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A systematic investigation of group differences in crossed effects of indoor environmental parameters on human comfort in open-plan offices in severe cold regions 严寒地区开放式办公室室内环境参数交叉效应组间差异的系统研究
IF 8.2 2区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2025-11-01 DOI: 10.1016/j.dibe.2025.100792
Zheng Li , Guoqing Song , Qingwen Zhang , Yuliang Liu , Jiangtao Yu , Feng Fan
This study examined group differences in the crossed effects of indoor environmental parameters on human comfort in open-plan offices in severe cold regions, considering gender, age, education, BMI and seating location. Field measurements of thermal, acoustic, air quality, and lighting conditions were conducted in 22 offices with 1352 surveys. Thermal comfort was affected by illumination: at 20–23 °C, higher illuminance reduced thermal comfort, whereas lower illuminance enhanced coolness perception. Females tolerated higher CO2 (>1200 ppm) and noise (>52 dB) at low temperatures. Participants over 25 years old were more sensitive to the temperature–light crossed effect, and those with doctoral degrees were more responsive to air quality. Underweight subjects’ comfort was linked to PM2.5 concentration, while overweight subjects preferred low temperature and low light. For subjects near windows, low illumination improved thermal comfort in warm conditions, and for subjects near doors, low temperatures improved air quality comfort under high pollutants.
本研究考察了严寒地区开放式办公室室内环境参数对人体舒适度交叉效应的组间差异,考虑了性别、年龄、教育程度、身体质量指数和座位位置。本署在22间办事处进行了1352次实地调查,测量了热、声、空气质素和照明情况。热舒适受照度的影响:在20-23 °C时,较高的照度会降低热舒适,而较低的照度会增强凉爽感。雌性在低温下可以忍受更高的二氧化碳(>1200 ppm)和噪音(>52 dB)。25岁以上的参与者对光温交叉效应更敏感,博士学位的参与者对空气质量的反应更敏感。体重过轻的受试者的舒适度与PM2.5浓度有关,而体重过重的受试者更喜欢低温和弱光。对于靠近窗户的受试者,低照度改善了温暖条件下的热舒适,而对于靠近门的受试者,低温改善了高污染物下的空气质量舒适度。
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引用次数: 0
Thermomechanical loading scenarios of habitat structures on Mars: Experimental material characterization and numerical assessment of sulfur-concrete constructions 火星上居住结构的热机械载荷情景:硫混凝土结构的实验材料表征和数值评估
IF 8.2 2区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2025-11-01 DOI: 10.1016/j.dibe.2025.100793
Sophie H. Gruber , Manuel Bode , Thomas Marcher , Roman Lackner
Crewed missions to Mars will require the construction of habitable structures using locally available materials due to limited cargo capacity from Earth. Both sulfur and regolith are abundant on Mars and can be processed to sulfur-concrete via melting of sulfur. This article investigates thermal and mechanical properties of three sulfur-concrete mixtures containing either Mars regolith simulant or standard sand. With average temperatures of about -60 °C and approx. 1/3 of the gravity we experience on Earth, Mars poses new challenges to construction materials. Based on experiment data, a regolith covered sulfur-concrete cupola on Mars is modeled to investigate the impact of thermal load cases. These include internal heating to 290 K (17 °C) and exposure to a one-year Martian temperature cycle from outside. Results reveal the level of loading experienced by the cupola (utilization in tension, risk of material failure), offering insights into potential improvements of material/structural performance.
