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Evolutionary mechanism of construction enterprises' construction and demolition waste management under dual effects of public attention 公众关注双重效应下建筑企业建拆垃圾管理的演化机制
IF 8.2 2区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2025-12-01 Epub Date: 2025-09-29 DOI: 10.1016/j.dibe.2025.100766
Xingwei Li, Beiyu Yi, Bei Peng
Construction and demolition waste (CDW) imposes severe environmental burdens through land occupation, energy consumption, and CO2 emissions, demanding sustainable solutions. Effective management faces critical barriers: inadequate responsibility by construction enterprises (CEs) and public attention's dual role as both driver and disruptor. This study employs a dynamic game framework to analyze stakeholder interactions. Key findings reveal: (1) Results identify five evolutionary equilibria, among which the self-driven (0,1,0) and collaborative (1,1,1) states feature proactive CDW management practices by CEs. (2) CEs stabilize proactive practices only when public feedback distortion is < 0.5; beyond this threshold, decisions fluctuate with public and government behavior; (3) Merely increasing public attention fails to ensure positive outcomes, causing inaction or instability; (4) Government incentives for public attention can not indirectly encourage CEs' efforts, while insufficient public engagement impedes progress. Effective CDW management thus requires coordinated strategies prioritizing reduced information distortion.
建筑和拆迁垃圾(CDW)通过占用土地、消耗能源和排放二氧化碳给环境造成了严重负担,需要可持续的解决方案。有效的管理面临着关键的障碍:建筑企业(ce)的责任不足和公众关注既是驱动者又是破坏者的双重角色。本研究采用动态博弈框架分析利益相关者的互动。主要研究结果表明:(1)研究结果确定了5个演化均衡,其中自驱动(0,1,0)和协作(1,1,1)状态具有主动式CDW管理实践特征。(2)只有当公众反馈失真为<; 0.5时,ce才能稳定主动实践;超过这个阈值,决策就会随着公众和政府的行为而波动;(3)仅仅增加公众关注并不能确保积极的结果,导致不作为或不稳定;(4)政府对公众关注的激励不能间接地激励环保企业的努力,而公众参与不足阻碍了环保企业的进步。因此,有效的CDW管理需要协调战略,优先考虑减少信息失真。
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引用次数: 0
Remotely-operated non-contact rebar imaging in concrete using IR-UWB SAR and wavelet-based OMP clutter suppression 基于IR-UWB SAR和基于小波的OMP杂波抑制的混凝土中遥控非接触钢筋成像
IF 8.2 2区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2025-12-01 Epub Date: 2025-10-09 DOI: 10.1016/j.dibe.2025.100769
Yong-Sun Yoo , Changbin Joh , Woo-Kyung Lee , Joo-Hyung Lee
Accurate internal imaging of reinforced concrete (RC) structures is essential for safety assessment, particularly when construction details are unavailable. However, traditional ground-penetrating radar requires surface contact, limiting applicability in field conditions. This study presents a non-contact imaging system integrating impulse radio ultra-wideband (IR-UWB), Vivaldi antennas, and synthetic aperture radar (SAR) processing on a motorized scanning platform. To enhance image quality, wavelet-based clutter suppression using the Orthogonal Matching Pursuit (OMP) algorithm is applied before SAR reconstruction. This approach improves signal sparsity and effectively reduces clutter tailored to UWB characteristics. Experiments on a representative RC specimen with code-compliant cover thickness showed that the signal-to-clutter ratio (SCR) increased from 8.61 dB to 11.08 dB, and the image entropy decreased from 11.77 to 11.32, which enables clearer localization of closely spaced rebars. Although validated on a laboratory-scale specimen, the proposed SAR-OMP system demonstrates strong potential for practical, contactless, and high-resolution imaging in concrete inspection.
