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基于媒体词云与自然语言处理的城市建筑震损评估
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作者 孔庆钊 计柯妍 +3 位作者 熊冰 周伯昌 熊青松 袁程 《工程力学》 EI CSCD 北大核心 2024年第10期80-88,共9页
地震作用下基础设施工程的损毁会造成区域功能瘫痪,对城市区域的震损评估与救援及重建工作提供重要参考。为了做出快速明智的决策并对重大灾害事件做出快速响应,需要对建筑损坏的空间分布和严重程度进行快速评估。考虑到地震灾情后受灾... 地震作用下基础设施工程的损毁会造成区域功能瘫痪,对城市区域的震损评估与救援及重建工作提供重要参考。为了做出快速明智的决策并对重大灾害事件做出快速响应,需要对建筑损坏的空间分布和严重程度进行快速评估。考虑到地震灾情后受灾群体在网络媒体和社交平台的信息要新、要快于专家进行实地评估的速度,而受灾区域的建筑物破坏状态有可能从轻微破坏到完全倒塌,对每一栋建筑逐栋细致评估是复杂且耗时的过程。为此,该研究试图利用自然语言深度学习模型BERT对基于震损破坏的文本描述对建筑物损伤进行分类评估。使用《中国地震烈度表》(GB/T 17742-1999)对受灾区域的单个建筑物的破坏状态进行预分类。为了验证所提方法的有效性,该研究收集了2016年台南地区6.4级地震后的300多座单体建筑物并建立了文本词云数据集。该数据集由343个建筑物(121个轻微破坏标签,128个中度破坏标签,94个严重破坏标签)组成,其中85%作为训练与验证数据集,剩余的15%用于鲁棒性测试。当BERT模型识别测试集的GB/T 17742-1999标签时,整体准确率达到81%。该研究只是试图建立一种新的高效震损评估方法,使用该方法对媒体与社交平台的震损文本描述进行分类评估,能够为应急救援决策提供信息依据并节省一定的战略部署时间。 展开更多
关键词 震损评估 自然语言处理 数据驱动 机器学习 性能
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基于信息熵-变权模糊模型的土石坝震损评估 被引量:5
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作者 吴云星 谷艳昌 +2 位作者 王士军 庞琼 严吉皞 《水利水运工程学报》 CSCD 北大核心 2018年第4期38-45,共8页
土石坝震损评估可为震后应急处置和除险加固提供依据,因而对评估方法和结果的可靠性提出更高要求。为了降低层次分析法(AHP)计算指标权重的主观性,并体现出指标严重程度对土石坝震损评估结果的贡献作用,建立信息熵-变权模糊评估模型。... 土石坝震损评估可为震后应急处置和除险加固提供依据,因而对评估方法和结果的可靠性提出更高要求。为了降低层次分析法(AHP)计算指标权重的主观性,并体现出指标严重程度对土石坝震损评估结果的贡献作用,建立信息熵-变权模糊评估模型。首先根据土石坝震害险情研究成果,阐述了土石坝震损评估指标体系及指标分级标准,然后以AHP法确定指标初始权重,再采用信息熵对其修正,同时考虑指标严重程度对权重的影响,引入变权法对修正后的权重进行调整,融合模糊评价法,最后建立信息熵-变权模糊的土石坝震损评估模型。工程实例评估结果表明,该模型有效降低了指标权重的主观性,并突出了不同指标的严重程度对评估结果的影响,使土石坝震损评估结果更加客观准确。 展开更多
关键词 土石坝 震损评估 信息熵 变权理论
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基于深度学习的区域RC框架结构震损评估方法研究 被引量:7
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作者 韩小雷 吴梓楠 +1 位作者 杨明灿 季静 《建筑结构学报》 EI CAS CSCD 北大核心 2020年第S02期27-35,共9页
为快速评估钢筋混凝土(RC)框架结构在地震作用下的损伤程度,提出基于深度学习和构件变形的区域RC框架结构地震损伤评估方法。以场地类别、抗震设防烈度、结构层数、标准层层高、X向跨度、X向跨数和Y向跨数共7个结构特征参数为变量,设计... 为快速评估钢筋混凝土(RC)框架结构在地震作用下的损伤程度,提出基于深度学习和构件变形的区域RC框架结构地震损伤评估方法。以场地类别、抗震设防烈度、结构层数、标准层层高、X向跨度、X向跨数和Y向跨数共7个结构特征参数为变量,设计符合我国现行规范要求的2592个典型框架结构,并进行动力增量弹塑性时程分析(IDA)。将震损指标参数划分为构件震损指标及结构宏观响应两个层次,构件震损指标为梁、柱构件处于7个性能状态的数量占比,结构宏观响应包含最大层间剪力、最大层间位移角、残余层间位移角和最大水平位移,并根据分析结果共提取66208组楼层震损数据。最后引入深度前馈神经网络构建结构特征参数与震损指标参数间的非线性映射关系,建立区域RC框架结构震损评估模型。震损评估结果表明,区域RC框架结构震损评估模型可反映各楼层梁柱构件性能状态的分布规律,并能够较好地预测结构宏观响应,为量化区域建筑群的地震损失奠定基础。 展开更多
关键词 钢筋混凝土框架结构 区域震损评估 深度学习 构件变形
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支挡结构的震损快速评估方法研究 被引量:2
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作者 程刚 孙志峰 +1 位作者 杨海清 乐小平 《公路工程》 北大核心 2014年第2期238-241,250,共5页
支挡结构已被广泛地运用于各类边坡的治理,尤其在我国西南的高烈度山区。基于大量的汶川地震支挡结构震害调查数据,建立了支挡结构的破坏等级划分标准,将支挡结构的震害等级划分为轻微破坏、中度破坏、严重破坏和完全损毁。根据汶川地... 支挡结构已被广泛地运用于各类边坡的治理,尤其在我国西南的高烈度山区。基于大量的汶川地震支挡结构震害调查数据,建立了支挡结构的破坏等级划分标准,将支挡结构的震害等级划分为轻微破坏、中度破坏、严重破坏和完全损毁。根据汶川地震的实际情况,对地震动参数计算模型进行了修正,并基于修正后的地震动参数计算模型建立了支挡结构的破坏概率模型,进而在已知地震动强度的情况下,可以得到支挡结构发生各级震害的概率。根据规范提供的损失比数据,可以快速计算得到支挡结构的震害损失数据。基于建立的震损评估方法,地震发生之后能够快速地对支挡结构的震害损失进行估计。 展开更多
关键词 支挡结构 破坏概率模型 震损评估
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震损钢混柱的裂缝宽度计算理论及性能分析
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作者 程时涛 何浩祥 +1 位作者 吴山 陈易飞 《振动.测试与诊断》 EI CSCD 北大核心 2023年第4期809-816,836,共9页
针对目前裂缝宽度在计算和测量中存在的不足,提出基于黏结滑移理论的斜裂缝宽度计算方法。针对实际在役构件所受荷载不能确定和裂缝宽度无法准确计算的局限,提出分别根据弯曲变形量和剪切变形量计算钢筋混凝土柱的横向裂缝和斜裂缝宽度... 针对目前裂缝宽度在计算和测量中存在的不足,提出基于黏结滑移理论的斜裂缝宽度计算方法。针对实际在役构件所受荷载不能确定和裂缝宽度无法准确计算的局限,提出分别根据弯曲变形量和剪切变形量计算钢筋混凝土柱的横向裂缝和斜裂缝宽度的计算方法和流程。在此基础上,考虑地震下钢筋混凝土柱受压弯剪共同作用的真实状态,建立位移与裂缝宽度的理论关系,提出根据水平总位移计算最大裂缝宽度的方法和流程。试验分析表明,在压弯剪复合受力状态下,根据所提方法计算钢筋混凝土柱的最大裂缝宽度具有较高的准确性,能够反映裂缝宽度随位移增长的动态演变过程,且可根据横向裂缝以及斜裂缝的数值比例判断钢筋混凝土柱的破坏模式。 展开更多
关键词 裂缝宽度 斜裂缝 横向裂缝 钢筋混凝土柱 震损评估 压弯剪作用
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大坝强震动监测技术及震损快速评估方法 被引量:5
