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Potentials of upcycling Photovoltaic panels waste in construction: A comparative review 建筑中废弃光伏板升级回收的潜力:比较综述
IF 8.2 2区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2026-03-01 Epub Date: 2026-01-05 DOI: 10.1016/j.dibe.2026.100845
Omar A. Refaat , Hafiz Asad Ali , Yanshuai Wang , Jian-Guo Dai , Yazan Alrefaei
While photovoltaic (PV) panels drive the global shift to renewable energy, their end-of-life (EoL) disposal (forecast to exceed 78 million tonnes by 2050) poses urgent environmental and resource-recovery challenges. Current management practices, dominated by landfill disposal and low-value recycling, not only result in the loss of valuable elements but also risk leaching toxins. This review critically examines the potential uses of PV waste glass (PVWG) and non-pure PV waste glass (NPVWG) in Portland cement (PC) and alkali-activated material (AAM) systems. Through comparative analysis with conventional waste glass (CWG), the review highlights both shared chemical features yet also distinctive traits of PV panel waste, such as ethylene–vinyl acetate (EVA) layers and metallic residues, which may offer functional advantages in construction applications. Key research gaps are identified in durability performance, hazardous-element immobilization, and processing optimization. The findings set out a targeted research and policy agenda to advance PV waste valorization within a circular-economy framework for the construction sector.
虽然光伏(PV)面板推动了全球向可再生能源的转变,但它们的报废(EoL)处理(预计到2050年将超过7800万吨)带来了紧迫的环境和资源回收挑战。目前以填埋处置和低价值回收为主的管理做法,不仅导致有价值元素的损失,而且有浸出毒素的风险。本文综述了PV废玻璃(PVWG)和非纯PV废玻璃(NPVWG)在硅酸盐水泥(PC)和碱活性材料(AAM)体系中的潜在用途。通过与传统废玻璃(CWG)的对比分析,本文强调了光伏电池板废料的化学特征和独特特征,如乙烯-醋酸乙烯(EVA)层和金属残留物,它们可能在建筑应用中提供功能优势。关键的研究差距确定在耐久性性能,危险元件固定和工艺优化。研究结果提出了一项有针对性的研究和政策议程,以在建筑行业的循环经济框架内推进光伏废弃物的增值。
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引用次数: 0
Bilateral effects of accelerated carbonation on concrete microstructure: Insights from one-year ultrasonic measurements 加速碳化对混凝土微观结构的双边影响:来自一年超声测量的见解
IF 8.2 2区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2026-03-01 Epub Date: 2026-01-02 DOI: 10.1016/j.dibe.2026.100844
Hyeong-Ki Kim , Seungo Baek , Jeong Hoon Rhee , Gebremicael Liyew , Gun Kim
The long-term microstructural evolution of concrete under accelerated carbonation was investigated using ultrasonic wave velocity (V) and acoustic nonlinearity parameter (β) to assess multiscale material changes. Concrete specimens made with ordinary Portland cement (OPC) were exposed to 10 % CO2 for one year. During this period, V remained nearly constant until 100 days and then increased by ∼10 %, indicating stiffness enhancement. In comparison, β decreased by ∼50 % within 100 days due to densification but later rose to ∼200 %, reflecting the onset of microcracking. This trend in β was supported by SEM-BSE and MIP analyses, which revealed pore refinement alongside the formation of nanoscale voids (10–100 nm). The influence of slag incorporation (50 % replacement) and curing conditions on carbonation kinetics was also examined. The results show that carbonation-induced densification could be offset by shrinkage, highlighting the bilateral nature of carbonation and the strong potential of β for long-term field monitoring.
