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Implementation of video motion magnification technique for non-contact operational modal analysis of light poles 视频运动放大技术在灯杆非接触操作模态分析中的实现
IF 3.5 3区 工程技术 Q2 ENGINEERING, CIVIL Pub Date : 2021-02-01 DOI: 10.12989/SSS.2021.27.2.227
D. Siringoringo, J. Thiyagarajan, S. Wangchuk, Y. Fujino
Damages on lights and utility poles mounted on the elevated highway or railway bridges were observed in the past several large earthquakes. The damages could have serious consequences to public safety, travelling vehicles or trains, and nearby properties. A previous study shows that the damages were caused by buckling and yielding of the pole due to excessive response amplification during large earthquake. Such amplification occurs when the bridge's natural frequency is close to the light pole's fundamental frequency. An investigation of the seismic performance of existing light pole mounted on elevated highway bridges is needed to avoid the response amplification. This includes the identification of the light pole's natural frequency and damping ratio. Vibration testing of the light pole using conventional contact sensors individually would require enormous effort and is time-consuming. Moreover, such vibration testing on a highway bridge deck would require traffic disruption to provide access. Video camera-based non-contact vision sensing is seen as a promising alternative to the conventional contact sensors for this purpose. The objective of this paper is to explore the use of non-contact vision sensing for operational modal analysis of light pole on highway viaduct. The phase-based video motion magnification method is implemented to obtain the light pole response in an ambient condition. Using this method, small and invisible displacement is magnified for a certain range of frequency of interest. Based on the magnified video frames, structural displacement is extracted using the image processing technique. The natural frequency and damping ratio of the light pole are estimated using the random decrement technique. The method is verified in a laboratory-scale experiment and implemented to practical field measurements of a light pole on a highway viaduct in Kanagawa, Japan. The results are compared with measurement by Laser Doppler Vibrometer. Both experiments suggest that the method could effectively obtain the natural frequency and damping ratio of the structures under the ambient condition where vibration amplitudes are very small and invisible with reasonable accuracy.
在过去的几次大地震中,人们观察到安装在高架公路或铁路桥上的电灯和电线杆的损坏。这些损害可能会对公共安全、旅行车辆或火车以及附近的财产造成严重后果。前人的研究表明,在大地震作用下,由于反应放大过大,钢管杆的屈曲和屈服是造成钢管杆破坏的主要原因。当桥的固有频率接近灯杆的基频时,这种放大就会发生。为避免反应放大,有必要对现有高架桥灯杆的抗震性能进行研究。这包括灯杆的固有频率和阻尼比的识别。使用传统的接触式传感器对灯杆进行振动测试需要耗费大量的精力和时间。此外,在公路桥面上进行这种振动测试需要交通中断才能提供通道。基于摄像机的非接触式视觉传感被认为是传统接触式传感器的一个有前途的替代方案。本文的目的是探讨非接触视觉传感技术在高架桥灯杆运行模态分析中的应用。实现了基于相位的视频运动放大方法,以获得环境条件下的灯杆响应。利用这种方法,小而不可见的位移在一定的感兴趣频率范围内被放大。基于放大后的视频帧,利用图像处理技术提取结构位移。采用随机减量法估计了灯杆的固有频率和阻尼比。该方法已在实验室规模的实验中得到验证,并在日本神奈川县高架桥灯杆的实际现场测量中得到了应用。并与激光多普勒测振仪的测量结果进行了比较。实验结果表明,该方法能有效地获得振动幅值很小且不可见的环境条件下结构的固有频率和阻尼比,且精度合理。
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引用次数: 3
On the use of multivariate autoregressive models for vibration-based damage detection and localization 多元自回归模型在基于振动的损伤检测和定位中的应用
IF 3.5 3区 工程技术 Q2 ENGINEERING, CIVIL Pub Date : 2021-02-01 DOI: 10.12989/SSS.2021.27.2.335
Alessandra Achilli, G. Bernagozzi, R. Betti, P. Diotallevi, L. Landi, Said Quqa, E. M. Tronci
This paper proposes a novel method suitable for vibration-based damage identification of civil structures and infrastructures under ambient excitation. The damage-sensitive feature employed in the presented algorithm consists of a vector of multivariate autoregressive parameters estimated from the vibration responses collected at different locations of the analyzed structure. Outlier analysis and statistical pattern recognition are exploited for damage detection and localization. In particular, the Mahalanobis distance between a set of reference (i.e., “healthy”) and inspection parameters is evaluated. A threshold is then selected to determine whether the inspection vectors refer to damaged or undamaged conditions. The effectiveness of the proposed approach is proved using numerical simulations and experimental data from a benchmark test. The analysis results show that the largest values of Mahalanobis distance can be found in the proximity of those sensors closest to the damaged elements. Thus, the Mahalanobis distance applied to vectors of multivariate autoregressive parameters has proven to be a robust indicator for damage detection and localization.
