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A Numerical Study on the Fire Performance of Straight Tenon Joints with Dowel 带榫头的直榫防火性能数值研究
IF 1.7 4区 工程技术 Q3 ENGINEERING, CIVIL Pub Date : 2024-07-23 DOI: 10.1007/s40996-024-01554-y
Yong Wang, Jianhua Shao, Tingting Wang, Zhanguang Wang, ·Hongxuan Xu, Jing Huang

In order to investigate the fire resisting performance of straight tenon joints with dowel, the numerical model of wood joint about the temperature field was established by adopting the finite element method to achieve the temperature distribution at each component and essential section of this joint, which was verified to have the satisfactory agreement with the experimental results. The sequential coupling method was utilized to simulate the thermal–mechanical coupling field and the residual bearing capacity of straight tenon joints with dowel under high temperature was further analyzed. The stress nephogram used for determining the failure modes of joints under different high-temperature conditions was obtained from above numerical analysis, and the corresponding mechanical performance indexes of joints including the bending moment-rotation angle curve, rotational stiffness, yield and maximum bending moments under different temperatures were perfectly achieved. The analytical results show that the mechanical performance of joints is dramatically influenced by the incurred heating temperature, and the percentage of residual bearing capacity about the rotational stiffness, yield and maximum bending moments of joints decreases gradually with the increase of the maximum temperature.

为了研究带榫头直榫的耐火性能,采用有限元法建立了关于温度场的木接头数值模型,以实现该接头各组件和重要截面的温度分布,经验证与实验结果具有令人满意的一致性。利用顺序耦合法模拟了热机械耦合场,并进一步分析了带榫头的直榫在高温下的残余承载力。通过上述数值分析,得到了用于确定接头在不同高温条件下失效模式的应力线图,并完美地实现了接头相应的力学性能指标,包括不同温度下的弯矩-旋转角曲线、旋转刚度、屈服弯矩和最大弯矩。分析结果表明,接头的力学性能受加热温度的影响很大,接头的旋转刚度、屈服力和最大弯矩的残余承载力百分比随最高温度的升高而逐渐减小。
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引用次数: 0
Performance Evaluation of Subsidiary Weir for Energy Dissipation in the Stilling Basin Using CFD Modelling 利用 CFD 建模对用于蒸馏盆地能量消耗的附属堰进行性能评估
IF 1.7 4区 工程技术 Q3 ENGINEERING, CIVIL Pub Date : 2024-07-23 DOI: 10.1007/s40996-024-01559-7
Muhammad Jawad Arshad, Muhammad Kaleem Sarwar, Faraz Ul Haq, Muhammad Atiq Ur Rehman Tariq, Muhammad Waqas Zaffar

This study was aimed at assessing the utility of the subsidiary weir in the post-rehabilitation scenario of Taunsa Barrage Pakistan wherein a 7 ft. high subsidiary weir was constructed at a distance of 920 ft. downstream of the main weir. In addition to the construction of the Subsidiary weir, auxiliary devices were also provided in the stilling basin downstream of the main weir. These devices include chute blocks and dented end sill. CFD (Computation Fluid Dynamics) based software Flow-3D was employed in the current study to numerically model the Taunsa Barrage, Pakistan and simulate the flow scenario. Based on the simulations of these flow scenarios, flow parameters were recorded for each scenario and comparative analysis was carried out to assess the effectiveness of the subsidiary weir. The study concluded that the addition of a subsidiary weir affected the flow parameters (Flow depth, depth-averaged velocity, and Froude number) and the location of the hydraulic jump. Furthermore, the study concluded that the addition of a subsidiary weir resulted in lesser energy dissipation as compared to the energy dissipation observed in the absence of a subsidiary weir.

