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A review of bridge health monitoring based on machine learning 基于机器学习的桥梁健康监测综述
IF 1 Q3 ENGINEERING, CIVIL Pub Date : 2022-11-14 DOI: 10.1680/jbren.22.00030
Emad Soltani, Ehsan Ahmadi, F. Guéniat, M. Salami
This paper reviews structural health monitoring (SHM) techniques of bridge structures based on machine learning (ML) algorithms. Regular inspections or using non-destructive testing are still the common damage detection methods; they are susceptible to subjectivity, human error, and prolonged duration. With emerging technologies such as artificial intelligence (AI) and the development of wireless sensors, SHM has shifted from offline model-driven damage detection to online/real-time data-driven damage detection. In this paper, both supervised and unsupervised ML algorithms are studied to determine which of the latest methods would be the most suitable and effective to be used for the SHM of bridge structures. This review paper investigates recent studies on data acquisition, data imputation, data compression, feature extraction, and pattern recognition using supervised/unsupervised ML algorithms.
本文综述了基于机器学习算法的桥梁结构健康监测技术。定期检查或采用无损检测仍是常见的损伤检测方法;它们容易受到主观性、人为错误和持续时间延长的影响。随着人工智能(AI)等新兴技术的发展和无线传感器的发展,SHM已经从离线模型驱动的损伤检测转向在线/实时数据驱动的损伤检测。本文研究了有监督和无监督的机器学习算法,以确定哪种最新方法最适合和有效地用于桥梁结构的SHM。本文综述了使用监督/无监督ML算法在数据采集、数据输入、数据压缩、特征提取和模式识别方面的最新研究。
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引用次数: 2
The New Samuel De Champlain Bridge 新塞缪尔·德·尚普兰桥
IF 1 Q3 ENGINEERING, CIVIL Pub Date : 2022-11-11 DOI: 10.1680/jbren.21.00079
M. Nader, G. Mailhot
Opened to traffic on July 1, 2019, the new Samuel De Champlain Bridge represents one of the largest infrastructure projects in North America. The rapidly deteriorating condition of the original Champlain Bridge in Montreal led the Government of Canada to accelerate its replacement and ultimately awarded a contract to the Signature on the Saint Lawrence Group, in 2015, to deliver a new replacement crossing. The project was fast-tracked with a schedule of only 48-months from design to bridge opening. Due to its geographical location, this lifeline structure faces unique hazards including extreme cold temperature, ice abrasion, de-icing salt attacks, wind, vessel collision, scour, and seismic, while meeting its design life of 125 years. Sustainability and durability are also important project requirements. The 3.4-km bridge is comprised of three independent structures: the 529-meter-long, asymmetric cable-stayed bridge that features a single, 169-meter-high tower, the 762-meter-long East Approach; and the 2,044-meter-long West Approach. The Owner used a public-private partnership (P3) procurement model, and the project was delivered using the Design-Build delivery method. This paper provides an overview of this $2.4 billion CDN mega project. The design and build solutions to overcome the suite of technical and schedule challenges are discussed.
新的塞缪尔·德·尚普兰大桥于2019年7月1日通车,是北美最大的基础设施项目之一。由于蒙特利尔原尚普兰大桥的状况迅速恶化,加拿大政府加快了对其的更换,并最终在2015年与圣劳伦斯集团签署了一份合同,交付一个新的替代桥梁。该项目从设计到大桥开通仅用了48个月的时间。由于其地理位置,该生命线结构在满足125年的设计寿命的同时,面临着极端低温、冰磨损、除冰盐侵蚀、风、船舶碰撞、冲刷和地震等独特的危险。可持续性和耐久性也是重要的项目要求。这座长3.4公里的大桥由三个独立的结构组成:长529米的非对称斜拉桥,有一个169米高的单塔,长762米的东桥;以及2,044米长的西通道。业主采用公私合作(P3)采购模式,项目采用设计-建造交付方式交付。本文概述了这个耗资24亿美元的CDN大型项目。讨论了克服技术和进度挑战的设计和构建解决方案。
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引用次数: 0
Monitoring of the Queensferry Crossing 监察金士码头隧道
IF 1 Q3 ENGINEERING, CIVIL Pub Date : 2022-11-02 DOI: 10.1680/jbren.22.00018
David Peter Cousins, David McAra, Chris Hill
The Queensferry Crossing opened in 2017 to enhance the resilience for road vehicles crossing the Firth of Forth outside Edinburgh, Scotland. The M90 carriageway consists of two lanes of traffic in each direction and hard shoulders. The three-tower, cable stay structure extends for 2.7km including approach viaducts. Structural health monitoring was specified by the employer in the construction works including 2184 physical sensors, which is believed to be the world's largest bridge monitoring system. This paper describes the monitoring and its uses thus far. A load test was conducted in 2020, comparing the sensor data favourably to the design. The monitoring is now integral to the operation of the bridge for measurement of structural performance and the management of the route. Automated reports give analysis of fixed periods of time and further detail for specific triggered events in high load occurrences, abnormal load movements and extreme weather. The user interface includes a threshold alert system informing of the need for specific inspection and maintenance regimes. Route management in winter and extreme weather response is enhanced with the inclusion of sensor data. Monitoring data is also being used for research at various universities, each of which are described in brief.