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作者 胡晓 张艳红 +3 位作者 常廷改 许亮华 苏克忠 曾迪 《中国水利水电科学研究院学报》 北大核心 2018年第5期385-393,共9页
本文简要回顾了国内外强震动监测的发展历史,研究了利用物联网的大坝强震动监测的方法和实施技术,提出了基于大坝强震动监测数据进行震损快速评估的理念与方法。对三峡重力坝段进行了动力模型试验,研究了大坝在不同烈度地震作用下,大坝... 本文简要回顾了国内外强震动监测的发展历史,研究了利用物联网的大坝强震动监测的方法和实施技术,提出了基于大坝强震动监测数据进行震损快速评估的理念与方法。对三峡重力坝段进行了动力模型试验,研究了大坝在不同烈度地震作用下,大坝的损伤发展过程,为三峡大坝基于强震动监测数据进行震损快速评估提供了量化指标。本文建议依据强震动监测技术规范尽快建设和完善重要大坝的强震动监测系统,利用物联网技术对已有强震动监测设备进行管理(特别是梯级高坝大库),保证其有效、专业化运行。本文还对重要大坝进行了极限地震作用下不溃坝研究,通过大坝动力破坏模型试验得到震损的定量化指标,初步建立震损评估专家系统。一旦发生地震,对监测数据进行快速处理,及时做出震损评估并采取相应的应急措施。 展开更多
关键词 大坝 动监测 物联网 模型试验 快速评估
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区域电网变电站震损风险快速评估方法 被引量:2
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作者 陆军 朱旺 +1 位作者 谢强 朱阳 《高压电器》 CAS CSCD 北大核心 2022年第8期57-64,共8页
为了快速评估区域电网内所有变电站的主要设备在遭遇地震灾害时的震损风险,文中通过对历年来电力设备的震害调查资料进行统计分析,将区域地震动衰减规律与设备易损性分析过程结合,得到设备在地震作用下的震损概率与震级大小和震中距的... 为了快速评估区域电网内所有变电站的主要设备在遭遇地震灾害时的震损风险,文中通过对历年来电力设备的震害调查资料进行统计分析,将区域地震动衰减规律与设备易损性分析过程结合,得到设备在地震作用下的震损概率与震级大小和震中距的关系。在此基础上提出了区域电网内变电站设备损毁情况的震前风险评估与震后快速评估方法,并通过算例进行了模拟评估。结果表明,设备的震损概率—震中距曲线可以表征设备地震易损性随空间分布的特征,是设备震损风险快速评估方法的核心内容;该方法可同时对区域电网内所有变电站进行震损风险评估,并得到各变电站中不同类型设备的具体震损数量评估值;该方法所需评估时间短、评估效率高;震前风险评估结果可指导变电站设备备品数量安排与应急响应预案编制,震后快速评估结果可指导复电抢修人力、救灾资源调配工作。 展开更多
关键词 区域电网 变电站设备 动衰减 风险快速评估
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Simplified stiffness-based approach for seismic performance evaluation of moment-resisting frame
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作者 于琦 孟少平 +1 位作者 吴京 孙巍巍 《Journal of Southeast University(English Edition)》 EI CAS 2009年第2期241-246,共6页
Based on the concept of stiffness degradation, a damage index of the whole frame and the storey is proposed for the frame seismic performance evaluation. The index is compatible with the non-linear static analysis (e... Based on the concept of stiffness degradation, a damage index of the whole frame and the storey is proposed for the frame seismic performance evaluation. The index is compatible with the non-linear static analysis (e. g. the pushover analysis), and the structural damage is considered via plastic hinges. Simultaneously, a practical approach is developed to obtain the relationships between the proposed index and earthquake intensities based on the capacity spectrum method. The proposed index is then illustrated through two low-rise reinforced concrete frames, and it is also compared with some other indices. The results indicate that the proposed index is on the safe side and not sensitive to the lateral load pattern. The storey index is helpful to reflect the storey damage and to uncover the position of the weak storey. Finally, the relationship between performance levels and damage index values is also proposed through statistical analysis for the performance-based seismic evaluation. 展开更多
关键词 damage index seismic evaluation capacity spectrum method FRAME lateral load pattern pushover analysis performance level stiffness degradation
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The Advances and Prospects of Research on Earthquake Engineering at IEM
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作者 Xie LiliInstitute of Engineering Mechanics, China Seismological Bureau, Harbin 150080, China 《Earthquake Research in China》 2002年第3期275-282,共8页