本研究旨在评估巴基斯坦陶恩萨拦河坝修复后附属堰的效用,在主堰下游 920 英尺处修建了一座 7 英尺高的附属堰。除修建副堰外,还在主堰下游的静水池中安装了辅助装置。这些装置包括滑道块和凹陷的端槛。本研究采用了基于 CFD(计算流体动力学)的软件 Flow-3D,对巴基斯坦陶恩萨拦河坝进行数值建模,并模拟水流情况。根据对这些流动情况的模拟,记录了每种情况的流动参数,并进行了比较分析,以评估附属堰的有效性。研究得出的结论是,增加附属堰会影响水流参数(水流深度、深度平均流速和弗劳德数)和水力跃迁的位置。此外,研究还得出结论,与未设置副堰时观察到的能量耗散情况相比,增设副堰导致的能量耗散较少。
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引用次数: 0
Governing Failure Mode of Reinforced Concrete Flat Slabs Under Gravity Load Using the Codes Guidelines and Yield-Line Theory 利用规范指南和屈服线理论指导重力荷载下钢筋混凝土平板的破坏模式
IF 1.7 4区 工程技术 Q3 ENGINEERING, CIVIL Pub Date : 2024-07-22 DOI: 10.1007/s40996-024-01538-y
Navid Jafarian, Davood Mostofinejad

Nowadays, reinforced concrete (RC) flat slabs frequently known as a gravity-load resisting system are being used in almost every building structure due to a number of distinct advantages. On the minus side, the greatest drawback of the RC flat slabs is punching shear failure still hotly debated by researchers. Nevertheless, there is not a source of information to accurately predict the governing failure mechanism of the slabs concerning the severe shortage of a certain hypothetical method. This study was targeted at investigating the governing failure mode of the slabs monotonically subjected to vertical load by reviewing the recommendations of the current codes, i.e., ACI 318-19, EC 2, MC2010, also by using the yield line theory (YLT), as was foremost amongst the literature. For this purpose, the results numerically assessed by the punching shear equations of the codes were compared to those of experimental tests categorized in a database with 88 RC flat slabs. To predict the failure mode of the slabs, the punching shear strength obtained by the codes was compared to the flexural capacity calculated by the YLT. Finally, two case studies on RC flat slabs were proposed to elucidate the changes of shear load-carrying capacity and flexural strength while the flexural reinforcement ratio differed, as were to predict the governing failure mechanism. The slabs’ geometry was identical; one slab was served as the control specimen while the other had four openings located adjacent and parallel to the column. Shear reinforcement was, moreover, employed as a key parameter for improving the punching shear strength of the slabs at the rate of 50%. It was proved that the presented failure-mode prediction methodology is applicable to the design purposes of the slabs by comparing the predicted failure modes with the experimental counterparts. According to the case studies, the governing failure mode of 50%-shear-reinforced slab was punching shear as the flexural reinforcement ratio was more than 0.7% while the failure mode was flexural for lower flexural reinforcement ratios.

如今,钢筋混凝土(RC)平板通常被称为重力荷载抵抗系统,由于具有许多明显的优点,几乎所有的建筑结构都在使用它。但从另一方面来说,钢筋混凝土平板的最大缺点是冲剪破坏,研究人员对此仍有激烈的争论。然而,在某种假设方法严重不足的情况下,并没有准确预测板失效机制的信息来源。本研究旨在通过审查现行规范(即 ACI 318-19、EC 2、MC2010)的建议,并采用文献中最重要的屈服线理论(YLT),研究单调承受垂直荷载的板的支配破坏模式。为此,将通过规范的冲剪方程进行数值评估的结果与数据库中 88 块 RC 平板的实验测试结果进行了比较。为了预测板的破坏模式,将规范获得的冲剪强度与永利国际娱乐计算的抗弯承载力进行了比较。最后,提出了两个关于 RC 平板的案例研究,以阐明在抗弯配筋率不同的情况下剪切承载力和抗弯强度的变化,并预测其失效机制。板的几何形状完全相同;一块板作为对照试样,另一块板上有四个开口,分别位于柱子附近并与柱子平行。此外,还采用了剪力配筋作为关键参数,以提高板的冲剪强度,提高率为 50%。通过比较预测的失效模式和实验结果,证明所提出的失效模式预测方法适用于板的设计目的。根据案例研究,当挠曲配筋率超过 0.7%时,50%剪切加固板的主要破坏模式为冲剪,而当挠曲配筋率较低时,破坏模式为挠曲。
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引用次数: 0
A Finite Element Analysis of the Effects of TADAS Dampers on the Frame Members’ Performances in Concrete Structures Under Cyclic and Monotonic Loadings 循环和单调荷载下 TADAS 阻尼器对混凝土结构中框架构件性能影响的有限元分析
IF 1.7 4区 工程技术 Q3 ENGINEERING, CIVIL Pub Date : 2024-07-22 DOI: 10.1007/s40996-024-01540-4
Hadi Haeri, Ahmad Guodarzi Talehjerdi, Vahab Sarfarazi, Ali Moayer, Mohammad Fatehi Marji

