首页 > 最新文献

Journal of Constructional Steel Research最新文献

英文 中文
Theoretical and experimental study on the interaction between slotted steel plate shear wall and boundary frame 开槽钢板剪力墙与边界框架相互作用的理论和实验研究
IF 4 2区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-11-06 DOI: 10.1016/j.jcsr.2024.109132
Shuangshuang Jin , Shengchao Yang , Xingming Zhang
The buckling-restrained steel plate shear wall with inclined slots (called Slotted-SPSW), composed of slotted steel plate, frame beams and columns, and out-of-plane constrained concrete panels. Premature failure of boundary frames may lead to insufficient performance of the Slotted-SPSW. To understand the interaction between the slotted steel plate and the boundary frame, the theoretical formula for calculating ultimate load-bearing capacity of the novel Slotted-SPSW is initially provided, and then internal forces in boundary columns are derived through theoretical analysis. Subsequently, a quasi-static experiment on a scale model with a ratio of 1:3 is conducted to examine the mechanical behavior and failure modes of the Slotted-SPSW under lateral forces. Finally, a comparison between the finite element simulation results for the frame columns and slotted steel plate and the experimental results is presented, verifying the accuracy of the theoretical formulas and finite element simulations. The research findings demonstrate that the novel Slotted-SPSW possesses exceptional load-bearing capacity, energy dissipation ability and ductility.
带倾斜槽的屈曲约束钢板剪力墙(称为槽式-SPSW)由带槽钢板、框架梁和柱以及平面外约束混凝土板组成。边界框架的过早失效可能会导致开槽-SPSW 的性能不足。为了解开槽钢板与边界框架之间的相互作用,首先提供了计算新型开槽型 SPSW 极限承载力的理论公式,然后通过理论分析得出边界柱的内力。随后,在比例为 1:3 的模型上进行了准静力实验,以检验 Slotted-SPSW 在侧向力作用下的力学行为和破坏模式。最后,对框架柱和开槽钢板的有限元模拟结果与实验结果进行了比较,验证了理论公式和有限元模拟的准确性。研究结果表明,新型开槽钢板具有优异的承载能力、消能能力和延展性。
{"title":"Theoretical and experimental study on the interaction between slotted steel plate shear wall and boundary frame","authors":"Shuangshuang Jin ,&nbsp;Shengchao Yang ,&nbsp;Xingming Zhang","doi":"10.1016/j.jcsr.2024.109132","DOIUrl":"10.1016/j.jcsr.2024.109132","url":null,"abstract":"<div><div>The buckling-restrained steel plate shear wall with inclined slots (called Slotted-SPSW), composed of slotted steel plate, frame beams and columns, and out-of-plane constrained concrete panels. Premature failure of boundary frames may lead to insufficient performance of the Slotted-SPSW. To understand the interaction between the slotted steel plate and the boundary frame, the theoretical formula for calculating ultimate load-bearing capacity of the novel Slotted-SPSW is initially provided, and then internal forces in boundary columns are derived through theoretical analysis. Subsequently, a quasi-static experiment on a scale model with a ratio of 1:3 is conducted to examine the mechanical behavior and failure modes of the Slotted-SPSW under lateral forces. Finally, a comparison between the finite element simulation results for the frame columns and slotted steel plate and the experimental results is presented, verifying the accuracy of the theoretical formulas and finite element simulations. The research findings demonstrate that the novel Slotted-SPSW possesses exceptional load-bearing capacity, energy dissipation ability and ductility.</div></div>","PeriodicalId":15557,"journal":{"name":"Journal of Constructional Steel Research","volume":"224 ","pages":"Article 109132"},"PeriodicalIF":4.0,"publicationDate":"2024-11-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142593841","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Axial compressive behavior and capacity prediction of concrete-filled cold-formed lipped channel PEC stub columns 混凝土填充冷成型斜槽 PEC 存根柱的轴向抗压行为和承载力预测
IF 4 2区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-11-05 DOI: 10.1016/j.jcsr.2024.109125
Dazhe Feng , Zhanzhong Yin , Shaobo Xu
The stability and capacity of thin-walled steel columns can be considerably upgraded by filling concrete into hollow spaces surrounded by cold-formed lipped channel (CLC) and external battens. However, there is limited experimental data available, especially for the axial compression behavior of concrete-filled CLC partially encased composite (PEC) columns. This paper aims to investigate the compressive behavior of CLC-PEC short columns and presents an analytical model for predicting the axial capacity of the column. The study explores the influences of cross-sectional dimensions and external batten plate configurations on the compressive performance of CLC-PEC columns through axial compression tests conducted on 12 short column specimens. The results indicate that the failure modes of the specimens involve localized concrete spalling on the exposed side at the lower part of the column, along with a elephant foot-shaped buckling of the cold-formed steel lipped channel. The damage surface of the confined concrete was obtained by circumferential cutting of the buckling location. The findings highlight the significant influence of the character of the CLC section on the ineffectively confined area at the failure surface, with a dumbbell-shaped effective confinement zone revealing the presence of a highly confined area. Based on the calibrated failure surfaces, a numerical model-based study of the axial stress distribution in the concrete core was then carried out to estimate the confinement effect of the columns under peak loading. The study employed multiple regression analysis to quantify the area ratio of the confined zone to the concrete core based on finite element analysis (FEA) results from 143 CLC-PEC columns. The proposed model was evaluated against test results and found to be more reliable than axial compression loads based on the superposition strength method. The proposed axial capacity of short columns takes into account the slenderness ratio of each member.
