支持向量机模型的登革热时空扩散预测

针对登革热传播速度及破坏力呈显著上升趋势,但其预测存在一定难度的现状,该文将GIS与支持向量机模型相结合,预测广州市主城区2014年9月登革热时空扩散趋势。在综合分析登革热空间分布模式的基础上,将格网区域周边8个Queen邻域作为影响因子,建立基于支持向量机的登革热时空扩散模型的方法。研究表明,支持向量机模型在样本训练阶段和预测阶段都具有良好的模拟精度,均方根误差分别为1.58、3.72。支持向量机能有效预测登革热时空扩散趋势,能够描述登革热时空扩散过程中复杂的非线性关系,综合预测正确率达81.3%。该模型同样适用于其他疾病时空预测。     

小波与奇异谱分析在地铁保护区监测数据处理中的应用

以南京市地铁沉降监测数据为例,将小波分析和奇异谱分析方法应用在地铁保护区监测数据的处理中。实验证明本方法在探测异常值、获取沉降变形趋势、变形周期等方面具有可行性。     

Measuring the effect of an ongoing urbanization process on biodiversity conservation suitability index: integrating scenario-based urban growth modelling with Conservation Assessment and Prioritization System (CAPS)

The present study adopts an integrative modelling methodology, which combines the strengths of the SLEUTH model and the Conservation Assessment and Prioritization System (CAPS) method. By developing a scenario-based geographic information system simulation environment for Hashtpar City, Iran, the manageability of the landscape under each urban growth scenario is analysed. In addition, the CAPS approach was used for biodiversity conservation suitability mapping. The SLEUTH model was implemented to generate predictive urban layers of the years 2020, 2030, 2040 and 2050 for each scenario (dynamic factors for conservation suitability mapping). Accordingly, conservation suitability surface of the area is updated for each time point and under each urban development storyline. Two-way analysis of variance and Duncan’s new multiple range tests were employed to compare the functionality of the three scenarios. Based on results, the managed urban growth scenario depicted better results for manageability of the landscape and less negative impact on conservation suitability values.     

黄土高原植被恢复潜力研究

黄土高原从1999年开始大规模退耕还林（草）,植被覆盖发生了较大变化,对黄土高原植被恢复现状和恢复潜力进行评估具有重要意义。本文使用1999-2013年SPOT VEG NDVI数据,采用线性回归、Hurst指数分析法、统计学方法以及地理空间分析技术,对黄土高原植被恢复状况和潜力进行了探讨。结论主要为：① 1999年退耕还林（草）以来,黄土高原植被覆盖度呈显著上升趋势,黄土高原三分之二地区的植被将会持续改善;② 植被响应曲线分析表明,黄土区植被覆盖度和干旱指数呈显著的指数关系,且缓坡相关性大于陡坡。土石山区植被响应函数为线性函数,相关系数下降;③ 整个黄土高原地区平均植被恢复潜力为69.75%。植被恢复潜力值东南高而西北低,黄土高原东南地区植被恢复状况较好,其植被恢复潜力指数较小,而植被恢复潜力指数较高的地区主要为北方风沙区及西部丘陵沟壑区;④ 不同降水量条件下,植被恢复速度差别显著,其中降水量在375~575 mm之间的地区,植被恢复最快。植被恢复措施应该“因水制宜”,避免因造林带来的土壤干化加剧。研究结果以期为黄土高原生态文明建设提供科学支撑。     

A LIMITED-LENGTH-SCALE k-ε MODEL FOR THE NEUTRAL AND STABLY-STRATIFIED ATMOSPHERIC BOUNDARY LAYER

Analytical and numerical models of the neutral and stably-stratifiedatmospheric boundary layer are reviewed. Theoretical arguments andcomputational models suggest that a quasi-steady state is attainable in aboundary layer cooled from below and it is shown how this may be incorporatedwithin a time-steady, one-dimensional model. A new length-scale-limitedk- model is proposed for flows where a global maximum mixing length isimposed by the finite boundary-layer depth or, in stably-stratifiedconditions, by the Obukhov length, whilst still reducing to a form consistentwith the logarithmic law in the surface layer. Simulations compare favourablywith data from the Leipzig experiment and from Cardington airfield inEngland.     

Analysis of the Spatio-temporal Changes in Acid Rain and Their Causes in China (1998-2018)

With the rapid development of the economy, acid rain has become one of the major environmental problems that endanger human health. Being the largest developing country, the environmental problems caused by acid rain are of increasing concern with the rapid industrialization and urbanization in China. Recently, many researchers have focused on acid rain. To better understand the temporal and spatial dynamics of acid rain in China, the monitoring data on acid rain from 1998 to 2018 were studied using ArcGIS 10.2. The results show that the proportion of acid rain cities, the frequency, and the area of acid rain were decreasing, however, the situation still remains serious. Overall, the chemical type of acid rain was mainly sulfuric acid rain. However, the concentration ratio of SO₄ ^2-/NO₃ ^- decreased by 81.90% in 2018 compared with 1998, and presented a decreasing trend, which indicates that the contribution of nitrate to precipitation acidity has been increasing year by year. This research will help us to understand the distribution characteristics and causes of acid rain in China, and it may provide an effective reference for the prevention and control of acid rain in China.     