Harsh loading conditions, such as ground vibrations from earthquakes, can reduce the ductility of large structures due to their weight and cause damage and early destruction. The research explores the use of Triangular added-damping-and-stiffness (TADAS) dampers in concrete moment frame structures to assess their impact on reducing floor displacement. The study examines the impact of two different alloys, ST52 and H13, used in the TADAS damper pins. It analyzes how the TADAS structural geometry and the mechanical behavior of its ductile alloys affect the stability of concrete structures under various cyclic and monotonic loading conditions. The finite element method implemented in ABAQUS is utilized to simulate the TADAS damper under both monotonic and cyclic loading conditions. The research findings include a novel modification of alloy materials, such as H13 steel, to enhance damper flexibility, optimization of damper geometry to increase seismic energy dissipation, and improvement in structural integrity to reduce stress concentration. Comparing two ST 52 alloys to H13 steel, the maximum bearable force has increased from 300 kN to 600 kN, which is about double the resistance increase. Practical applications of integrating TADAS dampers and Chevron braces in tall and low-rise concrete buildings show significant improvements in structural stability and displacement reduction. The results indicate that the base shear, the maximum relative displacement of the floors in height, and the increase of the internal force generated in the beam and column have decreased in the structure with yielding damper compared to the structure without damper. The research results for the 15-story structure show that without using a damper, the maximum relative displacement of the floor is 150 mm. However, when a damper is used, the maximum relative displacement is reduced to about 60 mm. This study highlights the practical implications of using TADAS dampers in structural engineering and offers a promising solution to minimize the destructive effects of seismic events on large-scale concrete structures.

恶劣的加载条件,如地震引起的地面振动,会降低大型结构因其重量而产生的延展性,并造成损坏和早期破坏。这项研究探讨了在混凝土弯矩框架结构中使用三角形附加阻尼和刚度(TADAS)阻尼器的情况,以评估其对减少楼板位移的影响。研究探讨了 TADAS 阻尼器销钉中使用的两种不同合金(ST52 和 H13)的影响。研究分析了 TADAS 结构的几何形状及其韧性合金的机械行为如何在各种循环和单调荷载条件下影响混凝土结构的稳定性。在 ABAQUS 中实施的有限元方法用于模拟单调和循环加载条件下的 TADAS 阻尼器。研究成果包括对合金材料(如 H13 钢)进行新的改性,以增强减振器的柔韧性;优化减振器的几何形状,以增加地震能量耗散;以及改善结构完整性,以减少应力集中。将两种 ST 52 合金与 H13 钢进行比较,最大承受力从 300 千牛增加到 600 千牛,阻力增加了约一倍。在高层和低层混凝土建筑中集成 TADAS 阻尼器和雪佛龙支撑的实际应用表明,结构稳定性和位移减小效果显著。结果表明,与不带阻尼器的结构相比,带屈服阻尼器的结构的基底剪力、楼层在高度上的最大相对位移以及在梁和柱中产生的内力的增加都有所减少。15 层结构的研究结果表明,在不使用阻尼器的情况下,楼层的最大相对位移为 150 毫米。然而,当使用阻尼器时,最大相对位移减小到约 60 毫米。这项研究强调了在结构工程中使用 TADAS 阻尼器的实际意义,并为最大限度地减少地震事件对大型混凝土结构的破坏性影响提供了一种可行的解决方案。
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引用次数: 0
A Lower Bound Estimate of the Bearing Capacity of Foundations on Inherently Anisotropic Sands: Verification with 100 Case Studies 各向异性固有砂地基承载力下限估算:通过 100 个案例研究进行验证
IF 1.7 4区 工程技术 Q3 ENGINEERING, CIVIL Pub Date : 2024-07-20 DOI: 10.1007/s40996-024-01530-6
Mohammad Ali Shokoohi, Mehdi Veiskarami, Mojtaba Jahanandish

