Airborne near-real-time monitoring of assembly and parking areas in case of large-scale public events and natural disasters     

Hannes Römer  Jens Kersten  Ralph Kiefl  Stefan Plattner  Alexander Mager  Stefan Voigt 《International journal of geographical information science》2014,28(4):682-699

A critical requirement for an effective and coordinated response by public entities tasked with management, security, and relief during large-scale public events or natural disasters is the availability of current situational information. However, today there is a lack of comprehensive operational systems allowing a near-real-time (NRT) collection, visualization, and provision of situational information for larger areas. In this study a methodological framework is proposed, which allows an NRT extraction and visualization of situational information based on aerial image acquisition. The framework combines digital image analysis using a generic supervised information extraction approach based on statistical modeling with a downstream web-based visualization component realized through an automatic update of web services. Even though being applicable for different scenarios, the workflow will be demonstrated for the specific use-case of a NRT monitoring of open spaces including assembly and parking areas. Compared to other approaches, image analysis results indicate a high robustness and a low demand for computational power sources (7 seconds per image). Due to a high degree of automation, the proposed workflow contributes to a NRT ‘end-to-end’ monitoring system, which was developed within the VABENE (German acronym for ‘traffic management under large-scale public events and disaster conditions’) project covering all parts from the acquisition of raw aerial imagery to the dissemination of information products to end-users.  相似文献   

采用非线性决策树的学生课堂教学满意度研究     

盖秋艳  吴倩  向武  吴锡 《成都信息工程学院学报》2014,29(4):394-399

学生反馈是评估高等院校课堂教学质量的重要指标。目前,对学生反馈的问卷仅进行主观理解和简单统计,无法提供准确定量的分析和支持依据。使用非线性决策树,对近3年本科必修双语课程《数字图像处理》的学生评教问卷进行数据挖掘,首先将其分成3类和10个不同输入,然后通过数据预处理、模型选择和建模,最后构建树状模型对其进行分析。分析结果符合对于该课程学生反应和争议较大的问题预期,为课程设计提供定量有效的教学分析工具。  相似文献   

基于ENVI 的唐山湾三岛土地利用遥感分类方法的比较分析   总被引：1，自引：0，他引：1  

付佳  黄海军  杨曦光 《海洋科学》2014,38(1):20-26

对唐山湾三岛2010年10月10 m分辨率的SPOT5多光谱数据源,采用不同分类方法进行识别和判断,并对比不同分类器在遥感影像分类中的应用效果和分类精度。有针对性地探究海岛土地利用遥感分类过程中不同方法的优劣,获取最适于岛陆地区土地利用的遥感分类方法。根据土地利用现状分类标准(GB/T21010-2007)和海岛陆域土地利用类型划分的相关规定,将唐山湾三岛主要分为滩涂、裸地、林地、草地、居住区、内陆水体和潮间带(潮水覆盖区)6类。并分别构建结合人为控制的非监督分类、监督分类和基于专家知识的决策树分类系统,参照更高分辨率影像、先验知识和野外调查资料,评价分类结果与实地调查结果的吻合程度,最终通过总体分类精度和Kappa系数等指标对各分类器精度进行评价和对比分析。  相似文献   

结合地形因子与分层策略的喀斯特地区无人机影像分类     

贾煜  汪泓  蔡宏  张磊 《测绘通报》2022,(2):121-127

西南喀斯特山区地形起伏较大,地物分布较为破碎,致使传统的光谱特征一次分类方法的精度较低。本文基于高分辨率无人机正射影像和地形指标,充分利用无人机遥感影像空间特征、光谱特征、纹理特征及地形特征,采取面向对象CART决策树算法与分层策略提取了研究区土地覆盖类型。研究表明,结合空间地形因子和分层策略的方法减少了破碎区地物间的相干扰,故具有较高的分类精度,总体分类精度达91.2%,Kappa系数为0.87,较传统一次分类精度提高了9.8%,Kappa系数提高了0.13。该方法对西南喀斯特地区土地覆盖解译精度较好,可为土地利用监测提供参考。  相似文献   

三维辅助决策平台功能设计及数据建设研究     

张辉  裴莲莲  郑国江 《北京测绘》2014,(3):39-42

三维数据由于其直观、精细的特性成为数字城市建设中不可或缺的部分,三维辅助决策平台也成为近年来信息化建设的重要方面。本文从三维辅助决策平台建设时的功能设计和数据建设两个方面进行阐述,对其中运用的技术进行研究。最后,给出了针对不同应用领域系统建设的示例。  相似文献   

分类器和时相结合的流域下垫面分类方法     

陈贝贝  颜梅春  李致家  阮仁宗  王元超 《测绘科学》2014,39(9)

文章探讨提高卫星遥感大范围流域下垫面分类方法:通过集合贝叶斯分类器和决策树分类器的优势,充分利用TM影像覆被信息,结合影像时相动态信息以获得分类准确的土地覆盖/利用类型;再结合DEM生成的坡度信息得到下垫面类型,最终确定水文地理单元.以河南省的东湾流域为例进行验证,结果表明:贝叶斯法和决策树法分类各有优势,两者结合可以获取更准确的土地覆盖/利用分类结果,辅以时相类信息可以进一步修正类别间的混淆.  相似文献   