甘肃省“五化”协同发展时空演变格局及影响因素分析

以2005年、2010年和2015年甘肃省87个县区、县级市及自治县的工业化、城镇化、信息化、农业现代化与绿色化（简称“五化”）为研究对象,利用空间自相关分析、地理加权回归分析等空间分析方法,结合构建的“五化”协同发展模型,对甘肃省“五化”协同发展的时空分异格局、时空演变趋势和影响因素进行研究分析,以期为甘肃省各市州科学的制定发展政策提供参考。结果表明：甘肃省“五化”协同发展格局具有明显的空间相关性且空间差异显著,协同水平呈现出明显的西北高、东南低分布格局;“五化”发展水平和综合水平较低,协同水平总体不高,以轻度失调、濒临失调和勉强协同为主,但总体上升幅度较大;“五化”协同发展的影响因素,按其影响力大小依次为：农村居民人均可支配收入 > 城乡居民可支配收入差 > 固定资产投资总额 > 财政支出 > 地形起伏度 > 城乡居民消费差 > 降水量。     

北京地区城市热岛强度长期变化特征及气候学影响机制

选择北京地区为研究区,基于1967~2016年城市站（北京站）和城郊农村站（密云站）的长期气象观测数据,研究平均气温、最高气温、最低气温对应的城市热岛强度长期变化特征及其气候学影响机制。研究发现,过去50 a平均气温和最低气温对应的城市热岛强度显著增加,增温率分别为0.29℃/10a和0.45℃/10a,而最高气温对应的城市热岛强度则没有明显变化趋势;统计分析显示过去50 a北京地区相对湿度、风速和日照时数显著降低以及气温显著上升有利于城市热岛的形成,强化城市热岛强度;未来全球变暖和快速城市化背景下北京地区城市热岛效应将进一步加剧,形成更频繁和持续时间更长的夏季城市高温热浪,严重危及城市居民生产生活和生命健康。     

中等排放情景下中国未来不同强度降雨对总降雨贡献的区域差异（2006―2100年）

采用RCP6.0中等排放情景下2006―2100年WRF 30 km×30 km日值降雨数据,根据中国气象局颁布的降雨强度等级划分标准,探究了中国不同强度降雨及其对总降雨贡献的变化趋势的空间差异特征。结果表明：1）在雨量上,中等排放情景下2006―2100年中国不同强度降雨呈现出不同的空间分异格局。小雨和中雨自东北向西南呈“高―低―高”的三块式空间分布特征;大雨、暴雨、大暴雨和总暴雨均呈“东南高,西北低”的分异格局;特大暴雨仅东南沿海的部分地区分布较多;总降雨呈“南方高,北方次之,西北低”的空间分异格局。2）在雨量贡献率上,强降雨对总降雨的贡献率普遍存在“东南高,西北低”特征,而弱降雨对总降雨的贡献率恰恰相反;不同强度暴雨对总暴雨的贡献率也有类似分布特征。3）在雨量变化趋势上,中国不同强度降雨变化趋势呈现出不同的空间分异格局,但强降雨呈增加趋势的区域显著多于呈减少趋势的区域。4）在雨量贡献率变化趋势上,强（弱）降雨对总降雨的贡献率呈增加（减少）趋势的区域占主导,强降雨对总降雨的贡献率呈增加趋势的地区明显多于弱降雨。5）在不同强度暴雨对总暴雨贡献率的变化趋势上,大暴雨和特大暴雨对总暴雨的贡献率呈增加趋势的区域明显多于暴雨。预估结果表明,中国东部降雨在朝着极端化方向发展。     

Can MODIS Detect Trends in Aerosol Optical Depth over Land?

The Moderate Resolution Imaging Spectroradiometer(MODIS) sensor onboard NASA's Aqua satellite has been collecting valuable data about the Earth system for more than 14 years, and one of the benefits of this is that it has made it possible to detect the long-term variation in aerosol loading across the globe. However, the long-term aerosol optical depth(AOD)trends derived from MODIS need careful validation and assessment, especially over land. Using AOD products with at least 70 months' worth of measurements collected during 2002–15 at 53 Aerosol Robotic Network(AERONET) sites over land,Mann–Kendall(MK) trends in AOD were derived and taken as the ground truth data for evaluating the corresponding results from MODIS onboard Aqua. The results showed that the AERONET AOD trends over all sites in Europe and North America, as well as most sites in Africa and Asia, can be reproduced by MODIS/Aqua. However, disagreement in AOD trends between MODIS and AERONET was found at a few sites in Australia and South America. The AOD trends calculated from AERONET instantaneous data at the MODIS overpass times were consistent with those from AERONET daily data, which suggests that the AOD trends derived from satellite measurements of 1–2 overpasses may be representative of those from daily measurements.