本文提出了一种适用于环境激励下土木结构和基础设施基于振动的损伤识别的新方法。所提出的算法中使用的损伤敏感特征由多变量自回归参数的向量组成,该向量是根据在所分析结构的不同位置收集的振动响应估计的。异常值分析和统计模式识别被用于损伤检测和定位。特别是,评估一组参考(即“健康”)和检查参数之间的马氏距离。然后选择阈值以确定检查向量是指损坏的还是未损坏的条件。通过数值模拟和基准测试的实验数据证明了该方法的有效性。分析结果表明,Mahalanobis距离的最大值可以在离受损元件最近的传感器附近找到。因此,应用于多元自回归参数向量的Mahalanobis距离已被证明是损伤检测和定位的稳健指标。
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引用次数: 4
Response based track profile estimation using observable train models with numerical and experimental validations 基于可观测列车模型的响应型轨道轮廓估计,并进行了数值和实验验证
IF 3.5 3区 工程技术 Q2 ENGINEERING, CIVIL Pub Date : 2021-02-01 DOI: 10.12989/SSS.2021.27.2.267
D. Su, J. Thiyagarajan, Hirofumi Tanaka, Boyu Zhao, T. Nagayama
Condition monitoring of railway tracks is essential in guaranteeing the running safety of railways. Track profiles are the primary source of external excitation for a train system. While Track Recording Vehicle is often utilized for maintenance purposes, this particular vehicle is expensive and difficult to use for small railway operators. Therefore, track profile estimation through in-service vehicle response measurements, which potentially provides efficient and frequent measurement, has been studied. However, the quantitative evaluation of the vertical and lateral track profile irregularities is still challenging as the inverse analysis solutions are sometimes inaccurate and even unstable. In this paper, numerical analyses are first carried out to evaluate track profiles from acceleration and angular velocity responses measured on a train car body. For the inverse analysis, an Augmented State Kalman Filter is utilized to solve the problem using 4 degrees of freedom observable train models. The sensor installation locations are investigated through observability rank condition analysis with different measurement layout. Secondly, a field experiment is carried out in a local Japanese in-service railway network to estimate track profile from car body motions. Smartphones are utilized for the field test measurements as prevalent sensing devices. The effectiveness of the proposed approach is demonstrated with the observable train model. Numerical analyses and field experiments clarify the proposed track profile estimation
铁路轨道状态监测是保障铁路运行安全的重要手段。轨道轮廓线是列车系统外部激励的主要来源。虽然轨道记录车经常用于维护目的,但这种特殊的车辆价格昂贵,难以用于小型铁路运营商。因此,研究了通过在役车辆响应测量来估计轨道轮廓的方法,该方法可能提供高效和频繁的测量。然而,由于反分析结果有时不准确甚至不稳定,对垂直和横向轨道轮廓的定量评价仍然具有挑战性。本文首先对列车车体加速度和角速度响应进行了数值分析。在逆分析中,利用增广状态卡尔曼滤波器求解4自由度可观测列车模型。通过可观测秩条件分析,对不同测量布局下传感器的安装位置进行了研究。其次,在日本当地运营的铁路网中进行了现场试验,从车体运动中估计轨道轮廓。智能手机作为流行的传感设备用于现场测试测量。通过可观测列车模型验证了该方法的有效性。数值分析和现场实验验证了所提出的轨迹轮廓估计方法
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引用次数: 0
Non-contact monitoring of the tension in partially submerged, miter-gate diagonals 非接触式监测部分浸没、人字门对角线的张力
IF 3.5 3区 工程技术 Q2 ENGINEERING, CIVIL Pub Date : 2021-02-01 DOI: 10.12989/SSS.2021.27.2.193
Brian A. Eick, M. Smith, B. Spencer
Miter gates are water-control structures used as the damming surface on river locks and allow the water levels in the lock to raise or lower as needed. Miter gates have channel-like cross sections and are thus prone to torsional deflection due to gravity loads. To counter-act the tendency for torsional deflection and to add torsional rigidity to the gate, slender steel members termed diagonals are added across the diagonal dimension of the gate and pre-tensioned. To maintain appropriate tension in the diagonals over their lifetime, the tension in the diagonals should be monitored; however, no