采用超声波速(V)和声学非线性参数(β)对加速碳化作用下混凝土的长期微观结构演变进行了研究,以评估材料的多尺度变化。用普通波特兰水泥(OPC)制成的混凝土试件暴露在10 % CO2中一年。在此期间,V几乎保持不变,直到100天,然后增加了~ 10 %,表明刚度增强。相比之下,由于致密化,β在100天内下降了~ 50 %,但后来上升到~ 200 %,反映了微开裂的开始。SEM-BSE和MIP分析支持了β的这种趋势,表明孔隙细化伴随着纳米级空隙(10-100 nm)的形成。还考察了炉渣掺入量(50% %替代量)和养护条件对碳化动力学的影响。结果表明,碳化引起的致密化可以被收缩抵消,突出了碳化的双边性质和β长期现场监测的强大潜力。
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引用次数: 0
Numerical analysis of mechanical properties of steel fiber composite cement mortar considering non-uniformity in 3D printing 3D打印中考虑非均匀性的钢纤维复合水泥砂浆力学性能数值分析
IF 8.2 2区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2026-03-01 Epub Date: 2025-12-11 DOI: 10.1016/j.dibe.2025.100806
Jing Cao , Xiaojie Yang , Yaming Shi , Yi Yang , Yuan Qin , Junrui Chai , Zengguang Xu
3D-printed concrete has significant potential for applications in the construction industry. However, compatibility issues still exist when combining it with conventional steel reinforcement. Fiber-reinforced 3D-printed concrete is commonly used, but the fiber distribution affects the mechanical properties of the material. During the printing process, fiber agglomeration may occur, and currently, research on its influencing mechanism and microstructural analysis is relatively limited. To evaluate the influence of fiber agglomeration distribution characteristics on cement-based materials, this study established a two-dimensional finite element model of 3D-printed steel fiber-reinforced cement-based material (3DP-SFRCBM) using a parametric programming language. The model consists of steel fibers, cement mortar, and an interfacial transition zone (ITZ), and considers different fiber distribution widths (with β ratios of 20 %, 40 %, 60 %, 80 %, and 100 %) and orientations (horizontal, vertical, and random). At the same time, the Weibull distribution was applied to describe the uniformity of the ITZ (with homogeneity parameters m = 6 and 20), simulating the entire failure process of cement under uniaxial tensile loading. The results show that the direction and orientation of fiber agglomeration have a significant effect on the peak strength of the material. When the interfacial homogeneity parameter is m = 6, the influence of fiber orientation on peak stress follows the order: vertical (parallel to the loading direction) > random > horizontal (parallel to the direction perpendicular to loading). When the homogeneity increases, the results are opposite. For a constant fiber orientation, the horizontal fiber agglomeration direction exhibits a higher peak stress; improved homogeneity contributes to higher peak stress and more stable results. In addition, the directionality and concentration of fibers have an important influence on the formation of final cracks; fiber agglomeration leads to the formation of local stress concentration regions, which cause cracks in these regions to propagate rapidly. This study further reveals the mechanism of the fiber agglomeration phenomenon in 3D-printed fiber-reinforced composites and provides a theoretical basis for optimizing printing processes and material mix designs in future research.
3d打印混凝土在建筑行业具有巨大的应用潜力。但与传统钢筋组合使用时,仍存在相容性问题。纤维增强3d打印混凝土是常用的材料,但纤维的分布会影响材料的力学性能。在打印过程中,纤维可能会发生团聚现象,目前对其影响机理和微观结构分析的研究相对有限。为了评估纤维团聚分布特征对水泥基材料的影响,本研究使用参数化编程语言建立了3d打印钢纤维增强水泥基材料(3d - sfrcbm)的二维有限元模型。该模型由钢纤维、水泥砂浆和界面过渡区(ITZ)组成,并考虑了不同纤维分布宽度(β比分别为20 %、40 %、60 %、80 %和100 %)和方向(水平、垂直和随机)。同时,采用Weibull分布来描述ITZ的均匀性(均匀性参数m = 6和20),模拟水泥在单轴拉伸载荷作用下的整个破坏过程。结果表明,纤维团聚的方向和取向对材料的峰值强度有显著影响。界面均匀性参数为m = 6时,纤维取向对峰值应力的影响顺序为:垂直(平行于加载方向) >; 随机 >; 水平(平行于垂直于加载方向)。当均匀性增加时,结果相反。当纤维取向恒定时,水平纤维团聚方向的峰值应力较高;改善均匀性有助于更高的峰值应力和更稳定的结果。此外,纤维的方向和浓度对最终裂纹的形成也有重要影响;纤维结块导致局部应力集中区域的形成,使这些区域的裂纹迅速扩展。本研究进一步揭示了3d打印纤维增强复合材料中纤维团聚现象的机理,为后续研究优化打印工艺和材料配比设计提供理论依据。