由于地球的货运能力有限,前往火星的载人任务将需要使用当地可用的材料建造可居住的结构。火星上的硫和风化层都很丰富,可以通过硫的熔化加工成硫混凝土。本文研究了含火星风化层模拟物和标准砂的三种硫-混凝土混合物的热力学性能。平均气温约为-60°C,约为。火星的重力是地球的1/3,对建筑材料提出了新的挑战。在实验数据的基础上,对火星上一个覆盖了风化层的硫磺混凝土冲天炉进行了建模,研究了热载荷情况对冲天炉的影响。其中包括内部加热到290 K(≈17°C),并从外部暴露在火星一年的温度循环中。结果揭示了冲天炉所经历的载荷水平(张力利用率,材料失效风险),为材料/结构性能的潜在改进提供了见解。
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引用次数: 0
Gaps in the machine-interpretability of ISO 22057 EPDs: identification and proposals for a revised international standard ISO 22057 epd在机器可解释性上的差距:识别和修订国际标准的建议
IF 8.2 2区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2025-10-29 DOI: 10.1016/j.dibe.2025.100790
A. Aragón , O. Nieto , A. Rønning , E. Schulze , M.G. Alberti , R.M. Pavón
This research addresses the existing gaps in the incorporation of EPDs (environmental product declarations) digitalized according to the international standard ISO 22057 into the software tools used for sustainability assessment of buildings and infrastructures. The objective is to reduce the resources required for the transfer of EPD data into digital models.
The analysis included a scientific literature review, the assessments of published digital EPDs and the feedback from practitioners in the fields of LCA and BIM, based on a survey conducted in the international and European standardization committees and the replies from 45 experts.
This study identified nineteen gaps, with each gap receiving a thorough assessment, resulting in specific recommendations and future research directions. The solutions are presented in a structured manner to facilitate their implementation in the revision of ISO 22057.
The research was conducted for construction products’ environmental data, but most of the solutions are transferable to other types of product data and various sectors, thus extending beyond the construction industry.
本研究解决了将epd(环境产品声明)根据国际标准ISO 22057数字化纳入用于建筑物和基础设施可持续性评估的软件工具中的现有差距。目标是减少将环境保护局数据转换为数字模型所需的资源。根据国际和欧洲标准化委员会进行的一项调查以及45位专家的答复,分析包括科学文献综述、已发布的数字epd评估以及LCA和BIM领域从业者的反馈。本研究确定了19个差距,每个差距都得到了彻底的评估,得出了具体的建议和未来的研究方向。这些解决方案以结构化的方式呈现,以促进其在ISO 22057修订中的实施。本研究是针对建筑产品的环境数据进行的,但大多数解决方案都可以转移到其他类型的产品数据和各个部门,从而延伸到建筑行业之外。
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引用次数: 0
Optimal additional evacuation route analysis in deep underground station structures using Dijkstra's algorithm 基于Dijkstra算法的深埋地下车站结构最优附加疏散路线分析
IF 8.2 2区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2025-10-27 DOI: 10.1016/j.dibe.2025.100784
Sunnie Haam , Hyunseok Kim , Mintaek Yoo , Woo Seung Song
This study examines the optimal additional pathways to reduce the maximum evacuation time using Dijkstra's algorithm, targeting a deep underground station structure in Seoul. The reduction rates in the maximum evacuation time were evaluated across seven cases, including baseline scenarios without additional pathways. Pedestrian speed was adjusted by applying a crowd density-based reduction factor. The maximum evacuation time was 590 s without the additional pathways and 369 s when additional pathways were implemented on floors B2 and B1, representing a 37.5 % reduction. The most significant reduction occurred when pathways were simultaneously added on B6 and B1, as well as B2 and B1, resulting in a maximum evacuation time of 340 s, a 42.4 % decrease compared with the baseline scenario. These findings underscore the importance of constructing additional pathways to ensure occupants can evacuate within the 6-min golden time specified by the Korean Ministry of Land, Infrastructure, and Transport.