such monitoring is utilized. Vibration based methods to obtain an estimate of the tensile loads in the diagonal are attractive because they are simple, inexpensive, and do not require continuous monitoring. However, employing vibration-based methods to estimate the tension in the diagonals is particularly challenging because the diagonals are subjected to varying levels of submersion in water. Finding a relationship between the frequency of vibration and applied pretension that adequately addressed the effects of submersion on diagonals is difficult. This paper proposes an approach to account for the effect of submersion on the estimated tension in miter gate diagonals. Laboratory tests are conducted using scale-model diagonal specimens subjected to various levels of tension and submersion in water. The frequency of the diagonal specimens is measured and compared to an approximation using an assumed modes model. The effects of submersion on the frequency of vibration for the partially submerged diagonals are largely explained by added mass on the diagonals. Field validation is performed using a previously developed vision-based method of extracting the frequency of vibration in conjunction with the proposed method of tension estimation of an in-service miter gate diagonal that is also instrumented with load cells. Results for the proposed method show excellent agreement with load cell measurements.
人字门是一种控制水的结构,用作河闸上的水坝表面,允许水闸内的水位根据需要升高或降低。人字门具有通道状的横截面,因此容易由于重力载荷而产生扭转偏转。为了抵消扭转偏转的趋势,并增加闸门的扭转刚度,在闸门的对角线尺寸上增加了细长的钢构件,并进行了预张。为了在其使用寿命期间保持对角线的适当张力,对角线的张力应进行监测;但是,没有使用这种监测。基于振动的方法获得对角线上拉伸载荷的估计是有吸引力的,因为它们简单,便宜,并且不需要连续监测。然而,采用基于振动的方法来估计对角线的张力尤其具有挑战性,因为对角线在水中受到不同程度的浸没。找到振动频率和施加的预紧力之间的关系,以充分解决对角线上的淹没影响是困难的。本文提出了一种方法来解释淹没对人字门斜线估计张力的影响。实验室测试使用比例模型对角线试样进行了不同程度的拉伸和淹没在水中。对角线试样的频率进行测量,并与使用假设模态模型的近似值进行比较。浸没对部分浸没对角线的振动频率的影响主要是由对角线上增加的质量来解释的。现场验证使用先前开发的基于视觉的方法提取振动频率,并结合提出的在役人字门对角线的张力估计方法,该方法也配有称重传感器。该方法的结果与称重传感器的测量结果非常吻合。
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引用次数: 0
Bridge weigh-in-motion through bidirectional Recurrent Neural Network with long short-term memory and attention mechanism 通过具有长短期记忆和注意机制的双向递归神经网络桥接运动中称重
IF 3.5 3区 工程技术 Q2 ENGINEERING, CIVIL Pub Date : 2021-02-01 DOI: 10.12989/SSS.2021.27.2.241
Yang Wang, Zhichao Wang
In bridge weigh-in-motion (BWIM), dynamic bridge response is measured during traffic and used to identify overloaded vehicles. Most past studies of BWIM use mechanics-based algorithms to estimate axle weights. This research instead investigates deep learning, specifically the recurrent neural network (RNN), toward BWIM. In order to acquire the large data volume to train a RNN network that uses bridge response to estimate axle weights, a finite element bridge model is built through the commercial software package LS-DYNA. To mimic everyday traffic scenarios, tens of thousands of randomized vehicle formations are simulated, with different combinations of vehicle types, spacings, speeds, axle weights, axle distances, etc. Dynamic response from each of the randomized traffic scenarios is recorded for training the RNN. In this paper we propose a 3-stage Bidirectional RNN toward BWIM. Long short-term memory (LSTM) and attention mechanism are embedded in the BRNN to further improve the network performance. Additional test data indicates that the BRNN network achieves high accuracy in estimating axle weights, in comparison with a conventional moving force identification (MFI) method.
