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基于贝叶斯自优化Bi-LSTM组合网络的高速铁路轨道-桥梁系统震后响应预测方法 被引量:1
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作者 彭康 蒋丽忠 +3 位作者 周旺保 余建 向平 吴凌旭 《Journal of Central South University》 SCIE EI CAS CSCD 2024年第3期965-975,共11页
中国高速铁路(HSR)规划建设逐渐向地震易发地区延伸,亟需一种及时、准确的灾后地震响应快速预测方法,以实现高速铁路系统运输生命线安全的快速评估。本文提出了一种基于贝叶斯自优化双向长短期记忆(Bi-LSTM)网络的快速预测方法,以经过... 中国高速铁路(HSR)规划建设逐渐向地震易发地区延伸,亟需一种及时、准确的灾后地震响应快速预测方法,以实现高速铁路系统运输生命线安全的快速评估。本文提出了一种基于贝叶斯自优化双向长短期记忆(Bi-LSTM)网络的快速预测方法,以经过实验验证的高速铁路轨道-桥梁系统有限元模型地震动响应计算数据为样本,将预测地震响应和有限元计算结果进行比较,验证所提方法的精度和鲁棒性,表明该方法在预测高速铁路桥梁结构的非线性地震反应方面是有效的,且高速铁路轨道-桥梁系统的不同预测位置对预测精度的影响不明显;此外,为了降低神经网络训练数据量需求,提出了一种基于离散小波分解的分层聚类算法,结果表明,基于小波分解的分层聚类方法在保证预测精度的同时,有效地减少了训练地震集的输入数量。 展开更多
关键词 高速铁路轨道-桥梁系统 贝叶斯优化 Bi-LSTM神经网络 离散小波分解 聚类分析
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多动力作用下高速铁路轨道-桥梁结构体系动力学及关键技术研究 被引量:15
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作者 余志武 何华武 +3 位作者 蒋丽忠 何旭辉 孙树礼 陈克坚 《土木工程学报》 EI CSCD 北大核心 2017年第11期1-9,共9页
针对多动力(列车、地震、侧风)作用下高速列车-轨道-桥梁系统动力学理论与关键技术存在的诸多技术疑难,持续开展了高速铁路轨道-桥梁结构体系模型试验、现场测试、理论分析与数值仿真,提出基于概率密度演化理论的多动力作用下轨道-桥梁... 针对多动力(列车、地震、侧风)作用下高速列车-轨道-桥梁系统动力学理论与关键技术存在的诸多技术疑难,持续开展了高速铁路轨道-桥梁结构体系模型试验、现场测试、理论分析与数值仿真,提出基于概率密度演化理论的多动力作用下轨道-桥梁系统随机振动分析方法和基于可靠度理论的桥上行车安全评定方法,研发了高速铁路轨道-桥梁系统试验平台和成套试验技术,提出高速铁路轨道-桥梁系统抗震设防和防风设计理念和评估方法,并研发了抗震防风及减灾技术,研究成果已在高速铁路轨道-桥梁结构体系设计与运营维护中推广应用。 展开更多
关键词 高速铁路轨道-桥梁 列车 地震 侧风 动力学
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不同频谱特性地震动对高速铁路桥梁-轨道震后残余变形影响分析
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作者 甘霖 郭恩栋 +2 位作者 吴厚礼 李长宏 刘聪 《地震研究》 CSCD 北大核心 2024年第1期27-36,共10页
以一座典型高速铁路五跨简支梁桥为例,建立了精细化高速铁路桥梁-轨道系统有限元模型。针对不同类型频谱特性选取了近场脉冲型、近场无脉冲型、远场长周期型和普通型地震动。输入不同频谱特性的地震动,对结构进行非线性时程响应分析,探... 以一座典型高速铁路五跨简支梁桥为例,建立了精细化高速铁路桥梁-轨道系统有限元模型。针对不同类型频谱特性选取了近场脉冲型、近场无脉冲型、远场长周期型和普通型地震动。输入不同频谱特性的地震动,对结构进行非线性时程响应分析,探究不同频谱特性地震动对轨道残余变形的影响规律及变形特点。结果表明:不同类型地震动对轨道残余变形的影响程度不同,轨道结构对近场脉冲型地震动的作用最为敏感;不同类型地震动作用下,轨道横向残余变形规律相似,均表现为全桥中间部分变形最大;每跨桥梁跨中竖向残余变形远大于桥墩(桥台)位置竖向残余变形;梁缝位置为轨道薄弱部分,轨距残余变形在每跨桥梁梁体连接处有明显尖刺状的突变。当PGA>0.2 g时,不同类型地震动作用下的轨道变形均随着PGA的增大而增大;当PGA=0.38 g时,桥梁已经进入塑性状态,地震动类型对于轨道残余变形的影响程度降低。 展开更多
关键词 高速铁路桥梁-轨道 残余变形 频谱特性 非线性时程分析
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高速铁路桥梁-轨道体系检测监测与行车安全研究进展 被引量:14
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作者 勾红叶 刘畅 +2 位作者 班新林 孟鑫 蒲黔辉 《交通运输工程学报》 EI CSCD 北大核心 2022年第1期1-23,共23页
为了提升桥梁-轨道结构服役安全性能,保证复杂环境条件下高速铁路结构适应性和行车安全舒适性,研究了高速铁路桥梁-轨道体系检测监测装备的改进与优化,分析了桥梁-轨道结构服役性能动态演变规律,总结了复杂条件下桥上行车安全评价与预... 为了提升桥梁-轨道结构服役安全性能,保证复杂环境条件下高速铁路结构适应性和行车安全舒适性,研究了高速铁路桥梁-轨道体系检测监测装备的改进与优化,分析了桥梁-轨道结构服役性能动态演变规律,总结了复杂条件下桥上行车安全评价与预测方法,展望了未来研究重点与方向。研究结果表明:在桥梁-轨道体系检测监测技术方面,现有研究聚焦于传统检测监测装备的优化和智能化技术与损伤识别方法的深度融合,核心目标是提高桥梁-轨道结构检测监测的效率、精度与标准化程度,实现基础设施服役状态的精准评判与预测;在桥梁-轨道空间变形映射关系方面,考虑基础结构各部分交互影响的变形映射模型能够准确描述结构层间界面状态演变引起的轨面几何形态变化趋势、发展规律和频谱特性,但目前尚缺乏对高速铁路桥梁-轨道协同设计和变形智能调控装置的深入研究;结构服役性能演化研究大多基于理想化的弹塑性本构模型,且对于服役性能劣化行为与规律的研究局限在特定服役环境;正在逐步深入开展基于列车-轨道-桥梁动力相互作用理论的长期服役条件下高速铁路桥梁行车安全性研究,建立基于不同指标体系的行车安全评价准则;充分利用桥梁-轨道体系检测监测数据,加强复杂服役环境下桥梁-轨道结构性能演变机制和损伤失效机理研究,信息更新条件下具有高可移植性的行车安全性智能评价与预测新方法是今后重点关注的研究方向。 展开更多
关键词 桥梁工程 高速铁路桥梁-轨道结构体系 检测监测 变形映射 服役性能 行车安全
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Beam-track interaction of high-speed railway bridge with ballast track 被引量:18
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作者 闫斌 戴公连 张华平 《Journal of Central South University》 SCIE EI CAS 2012年第5期1447-1453,共7页