通过在由冷弯槽钢(CLC)和外部压条围成的空腔中填充混凝土,可以大大提高薄壁钢柱的稳定性和承载能力。然而,目前可获得的实验数据有限,尤其是关于混凝土填充 CLC 部分包裹复合材料 (PEC) 柱的轴向压缩行为的数据。本文旨在研究 CLC-PEC 短柱的抗压行为,并提出了预测柱轴向承载力的分析模型。研究通过对 12 个短柱试样进行轴向压缩试验,探讨了横截面尺寸和外部压缝板配置对 CLC-PEC 柱抗压性能的影响。结果表明,试件的破坏模式包括柱子下部外露侧的局部混凝土剥落,以及冷弯钢支撑槽的象脚形屈曲。通过对屈曲位置进行圆周切割,获得了受限混凝土的损伤面。研究结果表明,CLC 截面的特性对破坏面上的无效约束区有很大影响,哑铃形的有效约束区显示了高约束区的存在。在校准破坏面的基础上,对混凝土核心部位的轴向应力分布进行了基于数值模型的研究,以估算柱子在峰值荷载下的约束效应。该研究基于 143 个 CLC-PEC 柱的有限元分析 (FEA) 结果,采用多元回归分析来量化约束区与混凝土核心的面积比。根据测试结果对所提出的模型进行了评估,发现该模型比基于叠加强度法的轴向压缩荷载更可靠。建议的短柱轴向承载力考虑了每个构件的细长比。
{"title":"Axial compressive behavior and capacity prediction of concrete-filled cold-formed lipped channel PEC stub columns","authors":"Dazhe Feng ,&nbsp;Zhanzhong Yin ,&nbsp;Shaobo Xu","doi":"10.1016/j.jcsr.2024.109125","DOIUrl":"10.1016/j.jcsr.2024.109125","url":null,"abstract":"<div><div>The stability and capacity of thin-walled steel columns can be considerably upgraded by filling concrete into hollow spaces surrounded by cold-formed lipped channel (CLC) and external battens. However, there is limited experimental data available, especially for the axial compression behavior of concrete-filled CLC partially encased composite (PEC) columns. This paper aims to investigate the compressive behavior of CLC-PEC short columns and presents an analytical model for predicting the axial capacity of the column. The study explores the influences of cross-sectional dimensions and external batten plate configurations on the compressive performance of CLC-PEC columns through axial compression tests conducted on 12 short column specimens. The results indicate that the failure modes of the specimens involve localized concrete spalling on the exposed side at the lower part of the column, along with a elephant foot-shaped buckling of the cold-formed steel lipped channel. The damage surface of the confined concrete was obtained by circumferential cutting of the buckling location. The findings highlight the significant influence of the character of the CLC section on the ineffectively confined area at the failure surface, with a dumbbell-shaped effective confinement zone revealing the presence of a highly confined area. Based on the calibrated failure surfaces, a numerical model-based study of the axial stress distribution in the concrete core was then carried out to estimate the confinement effect of the columns under peak loading. The study employed multiple regression analysis to quantify the area ratio of the confined zone to the concrete core based on finite element analysis (FEA) results from 143 CLC-PEC columns. The proposed model was evaluated against test results and found to be more reliable than axial compression loads based on the superposition strength method. The proposed axial capacity of short columns takes into account the slenderness ratio of each member.</div></div>","PeriodicalId":15557,"journal":{"name":"Journal of Constructional Steel Research","volume":"224 ","pages":"Article 109125"},"PeriodicalIF":4.0,"publicationDate":"2024-11-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142593839","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Investigating seismic performance of a novel self-centering shear link in EBF utilizing experimental and numerical simulation 利用实验和数值模拟研究 EBF 中新型自定心剪力连接件的抗震性能
IF 4 2区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-11-05 DOI: 10.1016/j.jcsr.2024.109129
Shujun Hu , Shangwen Liu , Sizhi Zeng , Bo Zhang , Zhenhuan Xu
This paper introduces an innovative self-centering shear link (SC-SL) that combines the self-centering SMA braces (SCB) and very short shear link with shear slotted bolted connection (VSSL-SSBC), commonly used in the eccentrically braced frames (EBFs). Four SC-SL specimens differing in bolt pretension and loading displacement were designed to investigate the seismic performance, enabling the acquisition of hysteresis curves, skeletal curves, secant stiffness curves and energy dissipation capacity of the SC-SL. Additionally, extensive parametric studies, validated by finite element (FE) modeling technique, were conducted to investigate the main influencing parameters of the SC-SL. Test results indicated that the VSSL in the VSSL-SSBC remained in the slip stage without any relative deformation and yielding during the slip stage, whereas slip deformation, web yield, and web and flange buckling occurred during the non-slip stage. The deformation and stress of the SMA wires in the SCB increased gradually and remained in tension throughout the loading process. Hysteresis curves of the SC-SL exhibited elastic and elastic-plastic during the slip stage, and elastic, elastic-plastic, and strengthening stages during the non-slip stage. In addition, enlarging the SMA areas can enhance the bearing capacity and reduce the residual deformation of SC-SL during both slip and non-slip stage. Finally, the simplified mechanical models of SC-SL were proposed and validated, indicated that the proposed equation was in good agreement with the FE simulation results, with a maximum error of 8.99 % and 4.86 % during the slip and non-slip stage, respectively.
