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基于LBP纹理与SegNet网络的灾损建筑物提取 被引量:3
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作者 谢跃辉 李百寿 高豫川 《北京测绘》 2023年第3期397-401,共5页
高分辨率遥感影像中震后灾损建筑物提取是震害预估中极具重要的参考指标,研究遥感影像的震后灾损建筑物提取方法具有重要的科学意义。本文以青海玉树震后典型的灾损建筑物数据为研究对象,针对卷积神经网络对于城市建筑物纹理特征信息利... 高分辨率遥感影像中震后灾损建筑物提取是震害预估中极具重要的参考指标,研究遥感影像的震后灾损建筑物提取方法具有重要的科学意义。本文以青海玉树震后典型的灾损建筑物数据为研究对象,针对卷积神经网络对于城市建筑物纹理特征信息利用的不足,将局部二值模式(LBP)纹理特征与SegNet深度卷积神经网络相结合,采用有监督学习分类的方式训练卷积神经网络,实现震后灾损建筑物自动分类提取,并与传统面向对象提取方法进行对比。实验结果表明,LBP纹理特征与SegNet卷积神经网络模型相结合,对于震后灾损建筑物的提取能提高预测精度,用户精度与生产者精度分别有2%~7%,2%~9%的提升。 展开更多
关键词 局部二值模式纹理 SegNet网络 灾损建筑 自动提取
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基于激光点云的建筑灾损三维信息获取与分析——以“莫兰蒂”超强台风为例 被引量:4
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作者 何原荣 郑渊茂 +2 位作者 崔胜辉 徐礼来 苏嘉鑫 《防灾减灾工程学报》 CSCD 北大核心 2017年第2期327-334,共8页
利用三维激光扫描技术对"莫兰蒂"台风灾后的损毁建筑物内外部结构进行高精度的现场点云数据获取,开展该结构的正视图、侧视图及俯视图等二维信息的提取,以及损毁房屋面积的统计,最后进行三维建模分析并对轻钢围护结构提出改... 利用三维激光扫描技术对"莫兰蒂"台风灾后的损毁建筑物内外部结构进行高精度的现场点云数据获取,开展该结构的正视图、侧视图及俯视图等二维信息的提取,以及损毁房屋面积的统计,最后进行三维建模分析并对轻钢围护结构提出改进措施;在此基础上对损毁严重的轻钢围护结构以及损毁的面积进行详细研究,实现了任意角度建筑物的表面损毁状况以及内部结构特征的定量量测,快速、真实地还原该建筑物的损毁情况场景,并对数据进行存档管理,实现了台风灾害信息的永久保留,为科研学者进行灾后的监测分析提供最原始的数据。该研究成果对提高钢结构建筑物的抗风质量、灾损评估以及防风减灾等具有重要借鉴意义。 展开更多
关键词 超强台风 激光点云 灾损建筑 三维建模 统计分析
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Evolution of Damage on Historical Heritage Buildings in Presence of Catastrophic Events and Aggressive Natural Phenomena
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作者 Elsa Garavaglia Chiara Molina 《Journal of Civil Engineering and Architecture》 2011年第7期585-595,共11页
The feasibility analysis of projects for the preservation of the historical heritage buildings is an important problem concerning the evaluation of "the total cost of intervention", which includes all the future dam... The feasibility analysis of projects for the preservation of the historical heritage buildings is an important problem concerning the evaluation of "the total cost of intervention", which includes all the future damage costs. The total cost of intervention represents a suitable measure of the expected deterioration risk and its evolution obviously depends on the damage process which buildings are subjected to. That damage phenomena affecting masonry buildings pleased into an aggressive environment are suitably modelled by renewal processes: this happens both in the case of catastrophic events, or in the case of the so-called "natural aging", in which damage comes off gradually in time. In the hypothesis ofa Markovian renewal process (Mrp) describing the damage process, the total cost of all the future damage is evaluated taking into account both the damage aspects: damages due to catastrophic aspects and damages due to aggressive environment, supposing different maintenance and/or rehabilitation scenarios. A semi-Markov process (s-Mp) is defined to model the damage rehabilitation history of buildings in presence of seismic events, natural ageing and rehabilitation strategies. The expected rewards connected to the process are defined; they represent a significant measure of the risk. 展开更多
关键词 Historical heritage buildings damaging phenomena rehabilitation strategies semi-Markov and renewal processes expected rewards.
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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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