Bearing capacity of transversely isotropic soils have been studied by implementing the microstructure tensor in the previous works. This paper is a counterpart of the previous theoretical one which mainly focused on the verification and physical interpretation of the results. While the previous work mainly explained the theoretical framework with some numerical verifications, this paper contains a verification made by applying the results to a number of collected database of footing load tests both in the field and in the lab. The main idea is that the natural sedimentation process makes most soils some degree of anisotropy. This anisotropy is often neglected while geotechnical studies are conducted and when the bearing capacity is calculated. In this study, a comparison with theory and experimental results tries to explore the true degree of anisotropy in natural granular soil deposits, at least for practical purposes. Results indicate that if the anisotropy is ignored, the theoretical estimate of the bearing capacity is nearly 20% to 30% higher than the actual values measured in practice. Of course the nature of the test and the interpretation of the test data are influential on this general conclusion.

在以往的研究中,通过采用微结构张量对横向各向同性土的承载力进行了研究。本文是对前人理论研究的补充,主要侧重于结果的验证和物理解释。前人的工作主要是通过一些数值验证来解释理论框架,而本文则是通过将结果应用于在现场和实验室收集的大量基脚荷载试验数据库来进行验证。主要观点是,自然沉积过程使大多数土壤具有一定程度的各向异性。在进行岩土工程研究和计算承载力时,这种各向异性往往被忽视。在本研究中,通过理论与实验结果的对比,试图探索天然颗粒土沉积中各向异性的真实程度,至少在实际应用中是这样。结果表明,如果忽略各向异性,承载力的理论估算值要比实际测量值高出近 20% 至 30%。当然,试验的性质和对试验数据的解释会对这一总体结论产生影响。
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引用次数: 0
A Shear Deformable Finite Element Formulation for the Elastic Lateral Torsional Buckling Analyses of Steel Beams 用于钢梁弹性侧向扭转屈曲分析的剪切变形有限元计算公式
IF 1.7 4区 工程技术 Q3 ENGINEERING, CIVIL Pub Date : 2024-07-20 DOI: 10.1007/s40996-024-01536-0
Phe Van Pham, Tan Thi Doan, Trung Kien Nguyen, Duy Tien Nguyen, Xuan Huy Nguyen

The present study develops a shear deformable finite element (FE) formulation for the analysis of the elastic lateral torsional buckling (LTB) of steel beams. Four governing displacement fields are proposed to describe the LTB deformation. The buckling strains/stresses and the total buckling potential energy of the system are subsequently expressed in terms of the governing displacements. The theory considers the contributions of local and global warping deformations and shear deformations. A FE formulation is then developed by using linear and cubic shape functions. Based on the validations conducted in four examples, the buckling loads/modes of single and continuous span steel beams predicted by the present solutions are observed to excellently agree with those predicted by other analytical, experimental, numerical solutions. The buckling loads evaluated by using standard moment modification factors are also discussed to clarify the restrictions of the evaluation method. The effects of shear deformations, different loading conditions, and span ratios on the buckling responses of various steel beams are also investigated in the present study.

