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A Method for Measuring the Mass of a Railroad Car Using an Artificial Neural Network 利用人工神经网络测量铁路车辆质量的方法
Pub Date : 2024-02-10 DOI: 10.3390/infrastructures9020031
Mark A. Denisenko, Alina S. Isaeva, A. Sinyukin, Andrey V. Kovalev
The fast, convenient, and accurate determination of railroad cars’ load mass is critical to ensure safety and allow asset counting in railway infrastructure. In this paper, we propose a method for modeling the mechanical deformations that occur in the rail web under the influence of a static load transmitted through a railway wheel. According to the proposed method, a railroad car’s weight can be determined from the rail deformation values. A solid model of a track section, including a railroad tie, rail, and wheel, is developed, and a multi-physics simulation technique that allows for the determination of the values of deformations and mechanical stresses in the strain gauge installation areas is presented. The influence of the loaded mass, the temperature of the rail, and the wheel position relative to the strain gauge location is considered. We also consider the possibility of using artificial neural networks to determine railroad cars’ weight without specifying the coordinates of the wheel position. The effect of noise in the data on the accuracy of determining the railroad car weight is considered.
快速、便捷、准确地确定铁路车辆的负载质量对于确保铁路基础设施的安全和资产计算至关重要。在本文中,我们提出了一种方法,用于模拟在通过铁路车轮传递的静载荷影响下,轨道腹板发生的机械变形。根据所提出的方法,可以通过钢轨变形值确定铁路车辆的重量。我们开发了一个包括轨枕、钢轨和车轮在内的轨道断面实体模型,并介绍了一种多物理场仿真技术,该技术可以确定应变片安装区域的变形值和机械应力。我们考虑了加载质量、钢轨温度以及车轮相对于应变片位置的位置的影响。我们还考虑了在不指定车轮位置坐标的情况下使用人工神经网络确定轨道车辆重量的可能性。我们还考虑了数据中的噪声对确定轨道车重量准确性的影响。
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引用次数: 0
Lessons from Bridge Structural Health Monitoring (SHM) and Their Implications for the Development of Cyber-Physical Systems 桥梁结构健康监测(SHM)的经验教训及其对网络-物理系统发展的影响
Pub Date : 2024-02-07 DOI: 10.3390/infrastructures9020030
Emin Aktan, Ivan Bartoli, B. Glišić, Carlo Rainieri
This paper summarizes the lessons learned after several decades of exploring and applying Structural Health Monitoring (SHM) in operating bridge structures. The challenges in real-time imaging and processing of large amounts of sensor data at various bandwidths, synchronization, quality check and archival, and most importantly, the interpretation of the structural condition, performance, and health are necessary for effective applications of SHM to major bridges and other infrastructures. Writers note that such SHM applications have served as the forerunners of cyber infrastructures, which are now recognized as the key to smart infrastructures and smart cities. Continued explorations of SHM in conjunction with control, therefore, remain vital for assuring satisfactory infrastructure system performance at the operational, damageability, and safety limit-states in the future. Researchers in the SHM of actually constructed systems, given their experience in monitoring major structures in the field, are well positioned to contribute to these vital needs. Especially, SHM researchers who have learned how to integrate the contributions from various disciplines such as civil, electrical, mechanical, and materials engineering; computer and social sciences; and architecture and urban planning would appear to be well equipped and could become instrumental in assessing the health and performance of urban regions, which today must function by optimizing and balancing the needs of Livability, Sustainability, and Resilience (LSR).
