基于随机森林的突发事件分级模型研究

突发事件的分级是快速响应和有效应对的基础,为了解决目前突发事件分级宽泛、主观性强和动态适应性弱等问题,将多分类器集成引入突发事件的分级过程中,借助随机森林组合分类器,针对突发事件特征,构建突发事件分级的随机森林模型,形成突发事件分级过程,进而对事前的应急预案制定、事中的应急资源配置和应急决策提供有力支撑;最后,以2014-2016年洪涝灾害突发事件为例检验构建的模型和过程。研究结果表明:与支持向量机方法相比,通过检验随机森林组合分类器分类结果准确率达到97.56%,在突发事件分级的应用上是可行的,进而可为突发事件的快速响应和应急决策提供信息支撑和参考依据。     

Accounting for monogastric livestock as a driver in global land use and cover change assessments

Land systems are described based on various characteristics, including land cover composition and agricultural production. However, it is uncertain to what extent livestock, particularly monogastric livestock, determines land systems. We included monogastrics in a land system classification, and statistically analyzed the land cover composition and agricultural production of otherwise similar land systems with and without monogastric livestock. The results indicate that land systems with monogastrics are statistically different from their counterparts in the classification without monogastrics in terms of grassland area and crop yields, but are less different in terms of tree area, crop area, and ruminant livestock production. We then used a land systems map that includes monogastrics in the classification and a similar map that does not include monogastrics to project future changes in a novel manner that integrates livestock as a determinant of land systems. The results show that including monogastrics in otherwise similar projections yields less cropland intensification and more cropland expansion in several world regions, including Northern Africa and the Middle East. Other regions, such as Europe and Australia, were characterized by less decrease or more increase in tree area in the application with monogastrics, mainly due to the occurrence of open forests with monogastrics. This study prompts a call for improved characterization of land systems for land use and cover change (LUCC) assessments in order to better represent LUCC driven by monogastric livestock.     

生态系统服务市场化工具:概念、类型与适用

生态系统服务市场化工具作为一种与命令控制型进路相对的环境政策工具,最初与污染问题相联系而出现,之后扩展至生物多样性和生态系统服务的保护,被认为能够更有效地应对市场失灵,为自然资源管理提供正向激励,有助于优化资源配置以及填补生态保护资金缺口。通过对生态系统服务市场化工具概念、类型和适用的考察,可以发现生态系统服务市场化工具的概念虽频繁出现,但界定过于宽泛模糊,几乎泛指所有带有价格成分的工具;生态系统服务市场化工具的类型划分并不一致,基于归纳的类型划分将现行市场化工具归纳为基于价格的机制、基于数量的机制和市场摩擦机制三类,而基于演绎的类型划分,则将市场化工具分为直接市场交易、许可证交易、反向拍卖、科斯类型协议、调控价格变化和自愿性价格信号六类;生态系统服务市场化工具的适用需要以生态系统服务的货币化为前提,受制于制度背景,并且应当针对市场的弊端予以法律规制,确保交易能够真正提供环境效益;市场化工具的选择不仅有赖于数字运算,还应当考虑多种因素并予以权衡,同时综合运用各种市场化或非市场化工具。中国在建立健全生态保护市场体系的过程中,应当把握生态系统服务市场化工具通过生态系统服务货币化和商品化解决环境外部性问题这一实质,理解缓解银行、生态系统服务付费、反向拍卖、生态标签和生态认证等典型市场化工具的运行机理,明确生态系统服务市场化工具适用的前提和规则,更好地发挥市场化工具的积极功效,从而实现特定的环境政策目标。     

江苏省地理标志概况与价值评估体系构建研究

以江苏省43个地理标志为研究对象,根据国家地理标志的分类方法对其进行分类,构建价值评估体系,探讨地理标志产品的内在价值及发展重点。研究表明,江苏省地理标志类型较为单一,分布均匀;开发程度不同,可分为开发匮乏型、有待开发型和开发成熟型。通过价值体系评价可见,江苏省应重点挖掘产品的自身特色,发展价值意义突出的地理标志。     

基于RS的成都市城市扩张监测与分析

随着21世纪人口和经济的快速增长,城市扩张速度明显加快,如何快速获取城市的扩张信息并进行分析,对城市的规划和可持续发展具有十分重要的意义。采用监督分类方法对3个时相的成都市建成区进行提取,并分析比较。在此基础上,结合相关的统计数据分析,得出成都市城区的扩张与经济发展密切相关,人口增长与基础设施完善也起到了重要的驱动作用。     

