Real-time identification of urban rainstorm waterlogging disasters based on Weibo big data

With the acceleration of urbanisation in China, preventing and reducing the economic losses and casualties caused by urban rainstorm waterlogging disasters have become a critical and difficult issue that the government is concerned about. As urban storms are sudden, clustered, continuous, and cause huge economic losses, it is difficult to conduct emergency management. Developing a more scientific method for real-time disaster identification will help prevent losses over time. Examining social media big data is a feasible method for obtaining on-site disaster data and carrying out disaster risk assessments. This paper presents a real-time identification method for urban-storm disasters using Weibo data. Taking the June 2016 heavy rainstorm in Nanjing as an example, the obtained Weibo data are divided into eight parts for the training data set and two parts for the testing data set. It then performs text pre-processing using the Jieba segmentation module for word segmentation. Then, the term frequency–inverse document frequency method is used to calculate the feature items weights and extract the features. Hashing algorithms are introduced for processing high-dimensional sparse vector matrices. Finally, the naive Bayes, support vector machine, and random forest text classification algorithms are used to train the model, and a test set sample is introduced for testing the model to select the optimal classification algorithm. The experiments showed that the naive Bayes algorithm had the highest macro-average accuracy.     

张广才岭南段两个侏罗纪花岗岩体的地球化学特征及其地质意义

通过LA-ICP-MS锆石U-Pb定年和岩石化学分析,研究了张广才岭南段上营北岩体和帽儿山岩体的形成年代,地球化学特征和形成环境。上营北岩体为中粗粒钾长花岗岩,帽儿山岩体为中细粒黑云母钾长花岗岩。上营北岩体的加权平均年龄为178.9±2.7 Ma,帽儿山岩体为183.7±2.4 Ma,均为早侏罗世侵入岩。上营北岩体和帽儿山岩体主量元素都具有Si O_2和K_2O含量较高,Ti O_2、Mg O、Ca O含量较低,TFe O/Mg O值较高的特点;上营北岩体A/CNK=0.98~1.08,里特曼指数σ=1.51~2.66;帽儿山岩体含铝指数A/CNK=1.00~1.01,里特曼指数σ=2.12~2.36。上营北岩体稀土元素配分模式为海鸥型,轻重稀土分馏不明显;帽儿山岩体稀土元素配分模式为右倾型,轻稀土较重稀土富集;两个岩体均富集Rb、K,Ba、Nb、Ta、Sr、Ti、P、Ho、Er、U、Eu等元素出现不同程度的亏损。地球化学特征分析显示上营北岩体和帽儿山岩体均为A_2型花岗岩,为后造山型花岗岩,形成于兴蒙造山带后造山的伸展环境。     

Estimating satellite phase fractional cycle biases based on Kalman filter

Phase fractional cycle biases (FCBs) originating from satellites and receivers destroy the integer nature of PPP carrier phase ambiguities. To achieve integer ambiguity resolution of PPP, FCBs of satellites are required. In former work, least squares methods are commonly adopted to isolate FCBs from a network of reference stations. However, it can be extremely time consuming concerning the large number of observations from hundreds of stations and thousands of epochs. In addition, iterations are required to deal with the one-cycle inconsistency among FCB measurements. We propose to estimate the FCB based on a Kalman filter. The large number of observations are handled epoch by epoch, which significantly reduces the dimension of the involved matrix and accelerates the computation. In addition, it is also suitable for real-time applications. As for the one-cycle inconsistency, a pre-elimination method is developed to avoid iterations and posterior adjustments. A globally distributed network consisting of about 200 IGS stations is selected to determine the GPS satellite FCBs. Observations recorded from DoY 52 to 61 in 2016 are processed to verify the proposed approach. The RMS of wide lane (WL) posterior residuals is 0.09 cycles while that of the narrow lane (NL) is about 0.05 cycles, which indicates a good internal accuracy. The estimated WL FCBs also have a good consistency with existing WL FCB products (e.g., CNES-GRG, WHU-SGG). The RMS of differences with respect to GRG and SGG products are 0.03 and 0.05 cycles. For satellite NL FCB estimates, 97.9% of the differences with respect to SGG products are within ±?0.1 cycles. The RMS of the difference is 0.05 cycles. These results prove the efficiency of the proposed approach.     