本文总结了几十年来在运营桥梁结构中探索和应用结构健康监测(SHM)的经验教训。要在大型桥梁和其他基础设施中有效应用 SHM,就必须应对各种带宽下大量传感器数据的实时成像和处理、同步、质量检查和存档等方面的挑战,最重要的是对结构状况、性能和健康状况的解释。作者指出,此类 SHM 应用已成为网络基础设施的先驱,而网络基础设施现已被公认为智能基础设施和智能城市的关键。因此,继续探索将 SHM 与控制相结合,对于确保未来基础设施系统在运行、可破坏性和安全极限状态下的性能令人满意至关重要。实际建造系统的 SHM 研究人员在实地监测主要结构方面经验丰富,完全有能力满足这些重要需求。尤其是 SHM 研究人员,他们学会了如何将土木工程、电气工程、机械工程和材料工程、计算机科学和社会科学、建筑学和城市规划等不同学科的贡献整合在一起,他们似乎具备了良好的条件,可以在评估城市地区的健康状况和性能方面发挥重要作用,如今,城市地区必须通过优化和平衡宜居性、可持续性和复原力(LSR)的需求来发挥作用。
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引用次数: 0
Lessons from Bridge Structural Health Monitoring (SHM) and Their Implications for the Development of Cyber-Physical Systems 桥梁结构健康监测(SHM)的经验教训及其对网络-物理系统发展的影响
Pub Date : 2024-02-07 DOI: 10.3390/infrastructures9020030
Emin Aktan, Ivan Bartoli, B. Glišić, Carlo Rainieri
This paper summarizes the lessons learned after several decades of exploring and applying Structural Health Monitoring (SHM) in operating bridge structures. The challenges in real-time imaging and processing of large amounts of sensor data at various bandwidths, synchronization, quality check and archival, and most importantly, the interpretation of the structural condition, performance, and health are necessary for effective applications of SHM to major bridges and other infrastructures. Writers note that such SHM applications have served as the forerunners of cyber infrastructures, which are now recognized as the key to smart infrastructures and smart cities. Continued explorations of SHM in conjunction with control, therefore, remain vital for assuring satisfactory infrastructure system performance at the operational, damageability, and safety limit-states in the future. Researchers in the SHM of actually constructed systems, given their experience in monitoring major structures in the field, are well positioned to contribute to these vital needs. Especially, SHM researchers who have learned how to integrate the contributions from various disciplines such as civil, electrical, mechanical, and materials engineering; computer and social sciences; and architecture and urban planning would appear to be well equipped and could become instrumental in assessing the health and performance of urban regions, which today must function by optimizing and balancing the needs of Livability, Sustainability, and Resilience (LSR).
本文总结了几十年来在运营桥梁结构中探索和应用结构健康监测(SHM)的经验教训。要在大型桥梁和其他基础设施中有效应用 SHM,就必须应对各种带宽下大量传感器数据的实时成像和处理、同步、质量检查和存档等方面的挑战,最重要的是对结构状况、性能和健康状况的解释。作者指出,此类 SHM 应用已成为网络基础设施的先驱,而网络基础设施现已被公认为智能基础设施和智能城市的关键。因此,继续探索将 SHM 与控制相结合,对于确保未来基础设施系统在运行、可破坏性和安全极限状态下的性能令人满意至关重要。实际建造系统的 SHM 研究人员在实地监测主要结构方面经验丰富,完全有能力满足这些重要需求。尤其是 SHM 研究人员,他们学会了如何将土木工程、电气工程、机械工程和材料工程、计算机科学和社会科学、建筑学和城市规划等不同学科的贡献整合在一起,他们似乎具备了良好的条件,可以在评估城市地区的健康状况和性能方面发挥重要作用,如今,城市地区必须通过优化和平衡宜居性、可持续性和复原力(LSR)的需求来发挥作用。
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引用次数: 0
Fatigue Characteristics of Steel–Concrete Composite Beams 钢-混凝土复合梁的疲劳特性
Pub Date : 2024-02-04 DOI: 10.3390/infrastructures9020029
Ayman El-Zohairy, Hani A. Salim, H. Shaaban, M. Nawar
Fatigue in steel–concrete composite beams can result from cyclic loading, causing stress fluctuations that may lead to cumulative damage and eventual failure over an extended period. In this paper, the experimental findings from fatigue loading tests on composite beams with various arrangements are presented. Fatigue tests were performed up to 1,000,000 cycles using four-point loading, encompassing various ranges of shear stress at a consistent amplitude. Additionally, the effects of external post-tensioning and the strength of the shear connection were investigated. Static tests were run until failure to assess the enduring strength of the specimens subjected to fatigue. The cyclic mid-span deflections, slippages, and strains were measured during the testing. Based on the experimental findings, it was found that the damage region that the shear studs caused in the concrete slab, which resulted in a reduction in stiffness within the shear connection, grew as the loading cycles increased, leading to an increase in residual deflections and plastic slippages. Controlling the longitudinal fatigue cracks in the concrete slab was largely dependent on the strength of the shear connection between the steel beams and concrete slabs. Moreover, the applied fatigue loading range affected the propagation and distribution of fatigue cracks in the concrete slab. The strains in different parts of the composite specimens were significantly reduced by applying the external post-tensioning. With no signs of distress at the anchors, the tendons displayed excellent fatigue performance.