This paper describes briefly the recent advances and achievements of the research projects conducted by the Institute of Engineering Mechanics (IEM) in the period of the Ninth Five-Year Plan (1995~2000) with the supp... This paper describes briefly the recent advances and achievements of the research projects conducted by the Institute of Engineering Mechanics (IEM) in the period of the Ninth Five-Year Plan (1995~2000) with the support of the China Seismological Bureau (CSB). These projects are related with key problems in the field of earthquake engineering. They are: development of the methods for determining earthquake resistant design load level, study on mechanisms of earthquake damage to buildings; development of new technology of base isolation, and study on earthquake damage prediction and seismic loss assessment methods. Through these studies, quite a number of problems have been solved and some of them have been applied in earthquake engineering design and practice. 展开更多
关键词 Earthquake resistant design criterion Earthquake damage prediction Seismic loss assessment Earthquake engineering
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Seismic Observations and Seismic Hazard Studies in the Philippines
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作者 Bartolome C. Bautista 《Earthquake Research in China》 2002年第3期236-242,共7页
It has taken more than a hundred years for seismic observations in the Philippines to evolve to a modern observation system. The responsibility of seismic observations was likewise transferred from one agency to anoth... It has taken more than a hundred years for seismic observations in the Philippines to evolve to a modern observation system. The responsibility of seismic observations was likewise transferred from one agency to another during this same period of time. At present, the mandate of conducting seismic observations in the Philippines rests with the Philippine Institute of Volcanology and Seismology (PHIVOLCS). In 2000, through a grant aid from the Japan International Cooperation Agency (JICA), the Philippine seismic network was upgraded to a digital system. As a result, a new set of seismic monitoring equipments was installed in all of the 34 PHIVOLCS seismic stations all over the country. Digital waveforms are now available for high level seismic data processing, and data acquisition and processing are now automated. Included in the upgrade is the provision of strong motion accelerographs in all stations whose data can now be used for studying ground motion and intensity attenuation relations. The new setup is now producing high-resolution data that can now be used for conducting basic seismological researches. Earthquake locations have now improved allowing for the modeling and delineation of earthquake source regions necessary for earthquake hazard studies. Current seismic hazard studies in the Philippines involve the estimation of ground motion using both probabilistic and deterministic approaches, seismic microzonation studies of key cities using microtremor observations, paleoseismology and active faults mapping, and identification of liquefaction-prone, landslide-prone and tsunami-affected areas. The earthquake database is now being reviewed and completed with the addition of historical events and from data from regional databases. While studies of seismic hazards were primarily concentrated on a regional level, PHIVOLCS is now focusing on doing these seismic hazard studies on a microlevel. For Metro Manila, first generation hazard maps showing ground rupture, ground shaking and liquefaction hazards have recently been completed. Other large cities that are also at risk from large earthquakes are the next targets. The elements at risk such as population, lifelines, and vertical and horizontal structures for each of these urban centers are also being incorporated in the hazard maps for immediate use of planners, civil defense officials, policy-makers and engineers. The maps can also now be used to describe possible scenarios during times of strong events and how appropriate socio-economic and engineering responses could be designed. In addition, a rapid earthquake damage assessment system has been started which will attempt to produce immediate or rapid assessments including identification of elements at risk during times of strong earthquakes. 展开更多