昆斯费里渡口于2017年开放,以增强道路车辆穿过苏格兰爱丁堡外的福斯湾的弹性。M90车道由两个方向的车道和硬肩组成。包括高架桥在内的三塔斜拉结构延伸2.7公里。结构健康监测是由业主在施工工程中指定的,包括2184个物理传感器,这被认为是世界上最大的桥梁监测系统。本文介绍了迄今为止的监控及其用途。2020年进行了负载测试,将传感器数据与设计进行了比较。监测现在是桥梁运行中不可或缺的一部分,用于测量结构性能和路线管理。自动报告提供固定时间段的分析,并进一步详细说明在高负载发生,异常负载移动和极端天气下的特定触发事件。用户界面包括一个阈值警报系统,通知需要进行特定的检查和维护制度。在冬季和极端天气响应的路线管理是加强纳入传感器数据。监测数据也被用于各大学的研究,每一所大学都作了简要说明。
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引用次数: 1
Influence of pylon configuration on the response of cable-stayed bridges to sudden cable loss 塔架结构对斜拉桥突损响应的影响
IF 1 Q3 ENGINEERING, CIVIL Pub Date : 2022-10-27 DOI: 10.1680/jbren.22.00007
M. Abdel-Fattah, T. Abdel-Fattah
This paper presents a finite-element (FE) investigation into the effects of the pylon configuration on the general response of cable-stayed bridges (CSBs) to sudden cable loss. An example CSB is proposed and analyzed using a three-dimensional FE model for the H-, and A-shaped pylon configurations; the effects of p-δ (large stress) and geometric nonlinearities are accounted for. The study is conducted for two scenarios of cable loss that are the simultaneous sudden loss of the longest two adjacent cables in both the mid and side spans. The results of analyses showed that the general responses of the main-span deck structural elements due to breakage of the longest two main-span cables are comparable for both the H- and A-shaped pylons, but those due to breakage of the longest two side-span cables differ from each other. Loss of cables in the side span may cause notable rotation of the main span deck for the bridge with H-shaped pylon, but not for the bridge with A-shaped pylon from a practical viewpoint. The results of this study may be useful when the accidental design situation of cable loss is considered.