Based on the construction bridge of Xiamen-Shenzhen high-speed railway(9-32 m simply-supported beam + 6×32 m continuous beam),the pier-beam-track finite element model,where the continuous beam of the ballast trac... Based on the construction bridge of Xiamen-Shenzhen high-speed railway(9-32 m simply-supported beam + 6×32 m continuous beam),the pier-beam-track finite element model,where the continuous beam of the ballast track and simply-supported beam are combined with each other,was established.The laws of the track stress,the pier longitudinal stress and the beam-track relative displacement were analyzed.The results show that reducing the longitudinal resistance can effectively reduce the track stress and the pier stress of the continuous beam,and increase the beam-track relative displacement.Increasing the rigid pier stiffness of continuous beam can reduce the track braking stress,increase the pier longitudinal stress and reduce the beam-track relative displacement,Increasing the rigid pier stiffness of simply-supported beam can reduce the track braking stress,the rigid pier longitudinal stress and the beam-track relative displacement. 展开更多
关键词 high-speed railway beam-track interaction ballast track rail longitudinal force continuous beam
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Influence of interface crack on dynamic characteristics of CRTSⅢslab ballastless track on bridge 被引量:4
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作者 YAN Bin CHENG Rui-qi +2 位作者 PANWen-bin XIE Hao-ran FU He-xin 《Journal of Central South University》 SCIE EI CAS CSCD 2022年第8期2665-2674,共10页
The damage of the self-compacting concrete in CRTSⅢslab ballastless track on bridge will lead to a partial void of the track slab,which will affect the comfort and safety of the train and the durability of the track ... The damage of the self-compacting concrete in CRTSⅢslab ballastless track on bridge will lead to a partial void of the track slab,which will affect the comfort and safety of the train and the durability of the track slab and bridge structure.In order to study the impact of the interface crack on the dynamic response of CRTSⅢballastless track system on bridge,based on the principle of multi-body dynamics theory and ANSYS+SIMPACK co-simulation,the spatial model of vehicle-track-bridge integration considering the longitudinal stiffness of supports,the track structure and interlayer contact characteristics were established.The dynamic characteristics of the system under different conditions of the width,length and position of the interface crack were analysed,and the limited values of the length and width of the cracks at the track slab edge were proposed.The results show that when the self-compacting concrete does not completely void along the transverse direction of the track slab,the crack has little effect on the dynamic characteristics of the vehicle-track-bridge system.However,when the self-compacting concrete is completely hollowed out along the transverse direction of the track slab,the dynamic amplitudes of the system increase.When the crack length is 1.6 m,the wheel load reduction rate reaches 0.769,which exceeds the limit value and threatens the safety of train operation.The vertical acceleration of the track slab increases by 250.1%,which affects the service life of the track system under the train speed of 200 km/h. 展开更多
关键词 high-speed railway railroad bridge ballastless track interface crack dynamic characteristics finite element
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Safety threshold of high-speed railway pier settlement based on train-track-bridge dynamic interaction 被引量:28
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作者 CHEN Zhao Wei ZHAI Wan Ming +1 位作者 CAI Cheng Biao SUN Yu 《Science China(Technological Sciences)》 SCIE EI CAS CSCD 2015年第2期202-210,共9页