本文介绍了一种创新的自定心剪力连杆(SC-SL),它结合了偏心支撑框架(EBF)中常用的自定心 SMA 支撑(SCB)和带剪力槽螺栓连接的超短剪力连杆(VSSL-SSBC)。为了研究 SC-SL 的抗震性能,设计了四种螺栓预拉力和加载位移不同的 SC-SL 试样,从而获得了 SC-SL 的滞后曲线、骨架曲线、正弦刚度曲线和耗能能力。此外,还通过有限元(FE)建模技术进行了广泛的参数研究,以调查 SC-SL 的主要影响参数。试验结果表明,VSSL-SSBC 中的 VSSL 始终处于滑移阶段,在滑移阶段没有发生任何相对变形和屈服,而在非滑移阶段发生了滑移变形、腹板屈服以及腹板和翼板屈曲。在整个加载过程中,SCB 中的 SMA 线的变形和应力逐渐增加,并保持在拉伸状态。SC-SL 的滞后曲线在滑移阶段表现为弹性和弹塑性,在非滑移阶段表现为弹性、弹塑性和强化阶段。此外,扩大 SMA 面积可提高 SC-SL 的承载能力,并减少其在滑移和非滑移阶段的残余变形。最后,提出并验证了 SC-SL 的简化力学模型,结果表明所提出的方程与 FE 仿真结果吻合良好,在滑移和非滑移阶段的最大误差分别为 8.99 % 和 4.86 %。
{"title":"Investigating seismic performance of a novel self-centering shear link in EBF utilizing experimental and numerical simulation","authors":"Shujun Hu ,&nbsp;Shangwen Liu ,&nbsp;Sizhi Zeng ,&nbsp;Bo Zhang ,&nbsp;Zhenhuan Xu","doi":"10.1016/j.jcsr.2024.109129","DOIUrl":"10.1016/j.jcsr.2024.109129","url":null,"abstract":"<div><div>This paper introduces an innovative self-centering shear link (SC-SL) that combines the self-centering SMA braces (SCB) and very short shear link with shear slotted bolted connection (VSSL-SSBC), commonly used in the eccentrically braced frames (EBFs). Four SC-SL specimens differing in bolt pretension and loading displacement were designed to investigate the seismic performance, enabling the acquisition of hysteresis curves, skeletal curves, secant stiffness curves and energy dissipation capacity of the SC-SL. Additionally, extensive parametric studies, validated by finite element (FE) modeling technique, were conducted to investigate the main influencing parameters of the SC-SL. Test results indicated that the VSSL in the VSSL-SSBC remained in the slip stage without any relative deformation and yielding during the slip stage, whereas slip deformation, web yield, and web and flange buckling occurred during the non-slip stage. The deformation and stress of the SMA wires in the SCB increased gradually and remained in tension throughout the loading process. Hysteresis curves of the SC-SL exhibited elastic and elastic-plastic during the slip stage, and elastic, elastic-plastic, and strengthening stages during the non-slip stage. In addition, enlarging the SMA areas can enhance the bearing capacity and reduce the residual deformation of SC-SL during both slip and non-slip stage. Finally, the simplified mechanical models of SC-SL were proposed and validated, indicated that the proposed equation was in good agreement with the FE simulation results, with a maximum error of 8.99 % and 4.86 % during the slip and non-slip stage, respectively.</div></div>","PeriodicalId":15557,"journal":{"name":"Journal of Constructional Steel Research","volume":"224 ","pages":"Article 109129"},"PeriodicalIF":4.0,"publicationDate":"2024-11-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142586162","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Algorithms for determination of weld toe radius and weld toe angle in welded joints 确定焊接接头焊趾半径和焊趾角度的算法
IF 4 2区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-11-05 DOI: 10.1016/j.jcsr.2024.109112
Christian Dänekas , Jan Schubnell , Johannes Krautheimer , Matthias Jung , Elyas Ghafoori , Peter Schaumann
This paper addresses the challenge of precise determination of weld toe radius and flank angle in welded joints. Despite the importance of these parameters for fatigue strength, existing research has not provided clear computational methods for their accurate evaluation. To address this research gap, various evaluation algorithms were developed and applied to both artificially generated profiles of butt-welded and fillet-welded joints and real digital scan data of a reference specimen. The study derives initial recommendations for data quality and the selection of evaluation methods based on weld seam geometry and point spacing. These recommendations consider the demonstrated areas of validity and limitations. The results show that a least squares approach offers the greatest potential to accurately determine weld toe radii. Additionally, the flank angle can be well determined using the gradient of the weld seam profile. The results improve the understanding in assessment of weld seam geometries, enabling automated and precise weld quality inspection in the future. This study may contribute in the future derivation of normative and harmonization regulations for the determination of weld toe parameters.
本文探讨了如何精确确定焊接接头的焊趾半径和侧角这一难题。尽管这些参数对疲劳强度非常重要,但现有研究尚未提供精确评估这些参数的明确计算方法。为了弥补这一研究空白,我们开发了各种评估算法,并将其应用于人工生成的对焊和丝焊接头轮廓以及参考试样的真实数字扫描数据。该研究根据焊缝几何形状和点间距,对数据质量和评估方法的选择提出了初步建议。这些建议考虑了已证明的有效性和局限性领域。结果表明,最小二乘法最有可能准确确定焊趾半径。此外,利用焊缝轮廓的梯度可以很好地确定焊缝侧面角。这些结果提高了人们对焊缝几何形状评估的认识,使未来的自动和精确焊接质量检测成为可能。这项研究可能有助于今后制定确定焊趾参数的规范和协调条例。
{"title":"Algorithms for determination of weld toe radius and weld toe angle in welded joints","authors":"Christian Dänekas ,&nbsp;Jan Schubnell ,&nbsp;Johannes Krautheimer ,&nbsp;Matthias Jung ,&nbsp;Elyas Ghafoori ,&nbsp;Peter Schaumann","doi":"10.1016/j.jcsr.2024.109112","DOIUrl":"10.1016/j.jcsr.2024.109112","url":null,"abstract":"<div><div>This paper addresses the challenge of precise determination of weld toe radius and flank angle in welded joints. Despite the importance of these parameters for fatigue strength, existing research has not provided clear computational methods for their accurate evaluation. To address this research gap, various evaluation algorithms were developed and applied to both artificially generated profiles of butt-welded and fillet-welded joints and real digital scan data of a reference specimen. The study derives initial recommendations for data quality and the selection of evaluation methods based on weld seam geometry and point spacing. These recommendations consider the demonstrated areas of validity and limitations. The results show that a least squares approach offers the greatest potential to accurately determine weld toe radii. Additionally, the flank angle can be well determined using the gradient of the weld seam profile. The results improve the understanding in assessment of weld seam geometries, enabling automated and precise weld quality inspection in the future. This study may contribute in the future derivation of normative and harmonization regulations for the determination of weld toe parameters.</div></div>","PeriodicalId":15557,"journal":{"name":"Journal of Constructional Steel Research","volume":"224 ","pages":"Article 109112"},"PeriodicalIF":4.0,"publicationDate":"2024-11-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142586165","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Analytical investigations on dynamic responses of SRCFST members under lateral impact loads 横向冲击荷载下 SRCFST 构件动态响应的分析研究
IF 4 2区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-11-05 DOI: 10.1016/j.jcsr.2024.109122
Wei Xian , Zhi-Meng Wang , Wensu Chen , Wen-Da Wang , Rui Wang
Very limited studies have been conducted to investigate the influences of different internal configurations and the size effect on the impact responses of SRCFST members. In this study, numerical simulations are conducted by using ABAQUS. The numerical model of SRCFST members under lateral impact directly incorporates material damage, strain rate effect and steel fracture, and the model is verified against available impact testing data. Following model verification, the impact behaviors of SRCFST members with four commonly used internal configurations of steel sections are compared and discussed. It is found that the damage modes of SRCFST members are largely unaffected by internal configurations. These internal configurations minimally affect energy absorption capacity, with a maximum difference of only 2.04 %. SRCFST specimen with inner steel tube (SRCFST-T1) exhibits the best impact resistance performance among four types by showing its ability to sustain the highest impact force plateau, the least mid-span deformation and the largest bending moment. Moreover, the size effects on dynamic responses are also investigated. The results show that the key indicators (e.g., the peak impact force, plateau impact force, impact duration, maximum mid-span displacement, and energy absorption) closely align with the standard lines, displaying a maximum deviation of less than 10 %. The traditional similarity law is verified in predicting the impact responses using the scaling factor. Finally, an improved single-degree-of-freedom (SDOF) analytical model is formulated for predicting the displacement responses of SRCFST members under drop weight impact, and it gives an accurate prediction of the displacement response.