Prediction of Streamflow Regime and Annual Runoff for Ungauged Basins Using a Distributed Monthly Water Balance Model1

Moore, R.D. (Dan), J.W. Trubilowicz, and J.M. Buttle, 2011. Prediction of Streamflow Regime and Annual Runoff for Ungauged Basins Using a Distributed Monthly Water Balance Model. Journal of the American Water Resources Association (JAWRA) 48(1): 32‐42. DOI: 10.1111/j.1752‐1688.2011.00595.x Abstract: Prediction of streamflow in ungauged basins is a global challenge, but is particularly an issue in physiographically complex regions like British Columbia (BC), Canada. The objective of this study was to assess the accuracy of a simple water balance model that can be run using existing spatial datasets. The model was developed by modifying an existing monthly water balance model to account for interception loss from forest canopy, glacier melt, and evaporation from lakes. The model was run using monthly climate normals from the ClimateBC application, which have a horizontal resolution of 400 m. Each ClimateBC grid cell was classified as forest, open land, glacier or water surface based on provincial scale digital maps of biogeoclimatic zones, glaciers, and water. The output was monthly mean runoff from each grid cell. These values were integrated within the catchment boundaries for streams gauged by the Water Survey of Canada. Annual runoff was predicted with modest accuracy: after updating the predicted runoff by interpolating errors from neighboring gauged streams, the mean absolute error was 25.4% of the gauged value, and 52% of the streams had errors less than 20%. However, the model appears to be quite robust in distinguishing between pluvial, hybrid, and melt‐dominated hydroclimatic regimes, and therefore has promise as a tool for catchment classification.     

湖北省降水分区研究

利用湖北省19个国家级气象台站1956~2009年逐月降水资料,采用分层聚类方法,基于聚类分析碎石图和聚类树状图来探索最适宜的分区方案,对湖北省全年、逐月降水进行了分区,并结合西太平洋副热带高压的移动探讨了分区的合理性,之后逐区进行了自相关分析和趋势分析。结果表明：湖北省全年降水分区为5区,1~12月降水分区分别为3、3、4、3、5、4、3、3、3、4、3、3个区。各月降水分区的差异性与西太平洋副热带高压的南北移动有密切关系,副高脊线在北纬18°以南、北纬20°以北,以及缓慢南退过程中,分区形式有较大差异。自相关分析以及趋势分析结果表明单一气象站不能代表所在分区的气候特点,而所在分区又不能代表湖北省的气候特点,基于不同目的,进行分区和综合,将有助于研究特定区域的气候特点     

自然灾害社会脆弱性评估研究——以上海市为例

基于投影寻踪聚类模型(PPC),结合基于实数编码的加速遗传算法(RAGA),对上海市进行了自然灾害社会脆弱性评估的尝试。结果表明:①灾害社会脆弱性最高的为崇明县,其次为宝山区和金山区;②灾害社会脆弱性最低的是黄埔区,其次是徐汇区和静安区;③总体而言,灾害脆弱性较低的地区集中于上海城市中心区,而城市边缘区的社会脆弱性一般较高。     

中国人口集疏格局与形成机制研究

人口集聚和疏散是人口空间分布格局最直观和最集中的体现,基于人口集聚度的中国人口集疏的空间格局和形成机制的研究,有助于准确把握中国人口空间分布的基本脉络,具有重要的学术价值和实践意义。研究采用了人口集聚度分级评价的方法,依据人口集聚度的不同,将各个地区划分为不同等级的人口集聚区,并对其分别讨论。在此基础上,结合中国人口分布格局、自然条件的空间分布格局、人居环境自然适宜性评价结果以及经济发展格局和城市化格局,对中国的人口集疏的空间格局进行了归纳,并进一步对相应的形成机制进行了探讨,得出了我国人口分布的空间不平衡日益加剧,并呈现沿海、沿江、沿线集聚的态势的基本结论,并对我国人口分布集疏格局的形成进行了探讨,提出了自然因素奠定我国人口分布的基本格局,而经济发展不平衡与城市化成为人口集聚的动力的观点。     

陕西关中地区城市灾害评价

本文在详细分析关中地区六个大中城市的主要自然灾害和城市地质灾害的基础上，分别评价了各种灾害造成的经济损失，各个城市的灾害危险性、易损性和抗灾能力，并结合防灾对策对城市进行了综合分类。