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引用次数: 0
Experimental study on human visual response to safety signage under emergency lighting conditions 应急照明条件下人眼对安全标识视觉反应的实验研究
IF 8.2 2区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2026-03-01 Epub Date: 2026-01-14 DOI: 10.1016/j.dibe.2026.100852
Ke Wu , Haihang Hu , Huakai Sun , Kai Zhu , Xingfu Yu , Ye Jin , Tianhang Zhang
Reliable recognition of evacuation signage under low-visibility conditions is vital for occupant safety. This study investigates the impact of chroma differences (ΔC∗) on visual recognition and introduces a perception-based model tailored for supra-threshold tasks. Through psychophysical testing, recognition performance was quantified using Color Visual Acuity (CVA) across varying brightness, chroma, and hue conditions. Results reveal that CVA decreases with increasing chroma due to perceptual saturation and varies significantly with hue, particularly reduced near yellow (90°) due to S-cone sensitivity limitations. Brightness (L∗) consistently enhances CVA across all conditions. A novel Perceived Color Difference (PCD) model was developed, based on spectral radiance differences weighted by human chromatic sensitivity. The model exhibits a robust logarithmic correlation with CVA, outperforming traditional ΔE metrics, which are optimized for near-threshold color discrimination rather than recognition. A dual-threshold criterion, CVA ≥4.0 and PCD ≥0.0005, is recommended to ensure effective recognition in safety-critical environments. The findings support the design of more effective evacuation signage by linking human visual responses to lighting conditions in low-visibility environments.
在低能见度条件下对疏散标志的可靠识别对乘员安全至关重要。本研究探讨了色度差异(ΔC *)对视觉识别的影响,并引入了一个为超阈值任务量身定制的基于感知的模型。通过心理物理测试,使用颜色视觉敏锐度(CVA)在不同亮度、色度和色调条件下量化识别性能。结果表明,CVA随感知饱和度的增加而降低,随色调变化显著,特别是在黄色(90°)附近由于s锥灵敏度限制而降低。亮度(L *)在所有条件下都能持续增强CVA。提出了一种新的感知色差(PCD)模型,该模型基于人类色彩敏感度加权的光谱亮度差异。该模型与CVA表现出鲁棒的对数相关性,优于传统的ΔE指标,该指标针对近阈值颜色识别而不是识别进行了优化。建议采用双阈值标准,CVA≥4.0和PCD≥0.0005,以确保在安全关键环境中有效识别。研究结果支持设计更有效的疏散标志,将人类的视觉反应与低能见度环境中的照明条件联系起来。
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引用次数: 0
A review of recycled micro-powder concrete: material treatment, performance and mechanism 再生微粉混凝土的材料处理、性能及机理综述
IF 8.2 2区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2026-03-01 Epub Date: 2026-01-30 DOI: 10.1016/j.dibe.2026.100861
Changshun Zhou , Dapeng Wang , Peimin Zhan , Hongyu Tao , Mingyong Li , Juan Wang
Recycled micro-powder (RP), composed primarily of recycled concrete powder and recycled brick powder derived from construction and demolition waste, has emerged as a promising sustainable supplementary cementitious material in concrete production. Owing to its inherent pozzolanic reactivity and micro-filler effect, RP contributes to refining pore structures and enhancing both the fresh and hardened properties of cement-based materials. This review provides a comprehensive overview of the physicochemical characteristics and hydration potential of RP, critically evaluating its effects on workability, mechanical performance, and durability. Furthermore, the environmental and economic implications of RP utilization are discussed, emphasizing its potential to reduce energy consumption, lower carbon emissions, and conserve natural resources. Finally, key research gaps are identified, and future directions are proposed to advance the practical application of RP in developing low-carbon, sustainable concrete.