关键词 Philippine seismic network Seismological research Earthquake hazard study Earthquake database Rapid earthquake damage assessment MICROZONATION
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A Review of the Study on the Uncertainty of Earthquake Loss Estimation
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作者 Wang Xiaoqing He Jun +1 位作者 Ding Xiang Wang Yan 《Earthquake Research in China》 2009年第3期310-318,共9页
In this paper,the types of research methods that contain uncertainty are first introduced,and then the description is concentrated on the progress of study on different types of uncertainties in seismic disaster and l... In this paper,the types of research methods that contain uncertainty are first introduced,and then the description is concentrated on the progress of study on different types of uncertainties in seismic disaster and loss estimation. The main methods applied to uncertainty study are reviewed. Preliminary discussion of the problems currently existing in estimation is also made. 展开更多
关键词 Seismic disaster and loss estimation PREDICTION UNCERTAINTY
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Study on the Uncertainty of Earthquake Damage Prediction Based on Damage Indices for RC Structures
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作者 Zhao Fengxin Ren Zhilin Zhang Yushan 《Earthquake Research in China》 2009年第3期328-339,共12页
Seismic damage indices of structure are widely used to quantificationally analyze structural damage levels under earthquake action. In this paper, a five-storey building model and a seventeen-storey building model are... Seismic damage indices of structure are widely used to quantificationally analyze structural damage levels under earthquake action. In this paper, a five-storey building model and a seventeen-storey building model are established. According to seven typical indices and different earthquake-inputs, a structural damage prediction is performed, with the results showing serious uncertainty of structural damage prediction due to different indices. Understanding of this phenomenon aids the comprehension and application of the results of earthquake damage prediction. 展开更多
关键词 Damage index RC structures Earthquake damage prediction UNCERTAINTY
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Construction of an Index System for Earthquake Emergency Loss Assessment and Decision-making
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作者 Nie Gaozhong An Jiwen Deng Yan 《Earthquake Research in China》 2012年第1期47-58,共12页
Loss assessment and decision-making are essential for earthquake emergency rescues,and for scientific prediction of seismic damage and determination of rescue objectives.In practice,however,there exist some problems,s... Loss assessment and decision-making are essential for earthquake emergency rescues,and for scientific prediction of seismic damage and determination of rescue objectives.In practice,however,there exist some problems,such as basic data not being precise and rich enough and decision making not having systematic and complete criteria.This paper tries to solve these problems using the method of data indexation by constructing an index system for earthquake emergency loss assessment and decision-making. 展开更多