本研究使用Dijkstra算法研究了减少最大疏散时间的最佳附加路径,以首尔的一个深地下车站结构为目标。在7个案例中评估了最大疏散时间的减少率,包括没有额外路径的基线情景。通过应用基于人群密度的减少因子来调整行人速度。在没有增加通道的情况下,最大疏散时间为590 秒,在B2和B1层增加通道后,最大疏散时间为369 秒,减少了37.5% %。当B6和B1以及B2和B1同时增加通道时,最大疏散时间为340 s,与基线情景相比减少了42.4 %。这些发现强调了建设额外通道的重要性,以确保居住者能够在韩国国土交通部规定的6分钟黄金时间内撤离。
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引用次数: 0
Public willingness to accept ecological compensation methods for construction and demolition waste landfilling 公众接受建拆垃圾填埋生态补偿方式的意愿
IF 8.2 2区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2025-10-26 DOI: 10.1016/j.dibe.2025.100788
Bo Yu , Zhaoyang Qiu , Vivian W.Y. Tam , Jian Zuo , Jiayuan Wang , Yifu Ou , Huanyu Wu , Zhikang Bao
Due to the negative externalities associated with construction and demolition waste (C&DW) landfilling, such facilities often face strong public opposition, commonly referred to as the “not in my backyard” (NIMBY) effect. Ecological compensation, a market-based mechanism that internalizes environmental externalities by offering economic incentives to affected stakeholders, has emerged as an effective strategy to mitigate NIMBY-related resistance. A critical aspect of implementing ecological compensation is identifying methods that are publicly acceptable, thereby addressing the question of “how to compensate.” This study aims to explore compensation approaches that are both suitable for C&DW landfilling and acceptable to local communities. A comprehensive literature review was first conducted to summarize existing ecological compensation mechanisms and identify those most applicable to C&DW landfilling. Using Shenzhen, China, as a case study, public preferences regarding different compensation methods were examined through questionnaires and semi-structured interviews. The findings explicitly reveal that financial compensation is the most preferred option among the public, followed by project-based compensation, with policy-related compensation being the least preferred. Specifically, the public prefers to receive financial compensation as a lump-sum bank transfer before landfill operations, favors local village collectives managing landfills with annual profit distribution for project-based compensation, and prioritizes housing expropriation and compensation policies for policy-related compensation. These findings offer valuable theoretical insights for the development of scientifically grounded and socially acceptable ecological compensation strategies in the context of C&DW landfilling.
由于与建筑和拆除垃圾(C&;DW)填埋相关的负面外部性,这类设施经常面临公众的强烈反对,通常被称为“邻避”效应。生态补偿是一种基于市场的机制,通过向受影响的利益相关者提供经济激励,将环境外部性内部化,已成为缓解邻避相关阻力的有效策略。实施生态补偿的一个关键方面是确定公众可以接受的方法,从而解决“如何补偿”的问题。本研究旨在探索既适合垃圾填埋场,又为当地社区所接受的补偿方法。首先进行了全面的文献综述,总结了现有的生态补偿机制,并确定了最适用于垃圾填埋场的生态补偿机制。以中国深圳为例,通过问卷调查和半结构化访谈,考察了公众对不同薪酬方式的偏好。调查结果明确显示,经济补偿是公众最喜欢的选择,其次是基于项目的补偿,与政策相关的补偿是最不受欢迎的。具体而言,公众更倾向于在垃圾填埋场运营前以一次性银行转帐的方式获得财政补偿,更倾向于以项目为基础的补偿,更倾向于以年度利润分配方式管理垃圾填埋场的当地村集体,更倾向于以政策为基础的补偿,更倾向于优先考虑住房征收和补偿政策。这些发现为在垃圾填埋的背景下制定有科学依据和社会可接受的生态补偿策略提供了有价值的理论见解。
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引用次数: 0
Unsupervised online anomaly detection in road bridges from single-point acceleration data 基于单点加速度数据的公路桥无监督在线异常检测
IF 8.2 2区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2025-10-26 DOI: 10.1016/j.dibe.2025.100791
Gitae Roh , Chi-Ho Jeon , Ji-Heon Shin , Chang-Su Shim , Byeongcheol Kim , Jaehwan Kim , Kyu-San Jung , Ki-Tae Park
Ensuring the safety of civil infrastructure, particularly bridges, is essential. Yet, conventional multi-sensor monitoring systems are often cost-prohibitive for large bridge networks. To address this, we propose an unsupervised online anomaly detection framework that relies on single-accelerometer data. Dynamic characteristics are extracted through random decrement and autoregressive modeling, while Mahalanobis Distance quantifies structural changes with reduced outlier influence. Temperature effects are corrected using a machine learning model. The framework was validated on four bridge types over more than one year of monitoring. Results show that the method effectively distinguishes transient events, such as sensor malfunctions or abnormal amplitudes, from permanent structural changes, exemplified by pavement replacement. In the latter case, the Mahalanobis Distance mean increased from 5.2 to 11.5 (121 %), demonstrating sensitive detection of system changes. These findings highlight the framework's potential as a cost-effective tool for early anomaly warning and preventive maintenance in large bridge inventories.