This paper presents a method to determine the safety threshold of bridge pier settlement in high-speed railways.An analytical expression of the mapping relationship between the pier settlement and the rail deformation... This paper presents a method to determine the safety threshold of bridge pier settlement in high-speed railways.An analytical expression of the mapping relationship between the pier settlement and the rail deformation is derived theoretically for the double block ballastless track-bridge system.By adopting the superposition of the track random irregularity and the rail deformation caused by the pier settlement as the excitation inputs,the variations of vehicle dynamics indices with pier settlement are comparatively analyzed.Then,the safety threshold of the bridge pier settlement is obtained according to the limit of vehicle running safety and ride comfort indices of the high-speed trains.Results show that the dynamics indices of different trains have different sensitivities to the pier settlement,and the train CRH2C is the most sensitive one among all the types of Chinese high-speed trains.When passing through the bridges in common span with pier settlement at the speed of 250–350 km/h,the trains suffer the low-frequency excitations,and the vertical acceleration of car body is most sensitive to the pier settlement of all the dynamics indices.When the car body vertical acceleration just exceeds the allowable limit,the critical settlement value is 23.4 mm,which is much bigger than the pier differential settlement limit in the current code for Chinese high-speed railways. 展开更多
关键词 high-speed railway pier settlement safety threshold dynamic characteristics train-track-bridge dynamic interaction
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Elastic-plastic seismic response of CRTS II slab ballastless track system on high-speed railway bridges 被引量:11
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作者 YAN Bin LIU Shi +2 位作者 PU Hao DAI GongLian CAI XiaoPei 《Science China(Technological Sciences)》 SCIE EI CAS CSCD 2017年第6期865-871,共7页
China railways track structure II (CRTS II) slab ballastless track on bridge is one kind of track structures unique to China. Its main bearing component of longitudinal force is the continuous base plate rather than ... China railways track structure II (CRTS II) slab ballastless track on bridge is one kind of track structures unique to China. Its main bearing component of longitudinal force is the continuous base plate rather than rail. And the track-bridge interaction is weakened by the sliding layer installed between base plate and bridge deck. In order to study the dynamic response of CRTS II slab ballastless track on bridge under seismic action, a 3D nonlinear dynamic model for simply-supported bridges and CRTS II track was established, which considered structures such as steel rail, fasteners, track plate, mortar layer, base plate, sliding layer, bridge, consolidation, anchors, stoppers, etc. Then its force and deformation features under different intensities of seismic excitation were studied. As revealed, the seismic response of the system increases with the increase of seismic intensity. The peak stresses of rail, track plate and base plate all occur at the abutment or anchors. Both track plate and base plate are about to crack. Besides, the rapid relative displacement between base plate and bridge deck due to the small friction coefficient of sliding layer is beneficial to improve the seismic performance of the system. During the earthquake, a large vertical displacement appears in base plate which leads to frequent collisions between stoppers and base plate, as a result, stoppers may be damaged. 展开更多
关键词 railway engineering simply supported beam ballastless track seismic response elastic-plastic collision finite element analysis
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