本研究为分析钢梁的弹性侧向扭转屈曲(LTB)开发了一种剪切变形有限元(FE)公式。研究提出了四个控制位移场来描述 LTB 变形。随后,系统的屈曲应变/应力和总屈曲势能都用控制位移来表示。该理论考虑了局部和整体翘曲变形以及剪切变形的贡献。然后,利用线性和立方体形状函数开发了一种 FE 公式。根据在四个实例中进行的验证,观察到本解决方案预测的单跨和连续跨度钢梁的屈曲载荷/模式与其他分析、实验和数值解决方案预测的载荷/模式非常吻合。此外,还讨论了使用标准弯矩修正系数评估的屈曲载荷,以澄清评估方法的限制。本研究还探讨了剪切变形、不同加载条件和跨度比对各种钢梁屈曲响应的影响。
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引用次数: 0
A Combined Index of Proactive and Reactive Data for Rating the Safety of Road Sections 评估路段安全的主动和被动数据综合指数
IF 1.7 4区 工程技术 Q3 ENGINEERING, CIVIL Pub Date : 2024-07-20 DOI: 10.1007/s40996-024-01552-0
Morteza AsadAmraji, Azarakhsh Salem, Shila Shirinbayan

There are two main methods for reducing the number of road accident fatalities and damages: proactive statistics and reactive statistics. The segments under consideration do not necessarily have the same level of safety risk and should be prioritized based on safety and budget expertise. Using six proactive and reactive criteria, this study presents a new index for ranking segments of a suburban road in terms of safety, namely accidents, roadside conditions, vertical signs, road markings, pavement conditions, and access density. In this study, a hierarchical analysis, a hybrid indicator of combinative distance-based assessment/evaluation based on distance from average solution, and simple weighted models were applied in addition to safety audit and accident index. The Sanandaj-Kermanshah road was selected as a case study for implementing the model. The road was chosen because of its high traffic, importance, and accident rate. In determining the safety risk of segments, accident severity index and access density were the most important factors. Due to the consideration of two steps to verify the prioritization, the CODAS model received the highest weight in the composite indicator. In suburban roads, the proposed index could be used to prioritize budget allocations for road safety. The innovation of this study is the use of a hierarchical and hybrid indicator for proactive data (obtained from safety audits) and reactive data (obtained from accidents). Also, in past studies, they have not examined the combination of proactive and reactive data.

减少道路交通事故伤亡和损失的方法主要有两种:主动统计和被动统计。所考虑的路段并不一定具有相同的安全风险水平,因此应根据安全和预算专业知识确定优先次序。本研究采用六种主动和被动标准,提出了一种新的指数,用于对郊区道路的路段进行安全排序,即事故、路边状况、垂直标志、道路标线、路面状况和通行密度。在本研究中,除安全审计和事故指数外,还采用了层次分析法、基于与平均解的距离的组合距离评估/评价的混合指标以及简单加权模型。萨南达季-克尔曼沙阿公路被选为实施该模型的案例研究。之所以选择这条道路,是因为其交通量大、重要性高、事故率高。在确定路段的安全风险时,事故严重性指数和通行密度是最重要的因素。由于考虑了两个步骤来验证优先级,CODAS 模型在综合指标中获得了最高权重。在郊区道路中,建议的指数可用于确定道路安全预算分配的优先次序。本研究的创新之处在于采用了一种分层混合指标,可用于主动数据(从安全审计中获取)和被动数据(从事故中获取)。此外,在以往的研究中,他们还没有研究过主动数据和被动数据的结合。
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引用次数: 0
Effects of Hybrid Basalt-Brucite Fibers in the Microstructure of Low Heat Cement Concrete 玄武岩-白云石混合纤维对低热水泥混凝土微结构的影响
IF 1.7 4区 工程技术 Q3 ENGINEERING, CIVIL Pub Date : 2024-07-19 DOI: 10.1007/s40996-024-01510-w
Haitang Zhu, Yingxuan Wang, Cong Wan, Mei Ma, Yongjie Zhang, Zitai Hao