本文采用有限元方法研究了塔架结构对斜拉桥突然失缆时总体响应的影响。采用H形塔和a形塔的三维有限元模型对CSB结构进行了分析;考虑了p-δ(大应力)和几何非线性的影响。研究了两种情况下的电缆损失,即最长的两根相邻电缆在中跨和侧跨同时突然损失。分析结果表明,H形塔和a形塔的主跨索断裂时,主跨桥面结构单元的总体响应具有相似性,而边跨索断裂时,主跨桥面结构单元的总体响应存在差异。从实用角度看,边跨缆索的损耗对h型塔桥的主跨桥面有明显的扭转作用,而对a型塔桥的主跨桥面没有明显的扭转作用。本文的研究结果对考虑电缆意外损耗的设计情况有一定的参考价值。
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引用次数: 1
The fatigue enhancement of Gade Valley Viaduct box girders due to distortional effects 加德谷高架桥箱梁变形效应的疲劳增强
IF 1 Q3 ENGINEERING, CIVIL Pub Date : 2022-10-27 DOI: 10.1680/jbren.22.00014
Kyriakos Antoniou, J. Bonnett, P. Robinson, R. Percy
This paper examines a case study in which a bridge structure with fatigue critical details was successfully managed and remediated without extensive traffic closures. Severe theoretical fatigue life shortfalls have been identified at the transverse stiffener frames of the box girder due to distortional effects in the steel box. Gade Valley Viaduct was the final link in the M25 London orbital motorway, constructed in 1986 at Kings Langley, UK. It is a composite box girder viaduct 440m long with typical spans of 42m and carries 180,000 vehicles daily. A series of cracks and original sub-standard weld quality issues were discovered in the transverse stiffener frames of the box girder. The fatigue shortfall that was a significant contributor to the identified fatigue cracking, was confirmed by assessment and strain-gauge monitoring. A fatigue enhancement bracing system was deployed at all spans and boxes to provide a full 120-year fatigue life. The use of off-structure testing in a mock-up girder before the application on the live structure was a key feature of this project, where several lessons were learnt from weld trials. This case study illustrates how heavily used structures with theoretical fatigue life shortfalls can be successfully rehabilitated to ensure safety.
本文考察了一个案例研究,其中一个具有疲劳关键细节的桥梁结构被成功地管理和修复,而没有广泛的交通关闭。由于钢箱的变形作用,箱梁的横向加劲框架存在严重的理论疲劳寿命不足。盖德谷高架桥是M25伦敦轨道高速公路的最后一环,于1986年在英国兰利国王建造。它是一座长440米、典型跨径42米、日通行车辆18万辆的复合箱梁高架桥。箱梁横向加劲框架存在一系列裂纹和原有焊接质量不合格问题。疲劳不足是导致疲劳开裂的重要因素,通过评估和应变仪监测得到了证实。在所有跨度和箱体上都部署了疲劳增强支撑系统,可提供120年的疲劳寿命。在实际结构上应用之前,在实体梁上进行结构外测试是该项目的一个关键特点,从焊接试验中吸取了一些经验教训。该案例研究说明了如何成功修复具有理论疲劳寿命不足的大量使用结构以确保安全。
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引用次数: 0
Quantification of Multi-hazard Risk of existing RC bridges in Barak Valley Region (India) 印度巴拉克河谷地区既有钢筋混凝土桥梁多灾害风险量化研究
IF 1 Q3 ENGINEERING, CIVIL Pub Date : 2022-10-17 DOI: 10.1680/jbren.22.00021
Joydeep Das, Arjun Sil
The ability to assess and evaluate the condition of existing bridges adequately and accurately is a critical aspect of bridge maintenance. In order to maintain and manage existing concrete bridges, it is necessary to conduct a condition assessment. When multiple hazards can deteriorate bridges and make them vulnerable or risky, any decision support concerning the management of existing structures requires special attention. The present study presents a rational and systematic framework for making practical decisions about the hazards present in the region and the appropriate level of risk. The study proposes an AHP framework to rank the hazards in hierarchical order based on the region's characteristics and the suitability analysis range, which would further provide the degree of risk that would jeopardize bridges in Assam's Barak valley region. Such an approach is novel to the Indian subcontinent, and it would effectively improve the bridge authority's ability to make bridges safe and comfortable for transporters. The proposed method can assist decision-makers in selecting appropriate strategies for improving existing concrete bridges. As a result, bridge inspection costs can be reduced significantly, maintenance and repair funds can be more effectively allocated, and highway transportation assets’ safety, mobility, longevity, and reliability can be improved.