针对不同内部构造和尺寸效应对 SRCFST 构件冲击响应影响的研究非常有限。本研究使用 ABAQUS 进行了数值模拟。SRCFST 构件在横向冲击下的数值模型直接包含了材料损伤、应变率效应和钢断裂,并根据现有的冲击试验数据对模型进行了验证。在模型验证之后,比较并讨论了具有四种常用内部结构型钢的 SRCFST 构件的冲击行为。结果发现,SRCFST 构件的破坏模式基本上不受内部构造的影响。这些内部构造对能量吸收能力的影响很小,最大差异仅为 2.04%。带内钢管的 SRCFST 试件(SRCFST-T1)在四种类型中表现出最好的抗冲击性能,能承受最大的冲击力平台、最小的跨中变形和最大的弯矩。此外,还研究了尺寸对动态响应的影响。结果表明,关键指标(如峰值冲击力、高原冲击力、冲击持续时间、最大中跨位移和能量吸收)与标准线非常接近,最大偏差小于 10%。传统的相似律在使用比例因子预测冲击响应时得到了验证。最后,建立了一个改进的单自由度(SDOF)分析模型,用于预测 SRCFST 构件在落锤冲击下的位移响应,并给出了准确的位移响应预测。
{"title":"Analytical investigations on dynamic responses of SRCFST members under lateral impact loads","authors":"Wei Xian ,&nbsp;Zhi-Meng Wang ,&nbsp;Wensu Chen ,&nbsp;Wen-Da Wang ,&nbsp;Rui Wang","doi":"10.1016/j.jcsr.2024.109122","DOIUrl":"10.1016/j.jcsr.2024.109122","url":null,"abstract":"<div><div>Very limited studies have been conducted to investigate the influences of different internal configurations and the size effect on the impact responses of SRCFST members. In this study, numerical simulations are conducted by using ABAQUS. The numerical model of SRCFST members under lateral impact directly incorporates material damage, strain rate effect and steel fracture, and the model is verified against available impact testing data. Following model verification, the impact behaviors of SRCFST members with four commonly used internal configurations of steel sections are compared and discussed. It is found that the damage modes of SRCFST members are largely unaffected by internal configurations. These internal configurations minimally affect energy absorption capacity, with a maximum difference of only 2.04 %. SRCFST specimen with inner steel tube (SRCFST-T1) exhibits the best impact resistance performance among four types by showing its ability to sustain the highest impact force plateau, the least mid-span deformation and the largest bending moment. Moreover, the size effects on dynamic responses are also investigated. The results show that the key indicators (e.g., the peak impact force, plateau impact force, impact duration, maximum mid-span displacement, and energy absorption) closely align with the standard lines, displaying a maximum deviation of less than 10 %. The traditional similarity law is verified in predicting the impact responses using the scaling factor. Finally, an improved single-degree-of-freedom (SDOF) analytical model is formulated for predicting the displacement responses of SRCFST members under drop weight impact, and it gives an accurate prediction of the displacement response.</div></div>","PeriodicalId":15557,"journal":{"name":"Journal of Constructional Steel Research","volume":"224 ","pages":"Article 109122"},"PeriodicalIF":4.0,"publicationDate":"2024-11-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142586163","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Experimental and analytical investigation on the behavior of deformation-amplified torsional steel-tube dampers 变形放大扭转钢管阻尼器行为的实验和分析研究
IF 4 2区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-11-05 DOI: 10.1016/j.jcsr.2024.109124
De-Bin Wang , Si-han Wang , Zhi-Guo Sun , Wen-Ming Wang
A novel torsional steel tube damper with deformation amplification function (DATSTD) to address the issue that traditional metallic dampers cannot sufficiently dissipate energy under small deformation was proposed. The basic structure and working mechanism of the DATSTD were described. A theoretical restoring force model was derived, together with an amplification formula for the deformation and load-bearing capacity of the DATSTD. The seismic performance of the DATSTD with varying initial amplification angles was investigated by low-cycle cyclic loading test, and the energy dissipation and failure mechanism of the DATSTD were studied. A robust finite element model for the DATSTD was developed using the ABAQUS software, and the effect of the rotating plate length on the mechanical properties of the DATSTD was studied in detail. The test results show that the hysteresis curve of the damper is smooth and full, exhibits certain asymmetric features, and maintains a stable and efficient energy dissipation capacity. By reducing the initial amplification angle, the plastic deformation of the energy-dissipation steel tube progresses more extensively, the equivalent viscous damping coefficient rapidly increases to approximately 50 %, and the yield load, maximum load, and initial stiffness of the damper all increase significantly. While the asymmetry of the hysteretic curve is also slightly enhanced. The theoretical restoring force model and the finite element model could predict the performance of the DATSTD well. With reduction of the rotating plate length, the influence of the initial amplification angle change on the energy dissipation and load-bearing capacity of the damper would be increased. The maximum tensile-to-compressive load ratio of the damper would be increased and the asymmetry of the hysteretic curve becomes more pronounced as decreasing of the of the rotating plate length.