钢-混凝土复合梁的疲劳可能源于循环加载,导致应力波动,从而可能导致累积损伤,并在较长时间内最终失效。本文介绍了对不同布置的复合梁进行疲劳加载试验的结果。疲劳试验采用四点加载法,以一致的振幅进行了多达 1,000,000 次循环,包括各种剪应力范围。此外,还研究了外部后张力和剪切连接强度的影响。静态测试一直进行到失效为止,以评估疲劳试样的持久强度。测试期间还测量了周期性中跨挠度、滑移和应变。根据实验结果发现,随着加载周期的增加,剪力螺柱在混凝土板中造成的破坏区域会扩大,导致剪力连接内部的刚度降低,从而导致残余挠度和塑性滑移的增加。混凝土板纵向疲劳裂缝的控制在很大程度上取决于钢梁和混凝土板之间剪力连接的强度。此外,施加的疲劳荷载范围也会影响混凝土板疲劳裂缝的扩展和分布。采用外部后张法后,复合试样不同部位的应变明显减小。在锚固处没有出现任何锚固不良迹象的情况下,后张法钢筋显示出优异的疲劳性能。
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引用次数: 0
Fatigue Characteristics of Steel–Concrete Composite Beams 钢-混凝土复合梁的疲劳特性
Pub Date : 2024-02-04 DOI: 10.3390/infrastructures9020029
Ayman El-Zohairy, Hani A. Salim, H. Shaaban, M. Nawar
Fatigue in steel–concrete composite beams can result from cyclic loading, causing stress fluctuations that may lead to cumulative damage and eventual failure over an extended period. In this paper, the experimental findings from fatigue loading tests on composite beams with various arrangements are presented. Fatigue tests were performed up to 1,000,000 cycles using four-point loading, encompassing various ranges of shear stress at a consistent amplitude. Additionally, the effects of external post-tensioning and the strength of the shear connection were investigated. Static tests were run until failure to assess the enduring strength of the specimens subjected to fatigue. The cyclic mid-span deflections, slippages, and strains were measured during the testing. Based on the experimental findings, it was found that the damage region that the shear studs caused in the concrete slab, which resulted in a reduction in stiffness within the shear connection, grew as the loading cycles increased, leading to an increase in residual deflections and plastic slippages. Controlling the longitudinal fatigue cracks in the concrete slab was largely dependent on the strength of the shear connection between the steel beams and concrete slabs. Moreover, the applied fatigue loading range affected the propagation and distribution of fatigue cracks in the concrete slab. The strains in different parts of the composite specimens were significantly reduced by applying the external post-tensioning. With no signs of distress at the anchors, the tendons displayed excellent fatigue performance.