充分准确地评估和评估现有桥梁状况的能力是桥梁维护的一个关键方面。为了维护和管理现有的混凝土桥梁,有必要进行状态评估。当多种危险可能使桥梁恶化并使其变得脆弱或危险时,任何有关现有结构管理的决策支持都需要特别注意。本研究提出了一个合理和系统的框架,用于对该地区存在的危害和适当的风险水平做出实际决策。该研究提出了一个AHP框架,根据该地区的特点和适宜性分析范围对危害进行等级排序,这将进一步提供危及阿萨姆邦巴拉克山谷地区桥梁的风险程度。这种方法对印度次大陆来说是新颖的,它将有效地提高桥梁管理局的能力,使桥梁对运输者来说既安全又舒适。所提出的方法可以帮助决策者选择适当的策略来改善现有的混凝土桥梁。从而大大降低桥梁检测成本,更有效地分配养护维修资金,提高公路运输资产的安全性、机动性、寿命和可靠性。
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引用次数: 0
Development of a Schema for the Remote Inspection of Bridges 桥梁远程检测方案的开发
IF 1 Q3 ENGINEERING, CIVIL Pub Date : 2022-10-17 DOI: 10.1680/jbren.22.00027
D. Nepomuceno, J. Bennetts, M. Pregnolato, T. Tryfonas, P. J. Vardanega
Visual inspection remains key for assessing the condition of bridges and hence assisting with planning and maintenance activities. There have been many efforts to improve or supplement visual inspection processes using new sensing technologies and data capture methods to usher in an era of ‘smart bridges’ or ‘smart infrastructure’. One method to improve data capture is a ‘remote inspection’ where inspectors use digital photographs of a bridge to identify and grade structural defects to the standard of a ‘General inspection’ (GI). In this paper, survey data is presented to help formulate a preliminary assessment of the potential for engineers to implement this possible evolution of the visual inspection process. A potential Schema for remote visual inspections is developed and presented as a conceptual web application. The focus on the development of the Schema includes the need for ease of use by inspectors and integration of collected digital data into bridge management systems. The suggested platform is seen as a transitional method to aid in the long-term implementation of further automation of the inspection process. The system architecture is provided along with possible technologies that may support or enhance it, as well as a discussion of the potential barriers to implementation.
目视检查仍然是评估桥梁状况的关键,从而有助于规划和维护活动。人们已经做出了许多努力,利用新的传感技术和数据捕获方法来改进或补充视觉检测过程,以迎来“智能桥梁”或“智能基础设施”的时代。改善数据捕获的一种方法是“远程检查”,检查员使用桥梁的数字照片来识别和分级结构缺陷,达到“一般检查”(GI)的标准。在本文中,调查数据被提出,以帮助制定一个初步评估的潜力,工程师实施这种可能的演变目视检查过程。开发了用于远程视觉检查的潜在Schema,并将其作为概念性web应用程序呈现。制定《方案》的重点包括便于检查员使用和将收集到的数字数据集成到桥梁管理系统中。建议的平台被视为一种过渡方法,以帮助长期实施进一步自动化的检查过程。系统架构与可能支持或增强它的技术一起提供,以及对实现的潜在障碍的讨论。
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引用次数: 1
On the DInSAR technique for the structural monitoring of modern existing bridges DInSAR技术在现代既有桥梁结构监测中的应用
IF 1 Q3 ENGINEERING, CIVIL Pub Date : 2022-10-14 DOI: 10.1680/jbren.22.00020
F. Di Carlo, I. Giannetti, A. Romualdi, A. Meda, Z. Rinaldi
The set-up of efficient strategies for the safety assessment and maintenance of modern existing bridges emerges as a crucial research challenge in structural engineering. In Italy, the topic is recently addressed by the "Guidelines for risk management, safety assessment and monitoring of existing bridges", issued in 2020. The Guidelines outline procedures and tools for the safety assessment and maintenance interventions: a mandatory step is represented by the analysis of original documents (concerning the design, the construction process, and the maintenance interventions) to acquire a robust knowledge of the structure. As witnessed by recent literature, non-invasive structural monitoring approaches, among which Multi-Temporal Differential Synthetic Aperture Radar Interferometry (DInSAR) techniques can be included, play a crucial role in the safety assessment of existing bridges. The paper focuses on a cross-disciplinary process for the structural monitoring of modern existing bridges, based on the integration of the DInSAR measurement, exploiting the COSMO-SkyMed measurements collected during the 2011–2019 time interval, and the accurate knowledge of the structures derived by the analysis of the original documents conserved in the historical archives. The procedure is applied to the case study of two reinforced concrete Gerber bridge in Rome, designed in the 1930s.