再生微粉(RP)主要由再生混凝土粉和从建筑和拆除废物中提取的再生砖粉组成,已成为一种有前途的可持续补充水泥材料。由于其固有的火山灰反应性和微填料效应,RP有助于改善水泥基材料的孔隙结构,提高其新鲜性能和硬化性能。这篇综述提供了RP的物理化学特性和水化势的全面概述,批判性地评估了其对可加工性,机械性能和耐久性的影响。此外,还讨论了RP利用的环境和经济意义,强调其减少能源消耗、降低碳排放和保护自然资源的潜力。最后,指出了关键的研究空白,并提出了未来的发展方向,以推进RP在开发低碳、可持续混凝土中的实际应用。
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引用次数: 0
Innovative reaction-rejuvenation of aged SBS modified asphalt binder: From physico-rheological behavior to rejuvenation mechanism 创新反应-老化SBS改性沥青粘结剂的再生:从物理流变行为到再生机理
IF 8.2 2区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2026-03-01 Epub Date: 2025-12-10 DOI: 10.1016/j.dibe.2025.100822
Shanshan Li , Jianying Yu , Ren Wei , Rui Li , Anand Sreeram , Xiong Xu
Recycling waste SBS-modified asphalt (SBSMA) is crucial, yet conventional oil-based rejuvenators severely compromise its high-temperature deformation resistance, limiting its reuse in pavements. The study proposed a new reaction-rejuvenation approach through combining reactive chemicals of 1,4-butanediol diglycidyl ether (BUDGE) and pre-polymerized polyurethane (Pre-PU) with physical rejuvenator of heat transfer oil (HTO) residue to reach the performance optimization of reaction-rejuvenated SBSMA (RRSBSMA) binder. Comprehensive evaluation of the rejuvenated binder's physical and rheological properties demonstrates that this method successfully balances performance. The reactive chemicals effectively mitigate the decline in high-temperature stability, while the HTO residue appropriately improves workability. Mechanism analysis revealed that the chemicals form a rigid, gel-like molecular structure. This network maintains a high modulus, providing excellent rutting resistance—confirmed by complex modulus and accumulated strain results—while simultaneously absorbing the softening HTO residue. This breakthrough enables the high-performance recycling of waste SBSMA, advancing the development of more durable and sustainable asphalt pavements.
回收废弃sbs改性沥青(SBSMA)至关重要,但传统的油基再生剂严重损害了其耐高温变形能力,限制了其在路面中的再利用。本研究提出了将1,4-丁二醇二缩水甘油醚(BUDGE)和预聚合聚氨酯(Pre-PU)的活性化学物质与导热油(HTO)残渣的物理再生剂相结合,以达到反应再生SBSMA (RRSBSMA)粘结剂性能优化的新方法。对再生粘合剂的物理和流变特性的综合评价表明,该方法成功地平衡了性能。反应性化学物质有效地缓解了高温稳定性的下降,而HTO残留物适当地改善了和易性。机理分析表明,这些化学物质形成一种刚性的凝胶状分子结构。该网络保持了高模量,提供了优异的车辙抗力-由复合模量和累积应变结果证实-同时吸收软化的HTO残留物。这一突破使SBSMA废物的高性能回收成为可能,推动了更耐用和可持续的沥青路面的发展。
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引用次数: 0
Mechanical and microstructural regulation of biochar-geopolymer composites from industrial slag wastes 工业废渣中生物炭-地聚合物复合材料的力学和微观结构调控
IF 8.2 2区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2026-03-01 Epub Date: 2026-01-22 DOI: 10.1016/j.dibe.2026.100862
Dong-xue Hao , Yu-chen Guo , Rong Chen , Lu Zhou , Yong-ming Han
Eco-friendly geopolymers were prepared by alkali activation of ground-granulated blast-furnace slag (GGBFS) using calcium carbide slag (CS), with rice-husk biochar (BC, 0–30 wt%) incorporated as a functional additive. The optimal formulation CS/GGBFS = 15:85 with 1 wt% BC achieved a 28-day compressive strength of 27.3 MPa and a low porosity of 30.14 %. Low BC dosages (≤5 wt%) markedly enhanced early-age and ultimate strength, whereas excessive BC (≥10 wt%) disrupted matrix continuity, increased porosity, and reduced strength. Microstructural analyses confirmed that low BC contents promoted calcium–aluminosilicate–hydrate gel formation through internal curing and nucleation effects, while high BC contents enlarged pores and induced stress concentrations. The strength–porosity relationship followed the Balshin model, indicating a critical porosity of ∼36 % to maintain compressive strength ≥20 MPa. Overall, incorporating 1 wt% BC in a CS15:GGBFS85 system maximizes mechanical performance while enabling the sustainable co-utilization of industrial and agricultural wastes.