钢-混凝土复合梁的疲劳可能源于循环加载,导致应力波动,从而可能导致累积损伤,并在较长时间内最终失效。本文介绍了对不同布置的复合梁进行疲劳加载试验的结果。疲劳试验采用四点加载法,以一致的振幅进行了多达 1,000,000 次循环,包括各种剪应力范围。此外,还研究了外部后张力和剪切连接强度的影响。静态测试一直进行到失效为止,以评估疲劳试样的持久强度。测试期间还测量了周期性中跨挠度、滑移和应变。根据实验结果发现,随着加载周期的增加,剪力螺柱在混凝土板中造成的破坏区域会扩大,导致剪力连接内部的刚度降低,从而导致残余挠度和塑性滑移的增加。混凝土板纵向疲劳裂缝的控制在很大程度上取决于钢梁和混凝土板之间剪力连接的强度。此外,施加的疲劳荷载范围也会影响混凝土板疲劳裂缝的扩展和分布。采用外部后张法后,复合试样不同部位的应变明显减小。在锚固处没有出现任何锚固不良迹象的情况下,后张法钢筋显示出优异的疲劳性能。
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引用次数: 0
Vehicle Driving Safety of Underground Interchanges Using a Driving Simulator and Data Mining Analysis 利用驾驶模拟器和数据挖掘分析地下互通立交的车辆驾驶安全
Pub Date : 2024-02-02 DOI: 10.3390/infrastructures9020028
Zhen Liu, Qifeng Yang, Anlue Wang, Xingyu Gu
In the process of driving in an underground interchange, drivers are faced with many challenges, such as being in a closed space, visual changes alternating between light and dark conditions, complex road conditions in the confluence section, and dense signage, which directly affect the safety and comfort of drivers in an underground interchange. Thus, driving simulation, building information modeling (BIM), and data mining were used to analyze the impact of underground interchange safety facilities on driving safety and comfort. Acceleration disturbance and steering wheel comfort loss values were used to assist the comfort analysis. The CART algorithm, classification decision trees, and neural networks were used for data mining, which uses a dichotomous recursive partitioning technique where multiple layers of neurons are superimposed to fit and replace very complex nonlinear mapping relationships. Ten different scenarios were designed for comparison. Multiple linear regression combined with ANOVA was used to calculate the significance of the control variables for each scenario on the evaluation index. The results show that appropriately reducing the length of the deceleration section can improve driving comfort, setting reasonable reminder signs at the merge junction can improve driving safety, and an appropriate wall color can reduce speed oscillation. This study indicates that the placement of traffic safety facilities significantly influences the safety and comfort of driving in underground interchanges. This study may provide support for the optimization of the design of underground interchange construction and internal traffic safety facilities.
在地下立交驾驶过程中,驾驶员面临着诸多挑战,如处于封闭空间、明暗交替的视觉变化、汇合段复杂的路况、密集的标识等,这些都直接影响着驾驶员在地下立交的安全性和舒适性。因此,本文采用驾驶模拟、建筑信息模型(BIM)和数据挖掘等方法,分析了地下立交安全设施对驾驶安全性和舒适性的影响。加速度干扰和方向盘舒适度损失值用于辅助舒适度分析。数据挖掘使用了 CART 算法、分类决策树和神经网络,其中使用了二分递归分区技术,即多层神经元叠加,以拟合和替换非常复杂的非线性映射关系。设计了十种不同的方案进行比较。采用多元线性回归与方差分析相结合的方法,计算每种方案的控制变量对评价指标的显著性。结果表明,适当缩短减速段的长度可以提高驾驶舒适性,在合流路口设置合理的提醒标志可以提高驾驶安全性,适当的墙面颜色可以减少速度振荡。这项研究表明,交通安全设施的布置对地下互通立交的行车安全和舒适性有很大影响。本研究可为地下互通立交建设和内部交通安全设施的优化设计提供支持。
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引用次数: 0
Sustainable Transportation Infrastructures in Iowa—Goals and Practices 爱荷华州的可持续交通基础设施--目标与实践
Pub Date : 2024-02-01 DOI: 10.3390/infrastructures9020027
H. Lee, Byungkyu Moon, Jeongbeom Lee
The need to incorporate sustainability principles and practices is increasing for environmental and economic reasons. It is imperative to identify and operationalize sustainability strategies into core administrative, planning, design, construction, operational, and maintenance activities for the transportation infrastructure systems by integrating sustainability into decision-making processes. The primary goal of this study is to develop an implementation plan for achieving more sustainable transportation infrastructure systems in Iowa. This research aims to guide the adoption of sustainable strategies, balancing cost, performance, and environmental impact in transportation infrastructure development. This paper presents efforts to develop a methodology for identifying the best sustainable practices for implementation in transportation infrastructure practices in Iowa by surveying state DOTs to learn about their sustainability goals and practices, identifying existing sustainability attributes and sustainable practices, and developing a GIS database where construction, materials and performance data of sustainable practices can be stored and analyzed.