为现代既有桥梁的安全评估和维护建立有效的策略是结构工程研究的一个重要挑战。在意大利,最近于2020年发布的“现有桥梁风险管理、安全评估和监测指南”涉及了这一主题。该指南概述了安全评估和维护干预措施的程序和工具:强制性步骤是对原始文件(有关设计、施工过程和维护干预措施)的分析,以获得对结构的可靠了解。最近的文献表明,非侵入性结构监测方法,其中包括多时差合成孔径雷达干涉测量(DInSAR)技术,在既有桥梁的安全评估中发挥着至关重要的作用。本文重点研究了现代现有桥梁结构监测的跨学科过程,该过程基于DInSAR测量的整合,利用cosmos - skymed在2011-2019年期间收集的测量数据,以及通过分析历史档案中保存的原始文件获得的结构准确知识。该方法应用于20世纪30年代设计的两座罗马钢筋混凝土Gerber桥的案例研究。
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引用次数: 0
Bayonne Bridge: Raising the Roadway 巴约讷大桥:抬高道路
IF 1 Q3 ENGINEERING, CIVIL Pub Date : 2022-09-14 DOI: 10.1680/jbren.21.00069
Matthew Spoth, Roger Q. Haight
The Port Authority of New York & New Jersey's Bayonne Bridge crosses the entrance to the Ports of Newark and Elizabeth, New Jersey. The longest steel truss arch span in the world when it opened in 1931, the bridge was designed by Othmar Ammann. To maintain the economic vitality of the ports, the original 46 m navigational clearance needed to be raised to 65.5 m to accommodate mega container ships passing through the newly widened Panama Canal. Precast concrete segmental construction was used along with an innovative staged construction approach to avoid long term bridge closures and to expedite the construction schedule. The new navigational clearance was attained in 2017 and project completion occurred in mid-2019.
纽约和新泽西港务局的巴约讷大桥横跨纽瓦克港和新泽西州伊丽莎白港的入口。这座桥是世界上最长的钢桁架拱桥,于1931年开放,由奥斯曼·阿曼(Othmar Ammann)设计。为了保持港口的经济活力,需要将原来的46米通航间隙提高到65.5米,以容纳通过新拓宽的巴拿马运河的大型集装箱船。预制混凝土分段施工采用了创新的分段施工方法,避免了长期的桥梁封闭,加快了施工进度。新的航行许可于2017年获得,项目于2019年年中完成。
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引用次数: 0
Saleyard Bridge – an improved approach to precasting steel-concrete composite bridge decks Saleyard桥-钢-混凝土组合桥面预制的改进方法
IF 1 Q3 ENGINEERING, CIVIL Pub Date : 2022-09-14 DOI: 10.1680/jbren.21.00038
Robert N. Wheatley, Joe Niblett, C. Hendy
Saleyard Bridge carries the A465 Heads of the Valleys Road over the River Clydach near Gilwern, Monouthshire. It comprises a 67m single span steel-concrete composite multi-girder superstructure made integral with the abutments. A full depth precast deck was chosen to tackle site constraints and improve constructability. The alternative precast panel connection detail developed used straight laps to overcome the problems that can arise from using typical U-bar loop type connections between precast deck panels. The successful use of the precast panels proved that a deck design with straight laps was a practical alternative. The ability to increase the multi-beam centres and avoid cantilever edge formwork created a more economical solution with savings estimated at £500,000. The paper examines the detailed design and construction planning needed to realise the savings and speed up construction as well as improving site safety. The lessons learnt are also applicable to the wider use of precast panels as an alternative to insitu concreting.
Saleyard桥承载着A465 Heads of the Valleys Road,横跨莫诺斯郡Gilwern附近的Clydach河。它包括一个67米的单跨钢-混凝土组合多梁上部结构,与桥台融为一体。选择全深度预制甲板以解决场地限制并提高可施工性。可选择的预制面板连接细节使用直搭接,以克服预制面板之间使用典型u型环型连接可能产生的问题。预制面板的成功使用证明了直圈甲板设计是一种实用的替代方案。增加多梁中心和避免悬臂边缘模板的能力创造了一个更经济的解决方案,估计节省了50万英镑。本文探讨了实现节约和加快施工速度以及提高现场安全所需的详细设计和施工规划。所吸取的经验教训也适用于更广泛地使用预制板作为就地混凝土的替代方案。
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引用次数: 0
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Proceedings of the Institution of Civil Engineers-Bridge Engineering
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