确保民用基础设施,特别是桥梁的安全至关重要。然而,对于大型桥梁网络来说,传统的多传感器监测系统往往成本过高。为了解决这个问题,我们提出了一个依赖于单加速度计数据的无监督在线异常检测框架。动态特征提取通过随机减量和自回归建模,而马氏距离量化结构变化与减少离群值的影响。使用机器学习模型校正温度影响。在一年多的监测中,该框架在四种桥梁类型上得到了验证。结果表明,该方法可以有效地将传感器故障或振幅异常等瞬态事件与永久性结构变化(例如路面更换)区分开来。在后一种情况下,马氏距离平均值从5.2增加到11.5(121 %),表明对系统变化的敏感检测。这些发现突出了该框架作为大型桥梁库存早期异常预警和预防性维护的经济有效工具的潜力。
{"title":"Unsupervised online anomaly detection in road bridges from single-point acceleration data","authors":"Gitae Roh ,&nbsp;Chi-Ho Jeon ,&nbsp;Ji-Heon Shin ,&nbsp;Chang-Su Shim ,&nbsp;Byeongcheol Kim ,&nbsp;Jaehwan Kim ,&nbsp;Kyu-San Jung ,&nbsp;Ki-Tae Park","doi":"10.1016/j.dibe.2025.100791","DOIUrl":"10.1016/j.dibe.2025.100791","url":null,"abstract":"<div><div>Ensuring the safety of civil infrastructure, particularly bridges, is essential. Yet, conventional multi-sensor monitoring systems are often cost-prohibitive for large bridge networks. To address this, we propose an unsupervised online anomaly detection framework that relies on single-accelerometer data. Dynamic characteristics are extracted through random decrement and autoregressive modeling, while Mahalanobis Distance quantifies structural changes with reduced outlier influence. Temperature effects are corrected using a machine learning model. The framework was validated on four bridge types over more than one year of monitoring. Results show that the method effectively distinguishes transient events, such as sensor malfunctions or abnormal amplitudes, from permanent structural changes, exemplified by pavement replacement. In the latter case, the Mahalanobis Distance mean increased from 5.2 to 11.5 (121 %), demonstrating sensitive detection of system changes. These findings highlight the framework's potential as a cost-effective tool for early anomaly warning and preventive maintenance in large bridge inventories.</div></div>","PeriodicalId":34137,"journal":{"name":"Developments in the Built Environment","volume":"24 ","pages":"Article 100791"},"PeriodicalIF":8.2,"publicationDate":"2025-10-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145417307","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
Thermodynamic optimization of Portland cement clinkers for designing SCM-blended cements 硅酸盐水泥熟料的热力学优化,为设计scm混合水泥提供依据
IF 8.2 2区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2025-10-25 DOI: 10.1016/j.dibe.2025.100787
Chun Sik Kim , Melaku N. Seifu , Seonhyeok Kim , Naru Kim , Joonho Seo , Jinman Kim , Solmoi Park
The composition of Portland cement clinker is crucial for determining the hydration and phase assemblages of blended cement systems incorporating supplementary cementitious materials (SCMs). This study investigates the influence of cement clinker compositions on the degree of reaction of fly ash and slag, and the phase evolution in blended systems. Thermodynamic modelling was employed to calculate the mineralogical compositions of clinkers from simulated raw materials and phase assemblages of blended cements, while the reaction degrees of SCMs were predicted using a machine learning model. The results indicate that a C3S content of approximately 57 % is optimal, as it maintains sufficient portlandite availability for SCM dissolution. Fly ash showed greater dependency on portlandite availability, whereas slag exhibited higher intrinsic reactivity even at lower C3S levels. These results highlight the impact of clinker composition and SCM replacement levels on hydration products, providing insights for optimizing cement formulations from production to hydration.