In this paper, the mechanical properties and microstructure of hybrid basalt-brucite fibers reinforced low heat cement concrete were investigated, including compressive strength, splitting tensile strength, hydration products, microstructure, and pore. The results showed that the composite effect of hybrid fibers could effectively affect the failure mode of specimens, and improve the mechanical properties of low heat cement concrete that under optimal dosage conditions, it reached the maximum value, which were 40.2% for compressive strength and 70.6% for splitting tensile strength higher than the benchmark group. Based on microscopic techniques, hybrid fibers was found that it had a good bonding effect with the mortar. The failure modes of hybrid fibers in mortar included pull-out, tensile failure, and torsional failure. Meanwhile, mineral fibers could effectively promote hydration reaction, enhance the interface transition zone between fibers and concrete, and improve the compactness of concrete by compensating for small pores in concrete. Based on the theory of composite materials, the reinforcement mechanism of hybrid fibers on low heat cement concrete was elucidated.

本文研究了玄武岩-白云石混合纤维增强低热水泥混凝土的力学性能和微观结构,包括抗压强度、劈裂拉伸强度、水化产物、微观结构和孔隙。结果表明,杂化纤维的复合效应能有效影响试件的破坏模式,改善低热水泥混凝土的力学性能,在最佳掺量条件下达到最大值,抗压强度比基准组高出 40.2%,劈裂拉伸强度比基准组高出 70.6%。通过显微技术发现,混合纤维与砂浆具有良好的粘合效果。混合纤维在砂浆中的破坏模式包括拔出、拉伸破坏和扭转破坏。同时,矿物纤维能有效促进水化反应,增强纤维与混凝土之间的界面过渡区,并通过补偿混凝土中的小孔提高混凝土的密实度。基于复合材料理论,阐明了混合纤维对低热水泥混凝土的加固机理。
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引用次数: 0
Compressive Strength Prediction of Concrete Under Sulfate Attack Using Coupled Machine Learning Methods 使用耦合机器学习方法预测硫酸盐侵蚀下混凝土的抗压强度
IF 1.7 4区 工程技术 Q3 ENGINEERING, CIVIL Pub Date : 2024-07-19 DOI: 10.1007/s40996-024-01544-0
Libing Jin, Peng Liu, Tai Fan, Tian Wu, Yuhang Wang, Qiang Wu, Pengfei Xue, Pin Zhou

One of the most significant factors affecting the durability of concrete is sulfate attack. In this paper, to predict the compressive strength (CS) of concrete under sulfate attack, three coupled machine learning methods (SSA-BP, PSO-BP and NGO-BP) were developed by coupling BP neural networks (BPNN) with three swarm intelligence algorithms, which are sparrow search algorithm (SSA), particle swarm optimization algorithm (PSO) and northern goshawk optimization algorithm (NGO), respectively. Twelve influencing factors related to material composition, erosion medium and exposure conditions are chosen as inputs, and the CS of concrete subject to sulfate attack is selected as the output. The database of 591 samples collected from published literatures is divided into three parts. Performance indexes are used to evaluate the three coupled models and BP independent model. Finally, the influence of each input on the CS of concrete under sulfate attack is examined using the Grey relational analysis approach. The following findings are reached: (1) all coupled models can predict the CS of concrete under sulfate attack with higher accuracy and achieve better performance than BP independent model, and the best one is SSA-BP model. Benefitted both from the strong nonlinear mapping ability of BPNN and from the global search and fast convergence ability of SSA, SSA-BP model has strong potential in predicting the CS of sulfate attack concrete. (2) Grey relational analysis shows that, among the twelve inputs considered, the initial compressive strength of concrete has the highest correlation (almost one) with the CS of concrete under sulfate attack. The robustness of the suggested model is confirmed by the relational analysis of all input parameters. (3) In addition, this model can provide an innovative way to assess the durability of concrete under complex or harsh environmental conditions.