针对传统金属阻尼器在小变形情况下无法充分消散能量的问题,提出了一种具有变形放大功能的新型扭转钢管阻尼器(DATSTD)。论文描述了 DATSTD 的基本结构和工作机理。推导出了恢复力理论模型,以及 DATSTD 变形和承载能力的放大公式。通过低周期循环加载试验研究了不同初始放大角 DATSTD 的抗震性能,并研究了 DATSTD 的能量耗散和破坏机理。利用 ABAQUS 软件为 DATSTD 建立了稳健的有限元模型,并详细研究了旋转板长度对 DATSTD 力学性能的影响。试验结果表明,阻尼器的滞后曲线平滑饱满,具有一定的非对称性,并保持了稳定高效的消能能力。通过减小初始放大角,消能钢管的塑性变形得到更广泛的发展,等效粘滞阻尼系数迅速增加到约 50%,阻尼器的屈服载荷、最大载荷和初始刚度都显著增加。滞回曲线的非对称性也略有增强。理论恢复力模型和有限元模型可以很好地预测 DATSTD 的性能。随着旋转板长度的减小,初始放大角的变化对阻尼器能量耗散和承载能力的影响将增大。阻尼器的最大拉压载荷比会增大,滞回曲线的不对称会随着旋转板长度的减小而变得更加明显。
{"title":"Experimental and analytical investigation on the behavior of deformation-amplified torsional steel-tube dampers","authors":"De-Bin Wang ,&nbsp;Si-han Wang ,&nbsp;Zhi-Guo Sun ,&nbsp;Wen-Ming Wang","doi":"10.1016/j.jcsr.2024.109124","DOIUrl":"10.1016/j.jcsr.2024.109124","url":null,"abstract":"<div><div>A novel torsional steel tube damper with deformation amplification function (DATSTD) to address the issue that traditional metallic dampers cannot sufficiently dissipate energy under small deformation was proposed. The basic structure and working mechanism of the DATSTD were described. A theoretical restoring force model was derived, together with an amplification formula for the deformation and load-bearing capacity of the DATSTD. The seismic performance of the DATSTD with varying initial amplification angles was investigated by low-cycle cyclic loading test, and the energy dissipation and failure mechanism of the DATSTD were studied. A robust finite element model for the DATSTD was developed using the ABAQUS software, and the effect of the rotating plate length on the mechanical properties of the DATSTD was studied in detail. The test results show that the hysteresis curve of the damper is smooth and full, exhibits certain asymmetric features, and maintains a stable and efficient energy dissipation capacity. By reducing the initial amplification angle, the plastic deformation of the energy-dissipation steel tube progresses more extensively, the equivalent viscous damping coefficient rapidly increases to approximately 50 %, and the yield load, maximum load, and initial stiffness of the damper all increase significantly. While the asymmetry of the hysteretic curve is also slightly enhanced. The theoretical restoring force model and the finite element model could predict the performance of the DATSTD well. With reduction of the rotating plate length, the influence of the initial amplification angle change on the energy dissipation and load-bearing capacity of the damper would be increased. The maximum tensile-to-compressive load ratio of the damper would be increased and the asymmetry of the hysteretic curve becomes more pronounced as decreasing of the of the rotating plate length.</div></div>","PeriodicalId":15557,"journal":{"name":"Journal of Constructional Steel Research","volume":"224 ","pages":"Article 109124"},"PeriodicalIF":4.0,"publicationDate":"2024-11-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142586164","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
An efficient procedure for prediction of the load-displacement curve of CFDST columns 预测 CFDST 柱荷载-位移曲线的有效程序
IF 4 2区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-11-05 DOI: 10.1016/j.jcsr.2024.109113
Quang-Viet Vu , Dai-Nhan Le , Tuan-Dung Pham , Wei Gao , Sawekchai Tangaramvong
This paper proposes a novel procedure for prediction of both load-displacement curve and load-carrying capacity of concrete-filled double-skin steel tube (CFDST) columns under uniaxial compression by using convolutional neural network (CNN)-based regression and Nelder-Mead methods. Firstly, hybrid databases collected from experiments in literature and generated from finite element analyses are employed to build the proposed CNN-based model. The accuracy of the proposed model is described through a comparison between predictive results of the proposed model and unseen data. Two machine learning models, including eXtreme Gradient Boosting and Multilayer Perceptron, are adopted for comparison. It can be observed that the CNN-based model provides the most accurate predictions for both the load-displacement curve and axial compression capacity of CFDST columns in both experimental and numerical databases. An efficient procedure is developed to calibrate the preliminary load-displacement curve estimated by the CNN-based model, and to notably enhance its smoothness and performance. Adjusted formulae (based on well-known equations) are obtained for predicting the load-displacement curve of CFDST columns. The hyperparameters of these formulae are optimized using the Nelder-Mead method. It is indicated that the adjusted load-displacement curves obtained from the proposed procedure outperform the preliminary curves estimated by the CNN-based model. A sensitivity analysis was conducted to investigate the model's performance in predicting the load-displacement curves of CFDST columns with variations of input variables within stochastic environments. Finally, a cloud-based graphical user interface is developed to provide a convenient tool for users to predict axial load-displacement responses of CFDST columns without prior programming knowledge.