以电石渣(CS)为原料,稻壳生物炭(BC, 0-30 wt%)为功能添加剂,碱活化磨粒高炉渣(GGBFS)制备了环保型地聚合物。最佳配方CS/GGBFS = 15:85,BC为1 wt%, 28天抗压强度为27.3 MPa,孔隙率为30.14 %。低剂量的BC(≤5 wt%)显著提高了早期强度和极限强度,而过量的BC(≥10 wt%)破坏了基体的连续性,增加了孔隙率,降低了强度。微观结构分析证实,低BC含量通过内部固化和成核作用促进了钙铝硅酸盐水合物凝胶的形成,而高BC含量则扩大了孔隙并引起应力集中。强度-孔隙度关系遵循Balshin模型,表明维持抗压强度≥20 MPa的临界孔隙度为~ 36 %。总体而言,在CS15:GGBFS85系统中加入1 wt% BC可以最大限度地提高机械性能,同时实现工业和农业废物的可持续共同利用。
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引用次数: 0
Evaluating the impact of aggregate size and reinforcement on alkali-silica reaction in concrete through nondestructive testing techniques 通过无损检测技术评价骨料尺寸和配筋对混凝土中碱-硅反应的影响
IF 8.2 2区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2026-03-01 Epub Date: 2025-12-11 DOI: 10.1016/j.dibe.2025.100824
Li Ai , David Bianco , Vafa Soltangharaei , Rafal Anay , Mahmoud Bayat , Paul Ziehl
This research investigates different nondestructive evaluation (NDE) methods to assess concrete under alkali-silica reaction (ASR) development. Four methods including acoustic emission (AE), ultrasonic pulse velocity (UPV), crack width measurement, and strain measurement were applied to reactive and control specimens under accelerated ASR conditioning. The innovation lies in using NDE methods to monitor concrete with varying aggregate sizes, quantifying method sensitivity through measured indices, and highlighting the effectiveness of each method to capture ASR development. The results indicate that the unconfined reactive fine-aggregate sample exhibited isotropic expansion, while coarse-aggregate specimens showed around 50 % greater longitudinal expansion and AE cumulative signal strength up to 3.2 times higher. Furthermore, the reinforcing effect was more significant in the reactive coarse aggregate samples compared to the reactive fine aggregate ones. The ASR detection effectiveness for the four methods is 67 % for AE, 51 % for strain measurement, 12 % for crack width measurement, and 1 % for UPV.
研究了碱-硅反应(ASR)发展过程中混凝土的无损评价方法。采用声发射(AE)、超声脉冲速度(UPV)、裂纹宽度测量和应变测量四种方法对反应性和对照试样在加速ASR条件下进行测量。创新之处在于使用NDE方法监测不同骨料尺寸的混凝土,通过测量指标量化方法的敏感性,并突出每种方法捕捉ASR发展的有效性。结果表明:无约束反应性细骨料试样表现为各向同性膨胀,粗骨料试样纵向膨胀幅度约为50 %,声发射累计信号强度提高3.2倍;活性粗骨料比活性细骨料的补强效果更显著。四种方法的ASR检测效率分别为声发射的67 %、应变测量的51 %、裂缝宽度测量的12 %和UPV的1 %。
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引用次数: 0
Life-cycle oriented strain reconstruction of CRTSIII slab tracks using quasi-distributed fiber Bragg grating sensing and deep learning toward sustainable high-speed rail 基于准分布式光纤光栅传感和深度学习的CRTSIII板轨全生命周期应变重建研究
IF 8.2 2区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2026-03-01 Epub Date: 2026-02-11 DOI: 10.1016/j.dibe.2026.100879
Delei Yang , Xiaonan Xie , Fenhong Li , Xiao Guo , Hanke Jiang , Xueji Shi , Xuebing Zhang , Hongtian Cui , Li Wang , Han Wu , Ping Xiang
The widespread implementation of ballastless slab track systems has positioned the CRTS III structure as a key component in long-life, low-maintenance, and sustainable high-speed railway infrastructure. While the system exhibits strong mechanical resilience and reduced maintenance demand, long-term service conditions—particularly repeated dynamic loading—may lead to cumulative deterioration, underscoring the need for continuous monitoring to support life-cycle performance evaluation. Quasi-distributed fiber Bragg grating (FBG) sensing enables real-time internal strain assessment, yet sensor degradation or interfacial debonding can result in missing measurements, affecting the integrity of long-term structural health monitoring (SHM) records. This study investigates deep learning-based reconstruction of incomplete strain data obtained from embedded FBG sensors in CRTS III slab track structures. Full-scale cyclic loading tests provide reference strain sequences obtained from FBG sensors installed within the self-compacting concrete layer as well as the underlying baseplate. A set of deep learning models comprising CNN-based architectures, LSTM temporal networks, and GRU recurrent structures are trained on complete sequences and tested under artificially constructed conditions with partial data loss using standard regression metrics. Results demonstrate that the developed approach markedly improves the completeness and robustness of FBG-based monitoring records. The findings support life-cycle oriented SHM, enabling more effective condition-based maintenance, extended reuse of slab track components, and lower material usage achieved via data-informed, low-emission maintenance strategies for high-speed rail systems.