钢筋混凝土(RC)结构的精确内部成像对于安全评估至关重要,特别是在无法获得施工细节的情况下。然而,传统的探地雷达需要与地面接触,限制了在野外条件下的适用性。本研究提出了一种集成脉冲无线电超宽带(IR-UWB)、维瓦尔第天线和合成孔径雷达(SAR)处理的非接触式成像系统。为了提高图像质量,在SAR重建前采用正交匹配追踪(OMP)算法进行小波杂波抑制。这种方法提高了信号的稀疏性,有效地减少了针对超宽带特性的杂波。在符合规范覆盖厚度的代表性钢筋混凝土试件上进行的实验表明,信号杂波比(SCR)从8.61 dB增加到11.08 dB,图像熵从11.77降低到11.32,可以更清晰地定位紧密间隔的钢筋。尽管在实验室规模的样品上进行了验证,但所提出的SAR-OMP系统在混凝土检测中具有强大的实用、非接触式和高分辨率成像潜力。
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引用次数: 0
Use of bio-waste for silica aerogel composites 利用生物废弃物制备二氧化硅气凝胶复合材料
IF 8.2 2区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2025-12-01 Epub Date: 2025-10-10 DOI: 10.1016/j.dibe.2025.100780
Samuel Pantaleo, Fenne Adriaanse, Florent Gauvin, H.J.H. Brouwers
Silica aerogel, with its exceptionally low thermal conductivity, needs wider applications despite current limitations. Meanwhile, bio-sourced materials are gaining traction because of their large availability, with comparable or superior properties to non-renewable options. Additonnaly, their low carbon footprints are crucial for reducing emissions linked to the building sector. Therefore, combining silica aerogel with bio-sourced materials is a promising way to address both environmental and performance goals. In the present study, composites made of silica aerogel and bio-based materials issued from waste (e.g. loose cellulose fibers and sawdust) are investigated, aiming for thermal insulation as the main application. The impact of each component is studied on properties related to thermal insulation - thermal conductivity, mechanical strength, moisture behavior, and mold development. Using empirical methodology, fine-tuned compositions are developed to get the best properties. Thermal conductivity down to 20 mW m−1.K−1 is achieved, with compression strength fulfilling the standard for thermal insulation materials.
二氧化硅气凝胶具有极低的导热性,尽管目前存在局限性,但仍需要更广泛的应用。与此同时,生物源材料由于其广泛的可用性,具有与不可再生材料相当或更好的性能而越来越受到关注。此外,它们的低碳足迹对于减少与建筑行业相关的排放至关重要。因此,将二氧化硅气凝胶与生物源材料相结合是解决环境和性能目标的一种很有前途的方法。在本研究中,研究了二氧化硅气凝胶与废物(如松散纤维素纤维和锯末)产生的生物基材料的复合材料,以保温为主要应用。研究了每种成分对隔热性能的影响——导热性、机械强度、防潮性能和模具开发。采用经验方法,开发了微调组合物以获得最佳性能。导热系数低至20mw m−1。K−1,抗压强度满足保温材料标准。
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引用次数: 0
Mechanical behavior and microstructural degradation of basalt fiber reinforced seawater sea sand concrete after high-temperature exposure 玄武岩纤维增强海水海砂混凝土高温暴露后力学行为及细观结构退化
IF 8.2 2区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2025-12-01 Epub Date: 2025-11-12 DOI: 10.1016/j.dibe.2025.100803
Yafeng Xu , Weiyi Kong , Kunpeng Zhao , Deao Kong , Zhen Wang , Zhexuan Sun , Dunlei Su
Seawater sea sand concrete (SWSSC), recognized for its green and sustainable nature, has gained attention in marine engineering, yet its high-temperature behavior and fiber effects remain underexplored. This study examined SWSSC and basalt fiber reinforced SWSSC (SWSSC-B) with fiber contents of 0.1 %–0.4 % after exposure to 23–800 °C. Compressive and splitting tensile tests, combined with SEM and XRD analyses, were conducted to investigate mechanical and microstructural evolution. Results showed that compressive strength first decreased, slightly recovered, and then dropped sharply with increasing temperature, while tensile strength continuously declined due to dehydration of C-S-H and decomposition of AFt, Friedel's salt, and Ca(OH)2. Incorporating basalt fibers mitigated degradation; at 0.2 % content, compressive and tensile strengths increased by 65.5 % and 14 % at 600 °C, respectively, compared with unreinforced SWSSC. The fiber-bridging network delayed crack propagation and maintained structural integrity. This study provides experimental evidence and theoretical insight for improving the fire resistance of SWSSC structures.