本文采用基于卷积神经网络(CNN)的回归和 Nelder-Mead 方法,提出了一种预测单轴压缩下混凝土填充双层钢管(CFDST)柱的荷载-位移曲线和承载能力的新程序。首先,利用从文献实验中收集的混合数据库和从有限元分析中生成的混合数据库来建立所提出的基于卷积神经网络的模型。通过比较所提模型的预测结果和未见数据,说明了所提模型的准确性。比较采用了两种机器学习模型,包括极梯度提升和多层感知器。可以看出,在实验和数值数据库中,基于 CNN 的模型对 CFDST 柱的载荷-位移曲线和轴向压缩能力的预测最为准确。我们开发了一种有效的程序来校准基于 CNN 的模型所估算的初步荷载-位移曲线,从而显著提高其平滑度和性能。获得了预测 CFDST 柱荷载-位移曲线的调整公式(基于著名方程)。使用 Nelder-Mead 方法对这些公式的超参数进行了优化。结果表明,根据建议程序得到的调整后荷载-位移曲线优于基于 CNN 的模型估计的初步曲线。通过敏感性分析,研究了该模型在随机环境下随着输入变量的变化预测 CFDST 柱荷载-位移曲线的性能。最后,开发了一个基于云的图形用户界面,为用户提供了一个方便的工具,使其无需编程知识即可预测 CFDST 柱的轴向荷载-位移响应。
{"title":"An efficient procedure for prediction of the load-displacement curve of CFDST columns","authors":"Quang-Viet Vu ,&nbsp;Dai-Nhan Le ,&nbsp;Tuan-Dung Pham ,&nbsp;Wei Gao ,&nbsp;Sawekchai Tangaramvong","doi":"10.1016/j.jcsr.2024.109113","DOIUrl":"10.1016/j.jcsr.2024.109113","url":null,"abstract":"<div><div>This paper proposes a novel procedure for prediction of both load-displacement curve and load-carrying capacity of concrete-filled double-skin steel tube (CFDST) columns under uniaxial compression by using convolutional neural network (CNN)-based regression and Nelder-Mead methods. Firstly, hybrid databases collected from experiments in literature and generated from finite element analyses are employed to build the proposed CNN-based model. The accuracy of the proposed model is described through a comparison between predictive results of the proposed model and unseen data. Two machine learning models, including eXtreme Gradient Boosting and Multilayer Perceptron, are adopted for comparison. It can be observed that the CNN-based model provides the most accurate predictions for both the load-displacement curve and axial compression capacity of CFDST columns in both experimental and numerical databases. An efficient procedure is developed to calibrate the preliminary load-displacement curve estimated by the CNN-based model, and to notably enhance its smoothness and performance. Adjusted formulae (based on well-known equations) are obtained for predicting the load-displacement curve of CFDST columns. The hyperparameters of these formulae are optimized using the Nelder-Mead method. It is indicated that the adjusted load-displacement curves obtained from the proposed procedure outperform the preliminary curves estimated by the CNN-based model. A sensitivity analysis was conducted to investigate the model's performance in predicting the load-displacement curves of CFDST columns with variations of input variables within stochastic environments. Finally, a cloud-based graphical user interface is developed to provide a convenient tool for users to predict axial load-displacement responses of CFDST columns without prior programming knowledge.</div></div>","PeriodicalId":15557,"journal":{"name":"Journal of Constructional Steel Research","volume":"224 ","pages":"Article 109113"},"PeriodicalIF":4.0,"publicationDate":"2024-11-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142586161","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Biaxial eccentric behavior of improved multi-cell T-shaped concrete-filled steel tubes 改进型多孔 T 型混凝土填充钢管的双轴偏心行为
IF 4 2区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-11-05 DOI: 10.1016/j.jcsr.2024.109131
Chao Hu , Rui Cheng , Yuhang Wang , Meilan Gong , Jichun Liu
The special-shaped concrete-filled steel tube (CFST) structure has attracted considerable scholarly interest in recent years. However, limited attention has been given to research on multi-cell T-shaped CFST (MT-CFST) column, resulting in a lack of uniformity in calculation methods. This paper presents an improved MT-CFST column composed of three rectangular steel tubes, a steel plate, and concrete. This design ensures that welds avoid cold bending zones in steel tubes, thereby enhancing quality of welds. In practical engineering applications, columns often experience biaxial eccentric loads. A biaxial eccentric compression test was conducted on fifteen MT-CFST specimens. This study investigated the influence of eccentricity, eccentric angle, and web height on performance of MT-CFST column. The experimental results revealed a similar failure mode among specimens: prior to peak load, minor bending deformation was observed. For specimens T56.6–60-45° and T40–90-180°, the smaller width-to-thickness ratio of steel plates on compressed side prevented local buckling. For other specimens, slight local buckling on compressed side near mid-span section was observed. After peak load, local buckling progressively intensified, primarily due to substantial bending deformation. The failure of specimens was attributed to local buckling and overall bending deformation. For eccentricity greater than 20 mm, the bearing capacity and elastic-plastic stiffness of specimens exhibited an increasing trend followed by a decreasing trend with the increase in eccentric angle at the same eccentricity, with the peaks occurring at around 90°. Specimens with the compressed side located at flange demonstrated higher bearing capacity and elastic-plastic stiffness. Additionally, FE models have been established to simulate the bidirectional eccentric behavior. A simplified method for calculating flexural capacity was developed, grounded in stress analysis of section at ultimate conditions. In accordance with ANSI/AISC 360, a method was established for predicting uniaxial eccentric capacity. By conducting a parametric analysis of Mx/Mux,n-My/Muy,n curves, a simplified method for determining Mx/Mux,n-My/Muy,n curves was proposed, with calculation results in good agreement with FE results.