无碴板轨道系统的广泛实施,使CRTS III结构成为长寿命、低维护和可持续的高速铁路基础设施的关键组成部分。虽然系统表现出强大的机械弹性和较少的维护需求,但长期的使用条件,特别是反复的动态负载,可能会导致累积的劣化,因此需要持续监测以支持生命周期性能评估。准分布式光纤布拉格光栅(FBG)传感能够实时评估内部应变,但传感器退化或界面脱粘可能导致测量缺失,影响长期结构健康监测(SHM)记录的完整性。本研究研究了基于深度学习的基于嵌入式FBG传感器在CRTS III平板轨道结构中获得的不完整应变数据的重建。全尺寸循环加载试验提供了从安装在自密实混凝土层以及底层底板内的FBG传感器获得的参考应变序列。一组由基于cnn的架构、LSTM时态网络和GRU循环结构组成的深度学习模型在完整序列上进行训练,并在人工构建的条件下使用标准回归指标进行部分数据丢失的测试。结果表明,该方法显著提高了基于fbg的监测记录的完整性和鲁棒性。研究结果支持以生命周期为导向的SHM,实现更有效的基于状态的维护,扩展板状轨道部件的再利用,并通过数据为基础的低排放维护策略实现更低的材料使用量。
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引用次数: 0
Automated construction monitoring based on computer vision: A comprehensive review 基于计算机视觉的自动化施工监控技术综述
IF 8.2 2区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2026-03-01 Epub Date: 2025-12-20 DOI: 10.1016/j.dibe.2025.100832
Linchao Li , Zijian Huang , Junzhen Wang , Bowen Du , Linfabao Dai
This review synthesizes recent advancements in automated construction monitoring, focusing on key dimensions including equipment, methodologies, datasets, evaluation metrics, and practical applications. It examines diverse data collection setups including single camera, unmanned aerial vehicles (UAVs), mobile phones, and multi-cameras, along with a range of models such as deep learning models and simulation-based models. The analysis highlights the critical role of dataset scale, diversity, and realism in model robustness, and reviews commonly used metrics like accuracy, precision, mean Average Precision (mAP), and Frames per Second (FPS) to evaluate performance trade-offs. Applications span safety monitoring, equipment tracking, productivity analysis, and structural health assessment. The review identifies gaps in dataset generalizability, metric standardization, and real-world validation, offering recommendations such as developing hybrid models, large-scale construction-specific datasets, and integrated multi-functional platforms. This work aims to guide future research and support the practical adoption of intelligent monitoring systems for safer and more efficient construction management.
本文综合了自动化施工监测的最新进展,重点关注设备、方法、数据集、评估指标和实际应用等关键方面。它研究了不同的数据收集设置,包括单摄像头、无人机(uav)、手机和多摄像头,以及一系列模型,如深度学习模型和基于仿真的模型。分析强调了数据集规模、多样性和现实主义在模型鲁棒性中的关键作用,并回顾了常用的指标,如准确性、精度、平均平均精度(mAP)和每秒帧数(FPS),以评估性能权衡。应用范围包括安全监测、设备跟踪、生产率分析和结构健康评估。该综述指出了数据集通用性、度量标准化和现实世界验证方面的差距,并提出了开发混合模型、大型建筑特定数据集和集成多功能平台等建议。这项工作旨在指导未来的研究,并支持智能监控系统的实际应用,以实现更安全、更高效的施工管理。
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引用次数: 0
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