关键词 Earthquake emergency loss assessment and decision-making Index system Data indexation
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Disaster Loss Evaluation and Characteristics of the Seismic Hazard of the Nilka-Gongliu Earthquake with M_S6. 0
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作者 Tan Ming Tang Lihua +8 位作者 Wu Guodong Chang Xiangde Zhang Yong Song Lijun Li Yang Li Yigang Wang Wei Shi Guangling Li Zhihai 《Earthquake Research in China》 2014年第2期261-273,共13页
The epicenter intensity of Nilka-Gongliu earthquake with MS6. 0 was Ⅶ degrees; no fatalities but many residential buildings and public facilities were moderately damaged during the earthquake. Traffic and water conse... The epicenter intensity of Nilka-Gongliu earthquake with MS6. 0 was Ⅶ degrees; no fatalities but many residential buildings and public facilities were moderately damaged during the earthquake. Traffic and water conservation facilities were damaged to a certain extent but after emergency repair,production and life in the disaster area were not influenced. According to a sample survey of the earthquake filed,this earthquake caused direct economic loss of approximately 678. 46 million yuan( RMB),and the reconstruction funds required will be about 1. 20349 billion yuan( RMB). 展开更多
关键词 The Nilka-Gongliu earthquake Disaster loss evaluation Characteristic of seismic hazard
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Pushover analysis of underground structures:Method and application 被引量:20
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作者 LIU JingBo WANG WenHui DASGUPTA Gautam 《Science China(Technological Sciences)》 SCIE EI CAS 2014年第2期423-437,共15页
Pushover analysis is common because of its conceptual simplicity and computational attractiveness in computing seismic demand.Considering that traditional pushover analysis is restricted in underground structures due ... Pushover analysis is common because of its conceptual simplicity and computational attractiveness in computing seismic demand.Considering that traditional pushover analysis is restricted in underground structures due to the stark differences in the seismic response characteristics of surface structures,this paper proposes a pushover analysis method for underground structures and its application in seismic damage assessment.First,three types of force distribution are presented based on ground response analysis.Next,the target displacements and analysis models are established according to force-based and performance-based design.Then,the pushover analysis procedure for underground structures is described.Next,the applicability of pushover analysis to underground structures is verified by comparing the responses of a Chongwenmen subway station determined by the proposed procedure and by nonlinear response history analysis.In addition,two other points are made:that the inverted triangular distribution of effective earthquake acceleration is more practical than the other two distributions,and that performance-based design is more effective than force-based design.Finally,a cyclic reversal loading pattern based on one cycle of reversal loads as an earthquake event is presented and applied to the seismic damage assessment of underground structures.The results show that the proposed pushover analysis can be effectively applied to the seismic design and damage assessment of underground structures. 展开更多
关键词 underground structure pushover analysis seismic demand seismic damage assessment
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