海水海砂混凝土(SWSSC)因其绿色和可持续的特性而受到海洋工程领域的关注,但其高温性能和纤维效应尚未得到充分的研究。本研究检测了23-800 °C温度下纤维含量为0.1 % -0.4 %的SWSSC和玄武岩纤维增强SWSSC (SWSSC- b)。通过压缩和劈裂拉伸试验,结合SEM和XRD分析,研究了材料的力学和微观组织演变。结果表明:随着温度的升高,抗压强度先下降后略有恢复,然后急剧下降,而抗拉强度则由于C-S-H的脱水以及AFt、Friedel's盐和Ca(OH)2的分解而持续下降。加入玄武岩纤维减轻了降解;在600 ℃时,添加0.2 %含量的SWSSC的抗压强度和抗拉强度分别比未加筋的SWSSC提高了65.5 %和14 %。光纤桥接网络延缓了裂纹扩展,保持了结构的完整性。本研究为提高SWSSC结构的耐火性能提供了实验依据和理论见解。
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引用次数: 0
Advancing physical and mental fatigue analysis in construction workers: Insights, technologies, and future directions 推进建筑工人的身心疲劳分析:见解、技术和未来方向
IF 8.2 2区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2025-12-01 Epub Date: 2025-11-21 DOI: 10.1016/j.dibe.2025.100808
Rezaul Karim , Xingzhou Guo , Hongyue Wu
In construction workplaces, worker fatigue emerges from intense physical or mental activities, leading to decreased alertness, impaired decision-making, and increased accident risk. Although earlier reviews examined the origins and measurements of construction worker fatigue (CWF), recent studies show a progressive shift toward advanced and integrated approaches. These include real-time tracking, data-driven models, and multi-sensor wearables, combining knowledge from neuroscience, ergonomics, and information technology. However, current research remains fragmented, with limited studies systematically connecting technological and interdisciplinary developments in physical and mental fatigue to guide future work. Therefore, this review integrates knowledge across domains to highlight emerging trends and applications of advanced technologies in CWF research. Key findings reveal that fatigue monitoring should combine physiological measurements with contextual work variables; future human-centered systems should deliver task-specific and personalized feedback tailored to workers; and integration of technological advances with organizational policies and cultural awareness is essential to proactive fatigue management in construction.
在建筑工地,工人因剧烈的体力或脑力活动而产生疲劳,导致警觉性下降,决策能力受损,事故风险增加。虽然早期的综述考察了建筑工人疲劳(CWF)的起源和测量方法,但最近的研究表明,一种向先进和综合方法的逐步转变。其中包括实时跟踪、数据驱动模型和多传感器可穿戴设备,结合了神经科学、人体工程学和信息技术的知识。然而,目前的研究仍然是碎片化的,有限的研究系统地将身体和精神疲劳的技术和跨学科发展联系起来,以指导未来的工作。因此,本文将整合跨领域的知识,以突出CWF研究中的新兴趋势和先进技术的应用。主要发现表明,疲劳监测应结合生理测量与情境工作变量;未来以人为本的系统应该提供针对员工的特定任务和个性化反馈;将技术进步与组织政策和文化意识相结合,是施工中主动进行疲劳管理的必要条件。
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引用次数: 0
Experimental and numerical analysis of wind load distribution on large-span double-curved spherical shell roofs under downburst conditions: Terrain effects and radial position sensitivity 下爆条件下大跨度双弯曲球壳屋盖风荷载分布的试验与数值分析:地形效应和径向位置敏感性
IF 8.2 2区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2025-12-01 Epub Date: 2025-09-30 DOI: 10.1016/j.dibe.2025.100767
Liufeng Su , Xue Li , Qixiang Yan , Yong Yao , Yongjun Deng , Ming Li
This study systematically investigated the influence of downbursts on the wind load distribution of large-span hyperbolic spherical roofs under different terrain conditions through the design of scaled models, combined with wind tunnel experiments and Computational Fluid Dynamics (CFD) numerical simulations. The results indicate that when the downburst core acts directly above the model, the upper roof surface experiences significant vertical impact loads, with an average wind pressure coefficient (Cp) reaching 1.0 and exhibiting a radial decrease, while the lower roof surface shows a slightly lower Cp (0.8–0.9) but with a uniform distribution. Under flat terrain conditions, as the radial distance increases (≥1.25Djet), the Cp on the upper roof surface decays to a stable value (≈0.6), while the Cp on the windward side of the lower roof surface decreases linearly with minimal change on the leeward side, and a localized high-speed zone appears at 1.25Djet. In contrast, under sloped terrain conditions, the Cp on the upper roof surface turns negative with an increasing absolute value, while the Cp on the windward side of the lower roof surface transitions from positive to negative, with the maximum negative pressure zone located at the edge. The CFD velocity contour lines validated the surface pressure distribution, demonstrating a high degree of consistency between the numerical and experimental data, thereby providing a reliable basis for related research.