在桥梁动态称重(BWIM)中,桥梁动态响应是在交通过程中测量的,用于识别超载车辆。过去对BWIM的大多数研究都使用基于力学的算法来估计轴重。相反,这项研究针对BWIM研究了深度学习,特别是递归神经网络(RNN)。为了获得大数据量来训练利用桥梁响应估计轴重的RNN网络,通过商业软件包LS-DYNA建立了桥梁有限元模型。为了模拟日常交通场景,模拟了数以万计的随机车辆编队,车辆类型、间距、速度、轴重、轴距等的不同组合。记录每个随机交通场景的动态响应,以训练RNN。在本文中,我们提出了一种针对BWIM的三阶段双向RNN。在BRNN中嵌入了长短期记忆(LSTM)和注意力机制,以进一步提高网络性能。额外的测试数据表明,与传统的移动力识别(MFI)方法相比,BRNN网络在估计轴重方面实现了高精度。
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引用次数: 4
Monitoring an iconic heritage structure with OMA: the Main Spire of the Milan Cathedral 与OMA一起监测标志性的遗产建筑:米兰大教堂的主尖塔
IF 3.5 3区 工程技术 Q2 ENGINEERING, CIVIL Pub Date : 2021-02-01 DOI: 10.12989/SSS.2021.27.2.305
A. Ruccolo, C. Gentile, F. Canali
One of the most remarkable structural elements characterizing the Milan Cathedral is its Main Spire, built in Candoglia marble and completed in 1769. The Main Spire, reaching the height of about 108 m and supporting the statue of the Virgin Mary, is about 40 m high and stands on the octagonal tiburio erected around the main dome. The structural arrangement of the spire includes a central column which is connected through a spiral staircase to 8 perimeter columns and each column is stiffened by inverse flying buttress. Metallic clamps and dowels connect the marble blocks and metallic rods connect the perimeter columns to the central core. A large monitoring system was recently installed in the Milan Cathedral, including seismometers and temperature sensors at 3 levels of the Main Spire as well as a weather station at the top of the spire. After a concise historic background on the Main Spire and the description of the sensing devices installed in this structure, the paper focuses on the dynamic characteristics of the spire and their evolution during a time span of about 16 months. The presented results highlight that: (a) a high density of vibration modes is automatically detected in the frequency range 1.0-7.0 Hz; (b) the lower identified modes correspond to global modes of the cathedral; (c) the normal evolution in time of the resonant frequencies is characterized by clear fluctuations induced by the environmental effects (temperature and wind); (d) especially the dependence of resonant frequencies on temperature is very distinctive and reveals the key role of the metallic elements in the overall dynamic behavior; (e) notwithstanding the remarkable effects exerted by the changing environment on the resonant frequencies, output-only removal of environmental effects and novelty analysis allow an effective monitoring of the structural condition.
