upon load application, and relative humidity. Consequently, precise assessments of differential shortening effects are paramount. The utilization of staged construction analysis and time-dependent effects is recommended as the most suitable approach for evaluating vertical shortening effects.
垂直缩短是混凝土结构固有的一种现象,在建筑质量和安全方面起着关键作用,尤其是在高层钢筋混凝土建筑中。这种行为与混凝土随时间变化的特性有着内在联系,包括徐变和收缩。忽视这些方面,尤其是在非均匀分布的情况下,会引发各种结构问题,包括分区窘迫、超载和水平构件的潜在开裂。本文深入研究了影响垂直缩短的主要因素,并提出了一种严格的评估方法,将蠕变和收缩作为关键参数。调查采用了两个说明性案例研究:第一个案例围绕一栋 15 层的钢筋混凝土建筑展开,该建筑采用单柱支撑不同楼层的支流区域,作为校准案例;第二个案例包括一栋采用双系统的 30 层钢筋混凝土结构,提供了适用于三维结构的更广阔视角。我们进行了一系列分析,考虑了混凝土的线性和非线性行为以及施工阶段的影响。我们的研究结果表明,垂直缩短与建筑物的高度成正比,与混凝土强度、纵向配筋比、构件尺寸、体积表面比、施加荷载时的结构龄期和相对湿度成反比。因此,精确评估差异缩短效应至关重要。建议使用分阶段施工分析和随时间变化的效应作为评估垂直缩短效应的最合适方法。
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引用次数: 0
Ensuring Structural Integrity: An Evaluation of Vertical Shortening in Tall Concrete Buildings 确保结构完整性:高层混凝土建筑的垂直缩短评估
Pub Date : 2024-02-07 DOI: 10.3390/civileng5010010
Esmerald Filaj, Enio Deneko, R. Moezzi, M. Gheibi, A. Annuk
Vertical shortening, a phenomenon inherent to concrete structures, plays a key role in the quality and safety of construction, particularly in tall reinforced concrete buildings. This behavior is intrinsically linked to the time-dependent properties of concrete, encompassing both creep and shrinkage. Neglecting these aspects, especially when non-uniformly distributed, can give rise to various structural issues, including partition distress, overloading, and potential cracking in horizontal elements. This paper delves into the principal factors influencing vertical shortening and presents a rigorous approach to their evaluation, treating creep and shrinkage as critical parameters. The investigation employs two illustrative case studies: the first revolves around a 15-story reinforced concrete building with single columns supporting tributary areas at various levels, acting as a calibration case; the second encompasses a 30-story reinforced concrete structure employing a dual system, providing a broader perspective applicable to three-dimensional structures. A diverse array of analyses is conducted, incorporating considerations for concrete’s linear and nonlinear behavior as well as the impact of construction stages. Our findings reveal that vertical shortening is directly proportional to the building’s height and inversely related to concrete strength, longitudinal reinforcement ratios, member dimensions, volume-to-surface ratios, age of the structure upon load application, and relative humidity. Consequently, precise assessments of differential shortening effects are paramount. The utilization of staged construction analysis and time-dependent effects is recommended as the most suitable approach for evaluating vertical shortening effects.
垂直缩短是混凝土结构固有的一种现象,在建筑质量和安全方面起着关键作用,尤其是在高层钢筋混凝土建筑中。这种行为与混凝土随时间变化的特性有着内在联系,包括徐变和收缩。忽视这些方面,尤其是在非均匀分布的情况下,会引发各种结构问题,包括分区窘迫、超载和水平构件的潜在开裂。本文深入研究了影响垂直缩短的主要因素,并提出了一种严格的评估方法,将蠕变和收缩作为关键参数。调查采用了两个说明性案例研究:第一个案例围绕一栋 15 层的钢筋混凝土建筑展开,该建筑采用单柱支撑不同楼层的支流区域,作为校准案例;第二个案例包括一栋采用双系统的 30 层钢筋混凝土结构,提供了适用于三维结构的更广阔视角。我们进行了一系列分析,考虑了混凝土的线性和非线性行为以及施工阶段的影响。我们的研究结果表明,垂直缩短与建筑物的高度成正比,与混凝土强度、纵向配筋比、构件尺寸、体积表面比、施加荷载时的结构龄期和相对湿度成反比。因此,精确评估差异缩短效应至关重要。建议采用分阶段施工分析和随时间变化的效应作为评估垂直缩短效应的最合适方法。
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引用次数: 0
Artificial Neural Network Models for Determining the Load-Bearing Capacity of Eccentrically Compressed Short Concrete-Filled Steel Tubular Columns 确定偏心压缩短混凝土填充钢管柱承载能力的人工神经网络模型
Pub Date : 2024-02-02 DOI: 10.3390/civileng5010008
A. Chepurnenko, Vasilina Turina, V. Akopyan
Artificial neural networks (ANN) have a great promise in predicting the load-bearing capacity of building structures. The purpose of this work was to develop ANN models to determine the ultimate load of eccentrically compressed concrete-filled steel tubular (CFST) columns of circular cross-sections, which operated on the widest possible range of input parameters. Short columns were considered for which the amount of deflection does not affect the bending moment. A feedforward network was selected as the neural network type. The input parameters of the neural networks were the outer diameter of the columns, the thickness of the pipe wall, the yield strength of steel, the compressive strength of concrete and the relative eccentricity. Artificial neural networks were trained on synthetic data generated based on a theoretical model of the limit equilibrium of CFST columns. Two ANN models were created. When training the first model, the ultimate loads were determined at a given eccentricity of the axial force without taking into account additional random eccentricity. When training the second model, additional random eccentricity was taken into account. The total volume of the training dataset was 179,025 samples. Such a large training dataset size has never been used before. The training dataset covers a wide range of changes in the characteristics of the pipe metal and concrete of the core, pipe diameters and wall thicknesses, as well as eccentricities of the axial force. The trained models are characterized by high mean square error (MSE) scores. The correlation coefficients between the predicted and target values are very close to 1. The ANN models were tested on experimental data for 81 eccentrically compressed samples presented in five different works and 265 centrally compressed samples presented in twenty-six papers.
人工神经网络(ANN)在预测建筑结构的承载能力方面大有可为。这项工作的目的是开发 ANN 模型,以确定圆形截面偏心压缩混凝土填充钢管 (CFST) 柱的极限荷载,该模型可在尽可能宽的输入参数范围内运行。考虑了挠曲量不影响弯矩的短柱。选择前馈网络作为神经网络类型。神经网络的输入参数为支柱外径、管壁厚度、钢材屈服强度、混凝土抗压强度和相对偏心率。人工神经网络根据 CFST 柱极限平衡理论模型生成的合成数据进行训练。创建了两个人工神经网络模型。训练第一个模型时,在不考虑额外随机偏心的情况下,确定了给定轴力偏心时的极限荷载。在训练第二个模型时,考虑了额外的随机偏心率。训练数据集的总量为 179 025 个样本。如此大规模的训练数据集以前从未使用过。训练数据集涵盖了管芯金属和混凝土特性、管道直径和壁厚以及轴向力偏心率的各种变化。训练模型的特点是均方误差 (MSE) 分数较高。预测值和目标值之间的相关系数非常接近 1。ANN 模型在五篇不同论文中介绍的 81 个偏心受压样本和 265 篇论文中介绍的 265 个中心受压样本的实验数据上进行了测试。
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引用次数: 0
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