本研究通过设计比例模型,结合风洞试验和计算流体力学(CFD)数值模拟,系统研究了不同地形条件下下爆对大跨度双曲球形屋顶风荷载分布的影响。结果表明:当降爆岩心作用于模型正上方时,顶板上表面承受较大的垂直冲击载荷,平均风压系数(Cp)达到1.0,呈径向减小趋势,而顶板下表面的平均风压系数(Cp)略低(0.8 ~ 0.9),但分布均匀;在平坦地形条件下,随着径向距离的增加(≥1.25Djet),顶板上表面Cp衰减至稳定值(≈0.6),顶板下表面迎风面Cp线性减小,背风面变化最小,且在1.25Djet处出现局部高速区。斜坡地形条件下,上顶板表面Cp由正向负转变,且绝对值逐渐增大,下顶板迎风面Cp由正向负转变,最大负压区位于边缘。CFD速度等高线验证了地表压力分布,数值与实验数据高度吻合,为相关研究提供了可靠依据。
{"title":"Experimental and numerical analysis of wind load distribution on large-span double-curved spherical shell roofs under downburst conditions: Terrain effects and radial position sensitivity","authors":"Liufeng Su ,&nbsp;Xue Li ,&nbsp;Qixiang Yan ,&nbsp;Yong Yao ,&nbsp;Yongjun Deng ,&nbsp;Ming Li","doi":"10.1016/j.dibe.2025.100767","DOIUrl":"10.1016/j.dibe.2025.100767","url":null,"abstract":"<div><div>This study systematically investigated the influence of downbursts on the wind load distribution of large-span hyperbolic spherical roofs under different terrain conditions through the design of scaled models, combined with wind tunnel experiments and Computational Fluid Dynamics (CFD) numerical simulations. The results indicate that when the downburst core acts directly above the model, the upper roof surface experiences significant vertical impact loads, with an average wind pressure coefficient (<em>C</em><sub><em>p</em></sub>) reaching 1.0 and exhibiting a radial decrease, while the lower roof surface shows a slightly lower <em>C</em><sub><em>p</em></sub> (0.8–0.9) but with a uniform distribution. Under flat terrain conditions, as the radial distance increases (≥1.25<em>D</em><sub><em>jet</em></sub>), the Cp on the upper roof surface decays to a stable value (≈0.6), while the <em>C</em><sub><em>p</em></sub> on the windward side of the lower roof surface decreases linearly with minimal change on the leeward side, and a localized high-speed zone appears at 1.25<em>D</em><sub><em>jet</em></sub>. In contrast, under sloped terrain conditions, the <em>C</em><sub><em>p</em></sub> on the upper roof surface turns negative with an increasing absolute value, while the <em>C</em><sub><em>p</em></sub> on the windward side of the lower roof surface transitions from positive to negative, with the maximum negative pressure zone located at the edge. The CFD velocity contour lines validated the surface pressure distribution, demonstrating a high degree of consistency between the numerical and experimental data, thereby providing a reliable basis for related research.</div></div>","PeriodicalId":34137,"journal":{"name":"Developments in the Built Environment","volume":"24 ","pages":"Article 100767"},"PeriodicalIF":8.2,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145221954","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
MambaFuse: Cross-scale state space fusion for crack segmentation MambaFuse:用于裂纹分割的跨尺度状态空间融合
IF 8.2 2区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2025-12-01 Epub Date: 2025-09-19 DOI: 10.1016/j.dibe.2025.100751
Yunlong Song , Jingzhe Kang , Yumeng Su , Shiying Zhang , Qi Zhang , Youling Yu , Zhaomin Zhan , Weiping Zhang