米兰大教堂最引人注目的结构元素之一是其主尖塔,建于1769年,由坎多利亚大理石建造。主尖塔高约108米,支撑着圣母玛利亚雕像,高约40米,矗立在主圆顶周围的八角形提布里奥上。塔尖的结构布置包括一根中心柱,该中心柱通过螺旋楼梯连接到8根外围柱上,每根柱由反飞扶壁加固。金属夹具和销钉连接大理石块,金属杆连接周边立柱和中心核心。米兰大教堂最近安装了一个大型监测系统,包括位于主尖塔三层的地震仪和温度传感器,以及位于尖塔顶部的气象站。在简要介绍了主尖塔的历史背景和安装在该结构中的传感装置的描述后,本文重点研究了尖塔的动态特性及其在大约16个月的时间跨度内的演变。结果表明:(a)在1.0-7.0Hz的频率范围内,可以自动检测到高密度的振动模式;(b) 较低识别的模式对应于大教堂的全局模式;(c) 谐振频率在时间上的正常演变以环境效应(温度和风)引起的明显波动为特征;(d) 尤其是谐振频率对温度的依赖性非常独特,并揭示了金属元素在整体动力学行为中的关键作用;(e) 尽管环境变化对共振频率产生了显著影响,但仅输出环境影响的去除和新颖性分析可以有效地监测结构状况。
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引用次数: 3
Damage detection of bridge structures under unknown seismic excitations using support vector machine based on transmissibility function and wavelet packet energy 基于传递函数和小波包能量的支持向量机在未知地震激励下的桥梁结构损伤检测
IF 3.5 3区 工程技术 Q2 ENGINEERING, CIVIL Pub Date : 2021-02-01 DOI: 10.12989/SSS.2021.27.2.257
Lijun Liu, Jianan Mi, Yixiao Zhang, Y. Lei
Since it may be hard to obtain the exact external load in practice, damage identification of bridge structures using only structural responses under unknown seismic excitations is an important but challenging task. Since structural responses are determined by both structural properties and seismic excitation, it is necessary to remove the effects of external excitation and only retain the structural information for structural damage identification. In this paper, a data-driven approach using structural responses only is proposed for structural damage alarming and localization of bridge structures. The transmissibility functions (TF) of structural responses are used to eliminate the influence of unknown seismic excitations. Moreover, the inverse Fourier transform of TFs and wavelet packet transform are used to reduce the influence of frequency bands and to extract the damagesensitive feature, respectively. Based on Support vector machines (SVM), structural responses under ambient excitations are used for training SVM. Then, structural responses under unknown seismic excitations are also processed accordingly and used for damage alarming and localization by the trained SMV. The numerical simulation examples of beam-type bridge and a cablestayed bridge under unknown seismic excitations are studied to illustrate the performance of the proposed approach.
由于在实践中可能很难获得准确的外载荷,因此仅使用未知地震激励下的结构响应来识别桥梁结构的损伤是一项重要但具有挑战性的任务。由于结构响应由结构特性和地震激励共同决定,因此有必要消除外部激励的影响,只保留结构信息用于结构损伤识别。本文提出了一种仅使用结构响应的数据驱动方法,用于桥梁结构的损伤预警和定位。利用结构响应的传递函数(TF)来消除未知地震激励的影响。此外,TFs的傅立叶逆变换和小波包变换分别用于减少频带的影响和提取损伤敏感特征。基于支持向量机(SVM),利用环境激励下的结构响应来训练SVM。然后,对未知地震激励下的结构响应进行相应处理,并通过训练的SMV进行损伤报警和定位。通过梁式桥和斜拉桥在未知地震激励下的数值模拟实例,说明了该方法的性能。
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引用次数: 0
Closed loop cable robot for large horizontal workspaces 用于大型水平工作空间的闭环电缆机器人
IF 3.5 3区 工程技术 Q2 ENGINEERING, CIVIL Pub Date : 2021-02-01 DOI: 10.12989/SSS.2021.27.2.397
F. Castillo-García, Sergio Juárez-Pérez, A. González-Rodríguez, Guillermo Rubio-Gómez, David Rodríguez-Rosa, E. Ottaviano
Inspection and maintenance of civil structures are important issues for sustainability of existing and new infrastructures. Classical approach relies on large human activities eventually performed in unsafe conditions. This paper proposed a non-invasive solution for inspecting horizontal surface such as decks of bridges. The proposal presented here is based in cable-driven robots and allows to inspect large surfaces maintaining a very low vertical occupancy in comparison to the conventional architecture of this kind of robot. Using closed cables loop instead of a set of cables a device with low motorization power and very large workspace is designed and prototyped. As example of control an inverse dynamics technique is applied to control the end-effector where inspection tool is located, e.g., a vision system. Experimental results demonstrate that this novel device allows to inspect large horizontal surfaces, with low motorization and low vertical occupancy.