近年来,异形混凝土填充钢管(CFST)结构引起了学者们的极大兴趣。然而,对多单元 T 型 CFST(MT-CFST)柱的研究关注有限,导致计算方法缺乏统一性。本文提出了一种改进的 MT-CFST 柱,由三根矩形钢管、一块钢板和混凝土组成。这种设计可确保焊缝避开钢管的冷弯区,从而提高焊缝质量。在实际工程应用中,支柱经常会承受双轴偏心载荷。对 15 个 MT-CFST 试样进行了双轴偏心压缩试验。本研究探讨了偏心率、偏心角和腹板高度对 MT-CFST 柱性能的影响。实验结果表明,各试样的失效模式相似:在峰值载荷之前,都出现了轻微的弯曲变形。对于 T56.6-60-45° 和 T40-90-180° 试件,由于受压侧钢板的宽厚比较小,防止了局部屈曲。其他试样在靠近中跨部分的受压侧出现了轻微的局部屈曲。在峰值荷载之后,局部屈曲逐渐加剧,这主要是由于大量的弯曲变形造成的。试样的破坏归因于局部屈曲和整体弯曲变形。当偏心距大于 20 毫米时,试样的承载能力和弹塑性刚度随着偏心角的增大呈先增大后减小的趋势,峰值出现在 90°左右。受压侧位于凸缘的试样具有更高的承载能力和弹塑性刚度。此外,还建立了 FE 模型来模拟双向偏心行为。以极限条件下的截面应力分析为基础,开发了一种计算抗弯能力的简化方法。根据 ANSI/AISC 360 标准,建立了预测单轴偏心承载力的方法。通过对 Mx/Mux,n-My/Muy,n 曲线进行参数分析,提出了一种确定 Mx/Mux,n-My/Muy,n 曲线的简化方法,计算结果与 FE 结果十分吻合。
{"title":"Biaxial eccentric behavior of improved multi-cell T-shaped concrete-filled steel tubes","authors":"Chao Hu ,&nbsp;Rui Cheng ,&nbsp;Yuhang Wang ,&nbsp;Meilan Gong ,&nbsp;Jichun Liu","doi":"10.1016/j.jcsr.2024.109131","DOIUrl":"10.1016/j.jcsr.2024.109131","url":null,"abstract":"<div><div>The special-shaped concrete-filled steel tube (CFST) structure has attracted considerable scholarly interest in recent years. However, limited attention has been given to research on multi-cell T-shaped CFST (MT-CFST) column, resulting in a lack of uniformity in calculation methods. This paper presents an improved MT-CFST column composed of three rectangular steel tubes, a steel plate, and concrete. This design ensures that welds avoid cold bending zones in steel tubes, thereby enhancing quality of welds. In practical engineering applications, columns often experience biaxial eccentric loads. A biaxial eccentric compression test was conducted on fifteen MT-CFST specimens. This study investigated the influence of eccentricity, eccentric angle, and web height on performance of MT-CFST column. The experimental results revealed a similar failure mode among specimens: prior to peak load, minor bending deformation was observed. For specimens T56.6–60-45° and T40–90-180°, the smaller width-to-thickness ratio of steel plates on compressed side prevented local buckling. For other specimens, slight local buckling on compressed side near mid-span section was observed. After peak load, local buckling progressively intensified, primarily due to substantial bending deformation. The failure of specimens was attributed to local buckling and overall bending deformation. For eccentricity greater than 20 mm, the bearing capacity and elastic-plastic stiffness of specimens exhibited an increasing trend followed by a decreasing trend with the increase in eccentric angle at the same eccentricity, with the peaks occurring at around 90°. Specimens with the compressed side located at flange demonstrated higher bearing capacity and elastic-plastic stiffness. Additionally, FE models have been established to simulate the bidirectional eccentric behavior. A simplified method for calculating flexural capacity was developed, grounded in stress analysis of section at ultimate conditions. In accordance with ANSI/AISC 360, a method was established for predicting uniaxial eccentric capacity. By conducting a parametric analysis of <em>M</em><sub>x</sub>/<em>M</em><sub>ux,n</sub>-<em>M</em><sub>y</sub>/<em>M</em><sub>uy,n</sub> curves, a simplified method for determining <em>M</em><sub>x</sub>/<em>M</em><sub>ux,n</sub>-<em>M</em><sub>y</sub>/<em>M</em><sub>uy,n</sub> curves was proposed, with calculation results in good agreement with FE results.</div></div>","PeriodicalId":15557,"journal":{"name":"Journal of Constructional Steel Research","volume":"224 ","pages":"Article 109131"},"PeriodicalIF":4.0,"publicationDate":"2024-11-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142586166","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Post-fire behavior of cold-formed titanium-clad bimetallic steel angle section stub columns 冷弯钛包双金属角钢截面桩柱的火灾后行为
IF 4 2区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-11-04 DOI: 10.1016/j.jcsr.2024.109141
Yu Shi , Jie Wang , Xuhong Zhou , Xuanyi Xue
This study included a series of experiments and a detailed numerical analysis to reveal the cross-sectional behaviors and residual compression ultimate capacities of cold-formed titanium-clad bimetallic steel (TCBS) angle section stub columns (ASSCs) following exposure to high temperatures. Four cold-formed TCBS ASSCs with different geometric dimensions were tested. The exposure temperature included 20 °C, 700 °C, and 900 °C. After experiment, a comprehensive numerical analysis was carried out, wherein 200 finite element models were included. Given the lack of specialized design approaches for cold-formed TCBS structures, the applicability of conventional design approaches for carbon steel structures to cold-formed TCBS ASSCs subjected to high temperatures was assessed, where the design approaches in EN 1993-1-1, AISI 100, and the Direct Strength Method were considered. It was found that the existing design approaches for post-fire cold-formed TCBS ASSCs lacked precision. Hence, modifications to the design approach in EN 1993-1-1 were proposed to improve the accuracy on the prediction of the residual compressive ultimate capacities of cold-formed TCBS ASSCs following exposure to high temperatures. This provided the foundation for evaluating the post-fire serviceability of cold-formed TCBS structures.