硅酸盐水泥熟料的组成对于确定含有补充胶凝材料(SCMs)的混合水泥体系的水化和相组合至关重要。研究了水泥熟料组成对粉煤灰与矿渣反应程度的影响,以及掺合体系中的物相演化规律。采用热力学模型计算模拟原料熟料的矿物学组成和混合水泥的相组合,同时使用机器学习模型预测SCMs的反应程度。结果表明,C3S的含量约为57 %是最佳的,因为它保持了足够的波特兰石对SCM溶解的有效性。粉煤灰对矿渣有效度的依赖性较大,而矿渣在较低C3S水平下也表现出较高的内在反应活性。这些结果突出了熟料组成和SCM替换水平对水化产物的影响,为从生产到水化的水泥配方优化提供了见解。
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引用次数: 0
Modal frequency responses of composite bridges under temperature and boundary condition variations 温度和边界条件下复合桥梁的模态频率响应
IF 8.2 2区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2025-10-24 DOI: 10.1016/j.dibe.2025.100786
Arjun Poudel , Seungwon Kim , Jae Yeol Song , Janghwan Kim
The natural frequencies of composite bridges are affected by temperature variations and boundary conditions, presenting challenges for damage-detection methods based on these parameters. In this study, the individual and combined effects of temperature variations and boundary condition changes were investigated both numerically and experimentally. Temperature variations included uniform temperature fields and temperature gradients within the bridge section. For modal testing, a temperature-controllable composite girder with adjustable supports was developed. Numerical analysis further evaluated the influence of temperature and boundary condition changes on natural frequencies. The results demonstrated that changes in geometric stiffness due to the combined effects of temperature and boundary conditions, as well as the temperature-dependent behavior of the elastic modulus, significantly affected the natural frequencies.
复合材料桥梁的固有频率受温度变化和边界条件的影响,这对基于这些参数的损伤检测方法提出了挑战。本文从数值和实验两方面研究了温度变化和边界条件变化的单独效应和联合效应。温度变化包括均匀的温度场和桥段内的温度梯度。为进行模态试验,研制了一种可调支承的温控组合梁。数值分析进一步评估了温度和边界条件变化对固有频率的影响。结果表明,几何刚度的变化由于温度和边界条件的影响,以及弹性模量与温度有关的行为,显著影响的自然频率。
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引用次数: 0
Evaluating the influence of synthetic cotton textile waste fibres on CO2 uptake, flexural strength, and wet-dry ageing of slag-based binders 评价合成棉纺织废纤维对渣基粘结剂CO2吸收、抗弯强度和干湿老化的影响
IF 8.2 2区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2025-10-22 DOI: 10.1016/j.dibe.2025.100785
Anabel Castillo-Rodríguez , Antonia Pacios-Álvarez , João Castro-Gomes , Justo García-Navarro
The construction sector is seeking sustainable alternatives to reduce CO2 emissions, with cement replacement being a key strategy. Mineralised steel slag is a promising binder due to its reactive CaO and MgO content, enabling CO2 sequestration via accelerated carbonation while maintaining mechanical performance. Incorporating textile waste cotton fibres offers complementary benefits, enhancing flexural strength and potentially increasing CO2 uptake through improved porosity and carbonation pathways. Given the global textile waste surplus and low recycling rates, this approach supports circular economy goals. This study examines composites combining carbonated steel slag with synthetic cotton fibres at three dosages, assessing carbonation uptake and flexural strength under standard curing and wet–dry ageing cycles. Results indicate that fibres promote higher CO2 uptake by creating diffusion channels and improve mechanical behaviour, particularly at higher dosages. Although durability cycles reduce toughness, they enhance environmental performance by facilitating greater carbonation.