民用结构的检查和维护是现有和新基础设施可持续性的重要问题。传统方法依赖于最终在不安全条件下进行的大型人类活动。本文提出了一种检测桥梁桥面等水平表面的非侵入性解决方案。这里提出的方案基于缆索驱动机器人,与这种机器人的传统结构相比,它可以检查大型表面,保持非常低的垂直占用率。利用闭合电缆回路代替一组电缆,设计并原型化了一种机动功率低、工作空间大的装置。作为控制的示例,应用逆动力学技术来控制检查工具所在的末端执行器,例如视觉系统。实验结果表明,这种新型设备可以检测大的水平表面,机动化程度低,垂直占用率低。
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引用次数: 1
Development of wireless SHM sensor node for in-flight real-time monitoring using embedded CNT fiber sensors 基于嵌入式碳纳米管光纤传感器的飞行实时监测无线SHM传感器节点的研制
IF 3.5 3区 工程技术 Q2 ENGINEERING, CIVIL Pub Date : 2021-01-01 DOI: 10.12989/SSS.2021.28.3.333
Jinwoo Park, Yeol-Hun Sung, S. On, O. Kwon, H. Bang, S. Kim, Jae-Hung Han, Jung‐Ryul Lee
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引用次数: 1
2D magneto-mechanical vibration analysis of a micro composite Timoshenko beam resting on orthotropic medium 正交各向异性介质上微复合Timoshenko梁的二维磁-机械振动分析
IF 3.5 3区 工程技术 Q2 ENGINEERING, CIVIL Pub Date : 2021-01-01 DOI: 10.12989/SSS.2021.27.1.001
M. Mehrabi, M. Mohammadimehr, F. Mousavinejad
In the present study, the free vibration analysis of a size-dependent micro composite Timoshenko beam model reinforced by various distributions of carbon nanotubes under temperature changes and two-dimensional magnetic field is investigated based on modified strain gradient theory. Also, the effects of environment are simulated by orthotropic elastic foundation and it is assumed that the material properties are temperature-dependent. Mathematical formulations are obtained using Hamilton's principle and the governing equations of motion are derived based on energy approach and variation method. These equations are solved using semi-analytical and numerical methods such as Navier's type solution, finite element method and generalized differential quadrature method for various boundary conditions. The obtained results of this study are compared with the other previous researches and there is a good agreement between them. The main purpose of this work is the comparison of various solution methods on the problem outputs. Thus, the results are compared together and the effects of solution approach on the dimensionless natural frequencies is developed. Moreover, the effects of length-to-thickness ratio, magnetic field, temperature changes, elastic foundation and carbon nanotubes volume fractions on the dimensionless natural frequencies are studied. The results of this article demonstrate that the micro composite Timoshenko beam reinforced by FG-O and FG-X CNTs have lowest and highest dimensionless natural frequency, respectively. It is investigated that the dimensionless natural frequency enhances by increasing the magnetic field in x and z-directions.
本文基于修正应变梯度理论,研究了温度变化和二维磁场作用下不同碳纳米管分布增强的尺寸相关微复合材料Timoshenko梁模型的自由振动分析。同时,采用正交各向异性弹性地基模拟了环境的影响,并假设材料的性能与温度有关。利用哈密顿原理推导了其数学表达式,并基于能量法和变分法推导了运动控制方程。在各种边界条件下,采用半解析和数值方法求解这些方程,如Navier型解、有限元法和广义微分正交法。本文的研究结果与前人的研究结果进行了比较,两者之间有很好的一致性。本工作的主要目的是对问题输出的各种求解方法进行比较。因此,对结果进行了比较,并讨论了求解方法对无量纲固有频率的影响。此外,还研究了长厚比、磁场、温度变化、弹性基础和碳纳米管体积分数对无量纲固有频率的影响。结果表明,FG-O和FG-X碳纳米管增强的微复合材料Timoshenko梁的无量纲固有频率最低,无量纲固有频率最高。研究了在x方向和z方向上增大磁场对无量纲固有频率的影响。
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引用次数: 2
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