人工神经网络和决策树模型在滑坡易发性分析中的性能对比   总被引：1，自引：0，他引：1  

田乃满  兰恒星  伍宇明  李郎平 《地球信息科学学报》2020,22(12):2304-2316

机器学习模型广泛应用于区域性滑坡易发性分析。模型的选择关系到评价结果的可信度、准确率和稳定性。现有滑坡易发性分析模型对比研究侧重模型的预测精度。模型的稳定性和数据量敏感性对机器学习模型的性能评估同样非常重要。本文以福建省南平市蔡源流域为研究区,以四川省绵阳市北川县为验证区,从预测精度、稳定性和数据量敏感性3个方面深入对比BP（Back Propagation）人工神经网络模型和CART（Classification and Regression Tree）决策树模型在滑坡易发性分析中的效果,主要结论如下:① 在逐渐增加一定数量训练样本的过程中,BP人工神经网络模型预测精度的增长率更高。在蔡源流域内,当训练样本数量增加10 000时,BP人工神经网络模型的预测精度上升5.22%,CART决策树模型的预测精度上升2.11%。② BP人工神经网络的预测精度高于CART决策树模型,且较为稳定。在100组数据集上,BP人工神经网络模型验证集预测精度的均值和验证集滑坡样本预测精度的均值分别为81.60%和84.86%,高于CART决策树模型的72.97%和76.59%。与此同时,BP人工神经网络模型对应预测精度的标准差分别是0.32%和0.37%,小于CART决策树模型的0.35%和0.67%。③ BP人工神经网络模型分析的滑坡易发区相比CART决策树模型,更接近实际滑坡的空间分布。最后,北川县的验证实验也出现了相同的现象。  相似文献   

融合用户特征与群体智慧的多目标旅游线路推荐方法     

马子钦  陈崇成  黄正睿 《地球信息科学学报》2022,24(10):2033-2044

针对旅游线路推荐过程中的数据稀疏与冷启动问题,本文提出了一种融合用户特征与群体智慧的多目标旅游线路推荐方法。首先,通过携程网、望路行程、百度指数等网站获取景点信息与对应的群体智慧数据,包括景点的位置、票价,用户评论、评分、浏览数据等;其次,结合用户特征与群体智慧数据构建景点对不同特征用户的综合吸引力并计算旅游线路吸引力指数;最后,定义旅游线路推荐多目标优化函数并利用多目标遗传算法NSGA2生成线路推荐列表。相较于传统旅游线路推荐方法,本文所提出的方法充分考虑了用户实际需求（消费侧）与景点吸引力（供给侧）,使得用户能够以较少的时间开销,尽可能多地游览热门景点。同时,推荐过程中根据用户的性别、年龄、出行方式、出行时间对用户群体进行划分,使得推荐准确性更高。实验结果表明,该方法考虑的因子可以有效提高用户在路线规划过程中的满意度,所推荐的旅游线路不仅具有更高的综合吸引力指数,还能够有效减少路程时间。此外,推荐结果也更加具有多样性,有助于推动智能化旅游线路推荐的发展。  相似文献   

Application of participatory principles to investigation of the natural world: An example from Chile     

Sarah Schumann 《Marine Policy》2010

Participatory research in environmental and natural resources-related fields is premised on many of the same notions that underlie participatory processes in decision making. This study examines one instance of participatory research to assess the extent to which the documented benefits of participatory decision-making hold up in the context of research. A survey of Chilean shell-fishers engaged in research with marine biologists assesses the relationships between four variables: fishers’ participation in research, fishers’ opinions of biologists, fishers’ trust in biologists, and fishers’ acquisition of knowledge from biologists. Results illuminate the multidimensionality of these variables and suggest that complex interrelationships between them make the benefits of participatory research more nuanced than those reported for participatory decision-making. For instance, participatory research may provide low benefits when participatory research outcomes differ little from those produced solely by scientists. In addition, high-cost scenarios may result when outcomes of participatory research are inferior to those produced solely by scientists. A third downside may result when participation leads participants to increase their deference to scientific knowledge, thereby defeating the corroborative purpose of their participation. A fourth effect may occur when increased trust by in scientists results from participation, decreasing participants’ perceived need to take part in research.  相似文献   

Multi-objective autocalibration of SWAT model for improved low flow performance for a small snowfed catchment     

Vinod Chilkoti  Ram Balachandar 《水文科学杂志》2013,58(10):1482-1501

ABSTRACT

A reliable modelling framework needs to ensure that the model is simulating reality with limited uncertainty, thus enhancing its predictive ability. In the literature, hydrological model assessment using one or more metrics is reported to be inadequate when the river flow regime is required to be reproduced comprehensively. This research is aimed to: (a) calibrate the Soil and Water Assessment Tool (SWAT) based on the concept of multi-objective optimization by applying the Borg multi-objective evolutionary algorithm (MOEA); (b) apply hydrological signatures as objective functions; and (c) adopt a multi-metric approach for model evaluation. The SWAT model was coupled with a relatively newer and powerful Borg MOEA. The inclusion of hydrological signatures as objective functions along with the conventional statistical functions assisted in improving the performance for low flows by 135% in terms of volume efficiency and 65% for flow time series simulation.  相似文献