基于地理加权模型的农村居民点空间格局及影响因子分析——以湖北省麻城市为例

以湖北省麻城市2009年和2015年农村居民点为研究对象,采用区位指数和核密度测算法对农村居民点空间分布形态进行分析,运用传统最小二乘法和地理加权模型从全域和局部角度分析自然地貌、社会经济、生态限制等因素影响农村居民点空间演变的作用机制。研究得出:麻城市2009—2015年农村居民点用地面积增长率达6.92%,斑块主要以分散式外延扩张为主,空间结构演变总体上呈现沿沪汉蓉快速铁路和武麻公路向四周扩散的连续分布特征。从全域上看,农村居民点分布格局与坡度、公路、建制镇、风景名胜区、河流呈空间负相关关系;从局部影响程度来看,最大正向影响因子为人均收入和高程,负向影响因子主要是坡度和河流,其他影响因子随地理位置变化正负向影响均存在。     

工业测量中三维坐标系统的转换

工业测量系统中,通常会接触到多种坐标系统,例如测量坐标系、物方坐标系、设计坐标系等。因此,在数据分析时常常会遇到三维坐标转换的问题。本文采用轴对准法,基于Matlab程序语言,实现了三维坐标的转换。     

Research on Creep Deformation and Control Mechanism of Weak Surrounding Rock in Super Large Section Tunnel

Geotechnical and Geological Engineering - In order to solve the difficulties of creep deformation of surrounding rock in super large section tunnel, taking Letuan tunnel of Binlai expressway, a...     

Geomorphic natural hazard on loess terrain: expansion on the gully sidewall

Natural Hazards - Gully sidewall expansion is an important geomorphic natural hazard, and the expansion destroys a large extent of agricultural land in the loess regions every year. The main aim of...     

广西大瑶山东南缘侏罗纪埃达克质花岗岩的特征、成因及构造意义

对钦杭结合带西南段大瑶山东南缘的中晚侏罗世埃达克质花岗岩（165~153 Ma）进行了岩石学、地球化学研究,并探讨了埃达克质和TTG岩类的特征属性。岩石SiO₂含量63.76%~72.13%,总体具高Al₂O₃（Al₂O₃≥15%）、低MgO （<3%）,亏损重稀土元素（HREE）、正Eu异常或弱的负Eu异常,低Y （≤18×10^-6）和Yb （≤1.9×10^-6）,高Sr （>300×10^-6）和Sr/Y值（>20）等埃达克岩独特的地球化学特征。结合区域构造演化分析认为,该侏罗纪埃达克质花岗岩形成于陆内伸展构造背景,为大陆板内加厚（隆起区）的下地壳底部岩石部分熔融的产物,属大陆板内环境I型花岗岩。具有类似于低镁安山岩/闪长岩系列（LMA）和镁安山岩/闪长岩系列（MA）两种高压型TTG亚类的属性,为古俯冲增生带下地壳弧型岩石熔融的继承性特征,与中生代古太平洋俯冲板片熔融过程无关,属非俯冲成因的埃达克/TTG岩类。其空间上与大瑶山东南缘早古生代俯冲增生带高度重合,且与早古生代TTG侵入岩组合紧密相邻,提示它们可能源自于早古生代洋壳俯冲带或大陆边缘弧下地壳玄武质岩石的部分熔融,因而具有洋俯冲成因的特征属性。     

广西隆安都结剖面下石炭统都安组上部鲕粒类型及其地质意义

鲕粒是一类特殊的沉积颗粒,为古气候和古海洋环境的重要指示器。为了深入认识此类特殊颗粒的成因机制、形成环境及地质意义,对广西隆安地区都结剖面下石炭统都安组上部含鲕粒地层开展了古生物学、沉积学和岩相学研究。研究区共识别出5种主要的鲕粒类型:放射状纹层鲕粒(O1)、规则同心放射状纹层鲕粒(O2)、不规则同心放射状纹层鲕粒(O3)、泥晶鲕粒(O4-A和O4-B)和复合鲕粒(O5)。各类鲕粒的显微组构和沉积环境指示其具有不同的形成过程,其中水动力条件影响和控制着鲕粒的发育和分布情况。研究区含鲕粒地层形成于维宪期末-谢尔普霍夫期,恰好对应早石炭世晚期冰川作用的开始。受冰川作用影响,全球海平面频繁波动,研究区地处低纬度地区并以浅滩和潮坪沉积环境为主,为鲕粒的形成提供了适宜的水体条件,即温暖、动荡的浅水环境。此外,含鲕粒岩层内广泛发育钙质微生物和微生物席,说明微生物活动在研究区较为常见,可能与鲕粒的形成过程具有一定的关联。