这项研究包括一系列实验和详细的数值分析,以揭示冷成形钛包双金属钢(TCBS)角截面支柱(ASSC)暴露于高温后的截面行为和残余压缩极限能力。测试了四种不同几何尺寸的冷成形 TCBS ASSC。暴露温度包括 20°C、700°C 和 900°C。实验结束后,进行了全面的数值分析,其中包括 200 个有限元模型。由于缺乏针对冷成形 TCBS 结构的专门设计方法,因此评估了碳钢结构的传统设计方法对承受高温的冷成形 TCBS ASSC 的适用性,其中考虑了 EN 1993-1-1、AISI 100 和直接强度法中的设计方法。结果发现,针对火灾后冷成形 TCBS ASSC 的现有设计方法缺乏精确性。因此,对 EN 1993-1-1 中的设计方法提出了修改建议,以提高对暴露于高温后的冷成形 TCBS ASSC 的残余抗压极限承载力的预测精度。这为评估冷弯 TCBS 结构的火灾后适用性奠定了基础。
{"title":"Post-fire behavior of cold-formed titanium-clad bimetallic steel angle section stub columns","authors":"Yu Shi ,&nbsp;Jie Wang ,&nbsp;Xuhong Zhou ,&nbsp;Xuanyi Xue","doi":"10.1016/j.jcsr.2024.109141","DOIUrl":"10.1016/j.jcsr.2024.109141","url":null,"abstract":"<div><div>This study included a series of experiments and a detailed numerical analysis to reveal the cross-sectional behaviors and residual compression ultimate capacities of cold-formed titanium-clad bimetallic steel (TCBS) angle section stub columns (ASSCs) following exposure to high temperatures. Four cold-formed TCBS ASSCs with different geometric dimensions were tested. The exposure temperature included 20 °C, 700 °C, and 900 °C. After experiment, a comprehensive numerical analysis was carried out, wherein 200 finite element models were included. Given the lack of specialized design approaches for cold-formed TCBS structures, the applicability of conventional design approaches for carbon steel structures to cold-formed TCBS ASSCs subjected to high temperatures was assessed, where the design approaches in EN 1993-1-1, AISI 100, and the Direct Strength Method were considered. It was found that the existing design approaches for post-fire cold-formed TCBS ASSCs lacked precision. Hence, modifications to the design approach in EN 1993-1-1 were proposed to improve the accuracy on the prediction of the residual compressive ultimate capacities of cold-formed TCBS ASSCs following exposure to high temperatures. This provided the foundation for evaluating the post-fire serviceability of cold-formed TCBS structures.</div></div>","PeriodicalId":15557,"journal":{"name":"Journal of Constructional Steel Research","volume":"224 ","pages":"Article 109141"},"PeriodicalIF":4.0,"publicationDate":"2024-11-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142578745","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Data-driven design approaches for hollow section columns—Database analysis and implementation 数据驱动的空心截面柱设计方法--数据库分析与实施
IF 4 2区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-11-04 DOI: 10.1016/j.jcsr.2024.109085
Hyeyoung Koh , Hannah B. Blum
Structural engineering has a plethora of existing data from previous experiments and computational modeling results, yet the benefits of employing data methods in structural engineering are still largely unexplored. As a test case to demonstrate the use of data-driven design approaches in structural engineering, this study applies both conventional interpolation and advanced machine learning techniques, Extreme Gradient Boosting and Multi-layer Perceptron (MLP), to estimate capacity strength of SHS and RHS columns using a comprehensive database consisting of 695 experimental results and 3,794 finite element (FE) analysis results. The database covers a wide range of material and geometric properties, including steel grades ranging from normal-strength to high-strength steel, cross-sectional dimensions, member slenderness, and forming process (cold-formed or hot-rolled). The impact of data source (experiment or FE models) and ratios of training to testing sets on the model prediction accuracy are explored. The best model predictions are also compared to predictions from established design standards including AISC 360 and Eurocode 3. It was found that the MLP model performed the best among the data driven models and the MLP predictions across the range of member slenderness ratios, and steel grades, and forming methods performed better than either established design standard, indicating the potential benefits of using advanced data methods. To demonstrate the future potential of how data-driven design methods can enhance structural engineering design, the developed models and database are available in a public repository and a practical example of how to use the database is detailed.
结构工程拥有大量来自以往实验和计算建模结果的现有数据,但在结构工程中采用数据方法的好处在很大程度上仍未得到开发。作为在结构工程中使用数据驱动设计方法的一个测试案例,本研究应用了传统插值法和先进的机器学习技术--极梯度提升和多层感知器(MLP),使用由 695 个实验结果和 3,794 个有限元(FE)分析结果组成的综合数据库来估算 SHS 和 RHS 柱的承载力强度。该数据库涵盖了广泛的材料和几何特性,包括从普通强度钢到高强度钢的各种钢级、截面尺寸、构件细长度和成型工艺(冷弯或热轧)。研究探讨了数据源(实验或 FE 模型)和训练集与测试集的比例对模型预测精度的影响。最佳模型预测结果还与 AISC 360 和 Eurocode 3 等既定设计标准的预测结果进行了比较。结果发现,在数据驱动模型中,MLP 模型的性能最佳,在各种构件纤度比、钢材等级和成型方法中,MLP 预测的性能均优于任何一种既定设计标准,这表明了使用先进数据方法的潜在优势。为了展示数据驱动设计方法在提高结构工程设计方面的未来潜力,已开发的模型和数据库可在公共资料库中查阅,并详细介绍了如何使用数据库的实用示例。
{"title":"Data-driven design approaches for hollow section columns—Database analysis and implementation","authors":"Hyeyoung Koh ,&nbsp;Hannah B. Blum","doi":"10.1016/j.jcsr.2024.109085","DOIUrl":"10.1016/j.jcsr.2024.109085","url":null,"abstract":"<div><div>Structural engineering has a plethora of existing data from previous experiments and computational modeling results, yet the benefits of employing data methods in structural engineering are still largely unexplored. As a test case to demonstrate the use of data-driven design approaches in structural engineering, this study applies both conventional interpolation and advanced machine learning techniques, Extreme Gradient Boosting and Multi-layer Perceptron (MLP), to estimate capacity strength of SHS and RHS columns using a comprehensive database consisting of 695 experimental results and 3,794 finite element (FE) analysis results. The database covers a wide range of material and geometric properties, including steel grades ranging from normal-strength to high-strength steel, cross-sectional dimensions, member slenderness, and forming process (cold-formed or hot-rolled). The impact of data source (experiment or FE models) and ratios of training to testing sets on the model prediction accuracy are explored. The best model predictions are also compared to predictions from established design standards including AISC 360 and Eurocode 3. It was found that the MLP model performed the best among the data driven models and the MLP predictions across the range of member slenderness ratios, and steel grades, and forming methods performed better than either established design standard, indicating the potential benefits of using advanced data methods. To demonstrate the future potential of how data-driven design methods can enhance structural engineering design, the developed models and database are available in a public repository and a practical example of how to use the database is detailed.</div></div>","PeriodicalId":15557,"journal":{"name":"Journal of Constructional Steel Research","volume":"224 ","pages":"Article 109085"},"PeriodicalIF":4.0,"publicationDate":"2024-11-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142578744","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
Journal of Constructional Steel Research
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1