极端降水事件变化的观测研究

利用湖北1961—2014年站点逐日降水资料及人口和人口城乡构成数据,通过平均值分离、最小二乘法拟合、趋势系数和气候倾向率分析、M-K检验和累积距平检验等方法,从时空分布、趋势变化、局地特征等方面,分析了近54 a湖北极端降水的变化特征及其与城市化的关系,结果表明：(1)对于第95百分位的极端降水事件,湖北极端降水阈值的范围为43.5~85.1 mm,大部分站的阈值在暴雨雨量范围,高阈值区位于江汉平原和鄂东,低阈值区位于鄂西北,最高阈值出现在武汉站,最低阈值出现在竹山站和房县站。(2)近54 a来湖北多年平均的极端降水日(D_ep)、极端降水量(P_ep)、极端降水强度(I_ep)、最大5 d降水(R_{5 d})和雨量比均存在明显的区域特征,但I_ep、R_{5 d}的地域差异不如D_ep、P_ep明显。鄂西南南部以及鄂东南东部和南部是极端降水事件的高发区,鄂西北北部是极端降水事件的低发区。(3)极端降水指数(R)能反映极端降水的强弱,其大尺度存在明显的年际差异,而长期变化趋势不显著,P_ep、I_ep和雨量比呈弱增加趋势,R_{5 d}和极端降水频数呈弱减少趋势。(4)城市化发展速度会改变R及其局地距平百分比DR_ij、趋势系数和气候倾向率的空间分布。随着城市化发展速度加快,湖北城市“雨岛效应”的格局发生了变化,D_ep、P_ep、I_ep、R_{5 d}及其DR_ij从南北差异明显变为东西差异明显,江汉平原和鄂东的D_ep、P_ep、I_ep、R_{5 d}增加,而鄂西南的减少,且四者趋势系数通过显著性水平检验的站点数更多,气候倾向率绝对值也普遍增大,但大部分站点的变化趋势为负值。(5)湖北极端降水具有明显的城市效应,城市化发展速度较快的大城市代表站的极端降水阈值大于配对的小城市代表站,两种代表站平均的D_ep、P_ep、I_ep、R_{5 d}的年际变化较一致,但大城市代表站的I_ep、R_{5 d}普遍较大,极端降水的变化趋势更明显。

     

黄河中下游沿线城市水资源利用效率的时空演变及影响因素

采用超效率DEA模型、GIS空间分析方法、动态面板的系统GMM估计方法对2010—2017年黄河中下游沿线城市水资源利用效率时空格局及影响因素进行分析,结果表明:①黄河中下游沿线城市水资源利用效率整体由2010年的0.70波动下降为2017年的0.67,且区域内70%以上的城市水资源利用效率变动趋势与其一致;②黄河中下游沿线城市水资源利用效率呈"U"型区域两侧相对较高,中间区域相对较低的空间分布态势,且空间分布重心始终位于地理重心的北方;③环境规制、经济发展水平、产业结构优化、技术水平对水资源利用效率呈显著正向影响,农田水利设施建设、城镇化对水资源利用效率呈显著负向影响。研究结论可为黄河流域生态保护与高质量发展的推进提供决策支持。     

Distribution coefficients of210Pb and210Po in laboratory and natural aquatic systems

We have measured the distribution coefficient (Kd) of²¹⁰Po and²¹⁰Pb in laboratory systems and in natural freshwater systems. In the laboratory systems, an inverse relationship was observed between the particle concentration of sand or lake sediment, and the distribution coefficients of²¹⁰Po and²¹⁰Pb. The slope of the log-linearK _d vs particle concentration relation is consistent with existingK _d-particle concentration theories. These laboratory observations are consistent with similar measurements in two lakes. TheK _d values of Po and Pb for the bottom sediment-pore water system with a high particle concentration were 10 to 100 times lower than those for dilute concentrations of particles suspended in the lake water. TheK _d of²¹⁰Pb in the sediments was >10⁴ so that the diffusive transport of²¹⁰Pb has only a small influence on the interpretation of²¹⁰Pb concentration-depth profiles and the²¹⁰Pb dating of these sediments.This is the second of a series of papers to be published by this journal following the 20^th anniversary of the first application of²¹⁰Pb dating of lake sediments. Dr P. G. Appleby is guest editing.     

Incorporating GIS Building Data and Census Housing Statistics for Sub-Block-Level Population Estimation

This article presents a deterministic model for sub-block-level population estimation based on the total building volumes derived from geographic information system (GIS) building data and three census block-level housing statistics. To assess the model, we generated artificial blocks by aggregating census block areas and calculating the respective housing statistics. We then applied the model to estimate populations for sub-artificial-block areas and assessed the estimates with census populations of the areas. Our analyses indicate that the average percent error of population estimation for sub-artificial-block areas is comparable to those for sub-census-block areas of the same size relative to associated blocks. The smaller the sub-block-level areas, the higher the population estimation errors. For example, the average percent error for residential areas is approximately 0.11 percent for 100 percent block areas and 35 percent for 5 percent block areas.     