出于环境和经济方面的原因,纳入可持续性原则和实践的需求与日俱增。当务之急是通过将可持续性融入决策过程,在交通基础设施系统的核心行政、规划、设计、建设、运营和维护活动中确定并实施可持续性战略。本研究的主要目标是为爱荷华州实现更可持续的交通基础设施系统制定实施计划。本研究旨在指导采用可持续战略,平衡交通基础设施开发中的成本、性能和环境影响。本文介绍了在爱荷华州交通基础设施实践中确定最佳可持续发展实践的方法,通过调查州交通部了解其可持续发展目标和实践,确定现有的可持续发展属性和可持续发展实践,并开发可存储和分析可持续发展实践的建筑、材料和性能数据的 GIS 数据库。
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引用次数: 0
Sustainable Transportation Infrastructures in Iowa—Goals and Practices 爱荷华州的可持续交通基础设施--目标与实践
Pub Date : 2024-02-01 DOI: 10.3390/infrastructures9020027
H. Lee, Byungkyu Moon, Jeongbeom Lee
The need to incorporate sustainability principles and practices is increasing for environmental and economic reasons. It is imperative to identify and operationalize sustainability strategies into core administrative, planning, design, construction, operational, and maintenance activities for the transportation infrastructure systems by integrating sustainability into decision-making processes. The primary goal of this study is to develop an implementation plan for achieving more sustainable transportation infrastructure systems in Iowa. This research aims to guide the adoption of sustainable strategies, balancing cost, performance, and environmental impact in transportation infrastructure development. This paper presents efforts to develop a methodology for identifying the best sustainable practices for implementation in transportation infrastructure practices in Iowa by surveying state DOTs to learn about their sustainability goals and practices, identifying existing sustainability attributes and sustainable practices, and developing a GIS database where construction, materials and performance data of sustainable practices can be stored and analyzed.
出于环境和经济方面的原因,纳入可持续性原则和实践的需求与日俱增。当务之急是通过将可持续性融入决策过程,在交通基础设施系统的核心行政、规划、设计、建设、运营和维护活动中确定并实施可持续性战略。本研究的主要目标是为爱荷华州实现更可持续的交通基础设施系统制定实施计划。本研究旨在指导采用可持续战略,平衡交通基础设施开发中的成本、性能和环境影响。本文介绍了在爱荷华州交通基础设施实践中确定最佳可持续发展实践的方法,通过调查州交通部了解其可持续发展目标和实践,确定现有的可持续发展属性和可持续发展实践,并开发可存储和分析可持续发展实践的建筑、材料和性能数据的 GIS 数据库。
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引用次数: 0
Strength and Deformation of Concrete-Encased Grouting-Filled Steel Tubes Columns Exposed to Monotonic Quasi-Static Loading Conditions 单调准静态荷载条件下混凝土套筒灌浆填充钢管柱的强度与变形
Pub Date : 2024-02-01 DOI: 10.3390/infrastructures9020026
Ahlam A. Abbood, Nazar Oukaili, A. Allawi, George Wardeh
This study aimed to evaluate the effectiveness of a novel concrete-encased column (CE) using small circular steel tubes filled with cementitious grouting material (GFST) as the primary reinforcement instead of traditional steel bars. The research involved three different types of reinforcement: conventional steel bars, concrete-filled steel tubes with 30% of the reinforcement ratio of steel bars, and concrete-filled steel tubes with the same reinforcement ratio as steel bars. Twenty-four circular concrete columns were tested and categorized into six groups based on the type of reinforcement employed. Each group comprised four columns, with one subjected to concentric axial load, two subjected to eccentric axial load (with eccentricities of 25 mm and 50 mm, respectively), and one tested under lateral flexural loads. To validate the experimental results, finite element (FE) analysis was conducted using ABAQUS software version 6.14. The experimental findings for concentric load reveal that columns with the second type of reinforcement, concrete-filled steel tubes with 30% of the reinforcement ratio of steel bars exhibited a failure load 19% lower than those with steel bars, while columns with the third type of reinforcement, concrete-filled steel tubes with the same reinforcement ratio as steel bars achieved a failure load 17% greater than the traditional steel bars. The FE analysis demonstrates good agreement with the experimental outcomes in terms of ultimate strength, deformation, and failure modes.