The detection of cracks on the surface of infrastructure structures is a critical component of structural health monitoring. Addressing the core challenge of insufficient long-range dependency modeling in low-resolution crack detection, this paper proposes MambaFuse, a novel multilevel encoder–decoder model. This framework innovatively integrates the local feature extraction capability of CNNs, the global modeling strength of Transformers, and the long-sequence processing characteristics of Mamba. Field tests based on an autonomous mobile detection platform confirm the model’s exceptional ability to maintain crack topological continuity in real-time detection, with its selective state space mechanism successfully resolving fracture issues commonly encountered in dynamic mobile imaging. To advance research in this field, we constructed the CrackBench benchmark dataset containing 1,000 annotated images from multiple scenarios, and developed a geometry-based crack quantification method that enables direct conversion from pixel-level detection to engineering-applicable quantitative metrics. Experimental results demonstrate state-of-the-art performance in multiple benchmark datasets: 90.04% mIoU on DeepCrack, 79. 58% mIoU on Crack500 and 86. 17% mIoU on CrackBench, validating its superior segmentation accuracy and cross-scenario robustness.
基础设施结构表面裂缝检测是结构健康监测的重要组成部分。针对低分辨率裂纹检测中远程依赖建模不足的核心问题,提出了一种新的多层编码器-解码器模型MambaFuse。该框架创新性地融合了cnn的局部特征提取能力、Transformers的全局建模能力和Mamba的长序列处理特性。基于自主移动检测平台的现场测试证实了该模型在实时检测中保持裂缝拓扑连续性的卓越能力,其选择状态空间机制成功解决了动态移动成像中常见的裂缝问题。为了推进这一领域的研究,我们构建了包含1000张来自多个场景的注释图像的CrackBench基准数据集,并开发了一种基于几何的裂纹量化方法,该方法可以将像素级检测直接转换为工程适用的定量指标。实验结果在多个基准数据集上显示了最先进的性能:DeepCrack上的mIoU为90.04%,79。58%的mIoU在Crack500和86上。在CrackBench上有17%的mIoU,验证了其优越的分割准确性和跨场景鲁棒性。
{"title":"MambaFuse: Cross-scale state space fusion for crack segmentation","authors":"Yunlong Song ,&nbsp;Jingzhe Kang ,&nbsp;Yumeng Su ,&nbsp;Shiying Zhang ,&nbsp;Qi Zhang ,&nbsp;Youling Yu ,&nbsp;Zhaomin Zhan ,&nbsp;Weiping Zhang","doi":"10.1016/j.dibe.2025.100751","DOIUrl":"10.1016/j.dibe.2025.100751","url":null,"abstract":"<div><div>The detection of cracks on the surface of infrastructure structures is a critical component of structural health monitoring. Addressing the core challenge of insufficient long-range dependency modeling in low-resolution crack detection, this paper proposes MambaFuse, a novel multilevel encoder–decoder model. This framework innovatively integrates the local feature extraction capability of CNNs, the global modeling strength of Transformers, and the long-sequence processing characteristics of Mamba. Field tests based on an autonomous mobile detection platform confirm the model’s exceptional ability to maintain crack topological continuity in real-time detection, with its selective state space mechanism successfully resolving fracture issues commonly encountered in dynamic mobile imaging. To advance research in this field, we constructed the CrackBench benchmark dataset containing 1,000 annotated images from multiple scenarios, and developed a geometry-based crack quantification method that enables direct conversion from pixel-level detection to engineering-applicable quantitative metrics. Experimental results demonstrate state-of-the-art performance in multiple benchmark datasets: 90.04% mIoU on DeepCrack, 79. 58% mIoU on Crack500 and 86. 17% mIoU on CrackBench, validating its superior segmentation accuracy and cross-scenario robustness.</div></div>","PeriodicalId":34137,"journal":{"name":"Developments in the Built Environment","volume":"24 ","pages":"Article 100751"},"PeriodicalIF":8.2,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145097641","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
Smart sensing and automated fatigue warning in concrete anchorages using thermocouples and thermal imaging 热电偶和热成像技术在混凝土锚固中的智能传感和自动疲劳预警
IF 8.2 2区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2025-12-01 Epub Date: 2025-10-06 DOI: 10.1016/j.dibe.2025.100778