Predicting demand for 311 non-emergency municipal services: An adaptive space-time kernel approach

Many cities in the United States and Canada offer a 311 helpline to their residents for submitting requests for non-emergency municipal services. By dialing 311, urban residents can report a range of public issues that require governmental attention, including potholes, graffito, sanitation complaints, and tree debris. The demand for these municipal services fluctuates greatly with time and location, which poses multiple challenges to effective deployment of limited resources. To address these challenges, this study uses a locally adaptive space-time kernel approach to model 311 requests as an inhomogeneous Poisson process and presents an analytical framework to generate predictions of 311 demand in space and time. The predictions can be used to optimally allocate resources and staff, reduce response time, and allow long-term dynamic planning. We use a bivariate spatial kernel to identify the spatial structure and weigh each kernel by corresponding past observations to capture the temporal dynamics. Short-term serial dependency and weekly temporality are modeled through the temporal weights, which are adaptive to local community areas. We also transform the computation-intensive parameter estimation procedure to a low dimensional optimization problem by fitting to the autocorrelation function of historical requests. The presented method is demonstrated and validated with sanitation service requests in Chicago. The results indicate that it performs better than common industry practice and conventional spatial models with a comparable computational cost.     

基于空间公平理论的公共交通服务评价——以深圳市为例

使用空间无关的公平性衡量指数评价公交服务时,会忽视公交服务需求与供给的空间分布特征.为解决此问题,论文提出基于空间公平理论的公交服务评价框架,即通过构建综合基尼系数与莫兰指数的空间公平评价方法,实现整体尺度公交服务评价;通过对分析单元上相对需求与相对供给变量的匹配关系、空间差距进行分析,实现局部尺度公交服务评价,对整体...     

�����Ƚ��ֻ�������Bayes���Ʒ��ڵؿ��α�����е�Ӧ��

??????????????????α?????GPS???ι???????????α?????????????????????????????????????????????????????????????????????????в??????????????????????????????????????????α???????????????????ι????????????α???????????????????Ч?????????????????????????????????Bayes?????????????????α?????????????????????????????????????????????????????????????????????????????????????????????Щ???????????????????????????????????????????????????GPS????????м??????????????????????????Ч???????????????????????????????????????     

2022年1月8日青海门源6.9级地震机器学习地震预警震级估计与现地阈值报警的回溯验证

2022年1月8日1时45分青海省海北州门源县发生6.9级地震, 周边地区普遍有感, 并导致多条高铁线路临时停运. 本文利用这次地震获取的大量烈度计加速度记录, 基于正在进行系统研发的机器学习地震预警方法模块, 对地震预警震级估计与现地阈值报警进行了回溯验证. 结果表明: 在地震发生后3.1 s, 震级估计为6.5级, 且震级估计误差不受信噪比和震中距变化的影响, 随着首台触发后时间的增加, 震级估计逐渐接近实际震级. 对于现地地震动速度峰值PGV(Peak Ground Velocity)预测, 各个台站在P波到达后3 s时, 预测PGV与观测PGV呈现1:1线性关系, 随着P波到达后时间窗的增加, 预测PGV逐步接近观测PGV, 且PGV预测误差不受信噪比和震中距变化的影响. 现地台站仪器烈度阈值设置为Ⅵ度时, 报警成功、误报、漏报的百分比分别为99.53%、0%、0.47%, 平均预警时间为19.62 s, 且地震烈度Ⅵ度区内没有发生误报和漏报; 现地台站仪器烈度阈值设置为Ⅶ度时, 报警成功、误报、漏报的百分比分别为99.77%、0%、0.23%, 平均预警时间为9.69 s, 且地震烈度Ⅶ度区内没有发生误报和漏报. 此次回溯验证结果表明: 机器学习方法在这次地震中可以得到鲁棒的震级估计和现地阈值报警结果, 并为该方法的在线测试以及中国地震预警系统升级提供可行性依据; 其次, 在这次地震事件中, 烈度计可为预警提供额外的作用, 这也为烈度计在未来地震预警的研究和应用中提供了更多的可能性.

     

APPLICATION OF GEOGRAPHICAL PARAMETER DATABASE TO ESTABLISHMENT OF UNIT POPULATION DATABASE

Now GIS is turning into a good tool in handling geographical, economical, and population data, so we can obtain more and more information from these data. On the other hand, in some cases, for a calamity, such as hurricane, earthquake, flood, drought etc., or a decision-making, such as setting up a broadcasting transmitter, building a chemical plant etc., we have to evaluate the total population in the region influenced by a calamity or a project. In this paper, a method is put forward to evaluate the population in such special region. Through exploring the correlation of geographical parameters and the distribution of people in the same region by means of quantitative analysis and qualitative analysis, unit population database (1km× 1km) is established. In this way, estimating the number of people in a special region is capable by adding up the population in every grid involved in this region boundary. The geographical parameters are obtained from topographic database and DEM database on the scale of