影响混凝土耐久性的最重要因素之一是硫酸盐侵蚀。本文通过将 BP 神经网络(BPNN)与三种蜂群智能算法(分别为麻雀搜索算法(SSA)、粒子群优化算法(PSO)和北戈沙克优化算法(NGO))耦合,开发了三种耦合机器学习方法(SSA-BP、PSO-BP 和 NGO-BP)来预测混凝土在硫酸盐侵蚀下的抗压强度(CS)。选择与材料成分、侵蚀介质和暴露条件有关的 12 个影响因素作为输入,并选择受硫酸盐侵蚀的混凝土 CS 作为输出。从已发表的文献中收集的 591 个样本数据库分为三个部分。采用性能指标对三个耦合模型和 BP 独立模型进行评估。最后,使用灰色关系分析方法考察了各输入对硫酸盐侵蚀下混凝土 CS 的影响。得出以下结论:(1) 与 BP 独立模型相比,所有耦合模型都能以更高的精度预测硫酸盐侵蚀下混凝土的 CS,并取得更好的性能,其中最好的是 SSA-BP 模型。既得益于 BPNN 强大的非线性映射能力,又得益于 SSA 的全局搜索和快速收敛能力,SSA-BP 模型在预测硫酸盐侵蚀混凝土 CS 方面具有很强的潜力。(2) 灰色关系分析表明,在所考虑的 12 个输入中,混凝土初始抗压强度与硫酸盐侵蚀混凝土 CS 的相关性最高(接近 1)。对所有输入参数的关系分析证实了所建议模型的稳健性。(3) 此外,该模型可为评估复杂或恶劣环境条件下混凝土的耐久性提供一种创新方法。
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引用次数: 0
Establishment of Relationship Between Coagulant and Chlorine Dose Using Artificial Neural Network 利用人工神经网络建立混凝剂与氯剂量之间的关系
IF 1.7 4区 工程技术 Q3 ENGINEERING, CIVIL Pub Date : 2024-07-19 DOI: 10.1007/s40996-024-01546-y
Dnyaneshwar Vasant Wadkar, Manoj Pandurang Wagh, Rahul Subhash Karale, Prakash Nangare, Dinesh Yashwant Dhande, Ganesh C. Chikute, Pallavi D. Wadkar

Multiple treatment phases are involved in a water treatment plant (WTP), but coagulation and disinfection are the most crucial for producing safe and clear water. Determining the optimal coagulant and chlorine doses in the laboratory is time-consuming and poses a significant challenge in water treatment. To streamline this process, artificial neural network (ANN) models have been developed to predict the chlorine dose based on the coagulant dose. Studies comparing various ANN models indicate that the radial basis function neural network (RBFNN) model provides excellent predictions (R = 0.999). In modeling with radial basis function neural networks (RBFNN) and generalized regression neural networks (GRNN), the spread factor was varied from 0.1 to 15 to achieve a stable and accurate model with high predictive accuracy. Employing soft computing models to define the coagulant and chlorine doses has proven highly beneficial for the management of WTPs, significantly enhancing the efficiency and accuracy of dosing predictions.

水处理厂(WTP)涉及多个处理阶段,但混凝和消毒是生产安全清水的最关键阶段。在实验室中确定混凝剂和氯的最佳剂量非常耗时,是水处理中的一项重大挑战。为了简化这一过程,人们开发了人工神经网络 (ANN) 模型,根据混凝剂剂量预测氯剂量。对各种人工神经网络模型进行比较的研究表明,径向基函数神经网络 (RBFNN) 模型的预测效果极佳(R = 0.999)。在使用径向基函数神经网络(RBFNN)和广义回归神经网络(GRNN)建模时,扩散因子在 0.1 至 15 之间变化,以获得稳定、准确且预测精度高的模型。事实证明,采用软计算模型来确定混凝剂和氯剂量非常有利于水处理厂的管理,大大提高了加药预测的效率和准确性。
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引用次数: 0
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