Nikolaos Mellios , Mohamad Ahmad , Theodoros Rousakis , Panagiotis Spyridis
Concrete anchorages are fundamental in modern construction technology, since structural connections enable flexible, rapid, and reversible on-site assembly. This study investigates system to automatically and timely detect fatigue-induced failure under cyclic loading on safety-critical chemical fastening systems using thermal sensors and automated computer vision. Twenty-one tensile tests (19 fatigue, 2 static) were conducted using thermocouples and infrared cameras. A real-time monitoring algorithm was developed to autonomously detect thermal anomalies and associate those to fatigue progression. In all cross-validated recordings, the system issued early warnings before failure, confirming its effectiveness. While single thermocouples proved unreliable due to environmental noise, the thermal image metrology system indicated high accuracy and effectiveness. The work advances automated inspection methods and intelligent failure alerting, based on non-contact sensing of dynamically loaded structural components. It supports predictive maintenance and long-term lifecycle monitoring, contributing to safer, more resilient constructed facilities through data-driven automation and real-time structural health monitoring.
混凝土锚固是现代建筑技术的基础,因为结构连接可以实现灵活、快速和可逆的现场组装。本研究利用热传感器和自动计算机视觉技术,对安全关键型化学紧固系统在循环载荷下的疲劳失效进行了自动、及时的检测。利用热电偶和红外摄像机进行了21次拉伸试验(19次疲劳试验,2次静态试验)。开发了一种实时监测算法,可以自动检测热异常并将其与疲劳进展联系起来。在所有交叉验证的记录中,系统在故障发生前发出预警,确认了其有效性。在单个热电偶受环境噪声影响不可靠的情况下,热图像测量系统具有较高的精度和有效性。该工作提出了基于非接触传感的动态加载结构构件的自动检测方法和智能故障预警。它支持预测性维护和长期生命周期监测,通过数据驱动的自动化和实时结构健康监测,为更安全、更有弹性的设施建设做出贡献。
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引用次数: 0
SAMSort: Vision foundation model for sorting construction and demolition waste SAMSort:建筑和拆除垃圾分类的视觉基础模型
IF 8.2 2区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2025-12-01 Epub Date: 2025-11-19 DOI: 10.1016/j.dibe.2025.100811
Ruoxin Wang , Chi Fai Cheung , Yiman Jiang , Dongxing Xuan , Chi Sun Poon
The rapid growth of construction and demolition waste (CDW) poses significant challenges to environmental sustainability and the availability of land resources, particularly in densely populated cities like Hong Kong, highlighting the urgent need for efficient waste sorting and recycling techniques. Traditional CDW sorting facilities (CWSFs) rely heavily on manual and mechanical operations, which are labour-intensive, costly, and often inefficient. Recent advances in computer vision offers new opportunities for automating CDW sorting, yet most existing models require large training datasets, substantial computational resources, and generally cannot estimate the precise area proportion of each waste category, limiting their practical deployment. To address these challenges, this paper introduces SAMSort, a novel framework that adapts the Segment Anything Model (SAM) for CDW sorting through parameter-efficient fine-tuning (PEFT). Six types of PEFT layers, including transformer adapter, attention adapter, multilayer perceptron adapter, and three variants of low-rank adaptation (LoRA Types I–III), are adopted to reduce the number of trainable parameters. In addition, the performance of all 24 possible combinations is evaluated. A new dataset collected from Tseung Kwan O (TKO) CWSF is constructed for model training and evaluation. The results show that SAMSort achieves competitive waste sorting performance, with an F1-score of 0.764 and an Intersection of Union of 0.670 using only 1 % of the parameters required for full fine-tuning.