本研究旨在评估一种新型混凝土包裹柱(CE)的有效性,该柱使用填充水泥基灌浆材料(GFST)的小圆钢管作为主配筋,而不是传统的钢筋。研究涉及三种不同类型的配筋:传统钢筋、配筋率为钢筋 30% 的混凝土填充钢管以及配筋率与钢筋相同的混凝土填充钢管。测试了 24 根圆形混凝土柱,并根据采用的钢筋类型将其分为六组。每组包括四根柱子,其中一根承受同心轴向荷载,两根承受偏心轴向荷载(偏心率分别为 25 毫米和 50 毫米),一根承受横向弯曲荷载。为验证实验结果,使用 ABAQUS 软件 6.14 版进行了有限元分析。同心荷载的实验结果表明,采用第二种加固方式(钢筋配筋率为 30% 的混凝土填充钢管)的柱子的破坏荷载比采用钢筋的柱子低 19%,而采用第三种加固方式(与钢筋配筋率相同的混凝土填充钢管)的柱子的破坏荷载比传统钢筋高 17%。在极限强度、变形和破坏模式方面,有限元分析与实验结果非常吻合。
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引用次数: 0
Strength and Deformation of Concrete-Encased Grouting-Filled Steel Tubes Columns Exposed to Monotonic Quasi-Static Loading Conditions 单调准静态荷载条件下混凝土套筒灌浆填充钢管柱的强度与变形
Pub Date : 2024-02-01 DOI: 10.3390/infrastructures9020026
Ahlam A. Abbood, Nazar Oukaili, A. Allawi, George Wardeh
This study aimed to evaluate the effectiveness of a novel concrete-encased column (CE) using small circular steel tubes filled with cementitious grouting material (GFST) as the primary reinforcement instead of traditional steel bars. The research involved three different types of reinforcement: conventional steel bars, concrete-filled steel tubes with 30% of the reinforcement ratio of steel bars, and concrete-filled steel tubes with the same reinforcement ratio as steel bars. Twenty-four circular concrete columns were tested and categorized into six groups based on the type of reinforcement employed. Each group comprised four columns, with one subjected to concentric axial load, two subjected to eccentric axial load (with eccentricities of 25 mm and 50 mm, respectively), and one tested under lateral flexural loads. To validate the experimental results, finite element (FE) analysis was conducted using ABAQUS software version 6.14. The experimental findings for concentric load reveal that columns with the second type of reinforcement, concrete-filled steel tubes with 30% of the reinforcement ratio of steel bars exhibited a failure load 19% lower than those with steel bars, while columns with the third type of reinforcement, concrete-filled steel tubes with the same reinforcement ratio as steel bars achieved a failure load 17% greater than the traditional steel bars. The FE analysis demonstrates good agreement with the experimental outcomes in terms of ultimate strength, deformation, and failure modes.
本研究旨在评估一种新型混凝土包裹柱(CE)的有效性,该柱使用填充水泥基灌浆材料(GFST)的小圆钢管作为主配筋,而不是传统的钢筋。研究涉及三种不同类型的配筋:传统钢筋、配筋率为钢筋 30% 的混凝土填充钢管以及配筋率与钢筋相同的混凝土填充钢管。测试了 24 根圆形混凝土柱,并根据采用的钢筋类型将其分为六组。每组包括四根柱子,其中一根承受同心轴向荷载,两根承受偏心轴向荷载(偏心率分别为 25 毫米和 50 毫米),一根承受横向弯曲荷载。为验证实验结果,使用 ABAQUS 软件 6.14 版进行了有限元分析。同心荷载的实验结果表明,采用第二种加固方式(钢筋配筋率为 30% 的混凝土填充钢管)的柱子的破坏荷载比采用钢筋的柱子低 19%,而采用第三种加固方式(与钢筋配筋率相同的混凝土填充钢管)的柱子的破坏荷载比传统钢筋高 17%。在极限强度、变形和破坏模式方面,有限元分析与实验结果非常吻合。
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引用次数: 0
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