建筑行业正在寻求可持续的替代方案来减少二氧化碳排放,水泥替代是一项关键战略。矿化钢渣是一种很有前途的粘合剂,因为它的活性CaO和MgO含量,通过加速碳化实现二氧化碳封存,同时保持机械性能。结合纺织废棉纤维提供了互补的好处,提高了弯曲强度,并通过改善孔隙率和碳化途径潜在地增加了二氧化碳的吸收。鉴于全球纺织废料过剩和低回收率,这种方法支持循环经济目标。本研究考察了碳化钢渣与合成棉纤维在三种剂量下的复合材料,在标准固化和干湿老化循环下评估碳化吸收和弯曲强度。结果表明,纤维通过创造扩散通道促进更高的二氧化碳吸收,并改善机械行为,特别是在高剂量下。虽然耐久性循环降低了韧性,但它们通过促进更大的碳化来提高环境性能。
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引用次数: 0
Automated construction quality monitoring using trajectory planning and scan-vs-BIM integration 使用轨迹规划和scan-vs-BIM集成的自动化施工质量监控
IF 8.2 2区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2025-10-19 DOI: 10.1016/j.dibe.2025.100783
Maggie Y. Gao, Chengjia Han, Yiqing Dong, Robert L.K. Tiong, Yaowen Yang
This research presents an integrated framework for automatic trajectory planning and Scan-vs-BIM for quality inspection. The methodology combines optimized viewpoint planning for structured light scanning with advanced point cloud processing algorithms for rebar detection and measurement. Key innovations include an enhanced greedy algorithm for coverage analysis considering key features and overall structure, and an advanced cylinder fitting approach combining RANSAC and least-squares minimization for diameter estimation. This study achieves 94 % accuracy in H16 rebar dimensional measurement. A photogrammetry-based enhancement technique successfully restores missing elements to 96.79 % length completeness. The comparative analysis demonstrates that the advanced cylinder fitting method excels with complete point clouds, while advanced sectional analysis performs better for fragmented data. This study establishes a robust foundation for automated reinforcement inspection, significantly improving efficiency and accuracy compared to traditional methods while reducing reliance on manual inspection.
本研究提出了一个用于自动轨迹规划和Scan-vs-BIM质量检测的集成框架。该方法将结构光扫描的优化视点规划与钢筋检测和测量的先进点云处理算法相结合。关键创新包括考虑关键特征和整体结构的增强型贪婪算法,以及将RANSAC和最小二乘最小化相结合的先进圆柱体拟合方法用于直径估计。本研究在H16螺纹钢尺寸测量中达到94%的精度。基于摄影测量的增强技术成功地将缺失元素恢复到96.79%的长度完整性。对比分析表明,先进的圆柱体拟合方法对完整点云的拟合效果较好,而先进的截面分析方法对碎片化数据的拟合效果较好。本研究为自动化钢筋检测奠定了坚实的基础,与传统方法相比,显著提高了效率和准确性,同时减少了对人工检测的依赖。
{"title":"Automated construction quality monitoring using trajectory planning and scan-vs-BIM integration","authors":"Maggie Y. Gao,&nbsp;Chengjia Han,&nbsp;Yiqing Dong,&nbsp;Robert L.K. Tiong,&nbsp;Yaowen Yang","doi":"10.1016/j.dibe.2025.100783","DOIUrl":"10.1016/j.dibe.2025.100783","url":null,"abstract":"<div><div>This research presents an integrated framework for automatic trajectory planning and Scan-vs-BIM for quality inspection. The methodology combines optimized viewpoint planning for structured light scanning with advanced point cloud processing algorithms for rebar detection and measurement. Key innovations include an enhanced greedy algorithm for coverage analysis considering key features and overall structure, and an advanced cylinder fitting approach combining RANSAC and least-squares minimization for diameter estimation. This study achieves 94 % accuracy in H16 rebar dimensional measurement. A photogrammetry-based enhancement technique successfully restores missing elements to 96.79 % length completeness. The comparative analysis demonstrates that the advanced cylinder fitting method excels with complete point clouds, while advanced sectional analysis performs better for fragmented data. This study establishes a robust foundation for automated reinforcement inspection, significantly improving efficiency and accuracy compared to traditional methods while reducing reliance on manual inspection.</div></div>","PeriodicalId":34137,"journal":{"name":"Developments in the Built Environment","volume":"24 ","pages":"Article 100783"},"PeriodicalIF":8.2,"publicationDate":"2025-10-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145417306","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
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Developments in the Built Environment
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