建筑及拆卸废物的迅速增长,对环境的可持续发展和土地资源的可用性构成重大挑战,特别是在香港等人口稠密的城市,迫切需要有效的废物分类和回收技术。传统的废物分拣设施(cwsf)严重依赖人工和机械操作,这是劳动密集型的,成本高昂,而且往往效率低下。计算机视觉的最新进展为自动化废物分类提供了新的机会,然而大多数现有模型需要大量的训练数据集,大量的计算资源,并且通常不能估计每个废物类别的精确面积比例,限制了它们的实际部署。为了解决这些挑战,本文介绍了SAMSort,这是一个新的框架,它通过参数有效微调(PEFT)适应分段任意模型(SAM)进行CDW排序。为了减少可训练参数的数量,采用了6种PEFT层,包括变压器适配器、注意力适配器、多层感知器适配器和3种低秩自适应(LoRA type I-III)。此外,还对所有24种可能组合的性能进行了评估。从将军澳(TKO) CWSF收集了一个新的数据集,用于模型训练和评估。结果表明,SAMSort实现了具有竞争力的垃圾分类性能,f1得分为0.764,并集交集为0.670,仅使用1 %的参数即可进行完全微调。
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引用次数: 0
Effect of blending PVAF and BF on mechanical properties and microstructures of UHPC under high temperature curing PVAF和BF共混对高温固化UHPC力学性能和显微组织的影响
IF 8.2 2区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2025-12-01 Epub Date: 2025-11-13 DOI: 10.1016/j.dibe.2025.100804
Weizhun Jin , Qian Liu , Yajun Lv , Huabin Yang , Kangjie Zhang , Yuanyuan Luo , Xin Zhao
In this study, the effects of blending polyvinyl alcohol fiber (PVAF) and basalt fiber (BF) on the mechanical properties and microstructure of UHPC cured under high temperature were investigated. The results show that when the mixing ratio of PVAF and BF is fixed at 2 %, the compressive strength of UHPC decreases as the content of BF increases. A lower BF content significantly enhances the flexural strength of UHPC. When the BF content is 0.5 % and the PVAF content is 1.5 %, the flexural strength of UHPC reaches the maximum. Meanwhile, when the PVAF content is 0.5 % and the BF content is 1.5 %, the tensile strength of UHPC under high temperature curing reaches the maximum value of 10.2 MPa. Compared with the UHPC without fiber addition, it increases by 75.9 %, and is superior to the tensile strength of UHPC with only PVAF addition and UHPC with only BF addition. The interweaving of PVAF and BF can form a denser reinforcing network and jointly bear tensile stress, further enhancing the tensile strength of UHPC. The nucleation effect of PVAF can accelerate the cement hydration to generate more C-S-H, and the cement hydration around BF is promoted to a certain extent due to high temperature.
研究了聚乙烯醇纤维(PVAF)与玄武岩纤维(BF)共混对高温固化UHPC力学性能和微观结构的影响。结果表明:PVAF与BF的掺量为2 %时,UHPC的抗压强度随BF掺量的增加而降低;较低的BF含量显著提高了UHPC的抗弯强度。当BF含量为0.5 %,PVAF含量为1.5 %时,UHPC的抗弯强度达到最大。同时,当PVAF含量为0.5 %,BF含量为1.5 %时,UHPC在高温养护下的抗拉强度达到最大值10.2 MPa。与未添加纤维的UHPC相比,其抗拉强度提高了75.9% %,优于只添加PVAF的UHPC和只添加BF的UHPC。PVAF与BF的交织可以形成更致密的补强网络,共同承担拉应力,进一步提高了UHPC的抗拉强度。PVAF的成核作用可以加速水泥水化生成更多的C-S-H,高温在一定程度上促进了高炉周围水泥的水化。
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引用次数: 0
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