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.     

Water system characteristics of Karst river basins in South China and their driving mechanisms of hydrological drought

Natural Hazards - It is common knowledge that drought is considered one of the most damaging natural disasters in terms of economic costs, societal problems, and ecological impacts. In this study,...     

鄂尔多斯盆地西峰和姬塬油田长81段低渗透储层迥异性

利用岩芯、薄片、测井等资料,从储层特征及孔隙演化角度对比分析了西峰和姬塬油田长8₁低渗透储层的迥异性。分析结果表明,两地区长8₁储层的共性为:1）储层砂体为浅水三角洲前缘的多期叠加的水下分流河道厚层砂体,且在空间上具有良好的连续性;2）砂体为岩屑长石砂岩和长石岩屑砂岩,属于细砂岩和极细砂岩,分选以较好为主;3）储层孔隙类型以粒间孔和溶蚀孔为主,原始孔隙度约38%,压实作用、胶结作用孔隙损失率约35%,最终储层孔隙度约7%。两地区长8₁储层存在以下差异:1）姬塬地区长8₁水下分流河道砂体叠加期次不明显,为"连续退积式"沉积模式,而西峰地区具有明显的垂向加积特征,为"顶牛"沉积模式;2）粒间孔、岩屑溶孔、晶间孔姬塬地区低于西峰地区,而溶蚀孔姬塬地区高于西峰地区;3）储层后期成岩演化过程中,姬塬和西峰地区长8₁砂体平均胶结孔隙度损失率为13.87%和11.99%,姬塬地区胶结孔隙度损失程度高于西峰地区,而溶蚀增孔率分别为3.71%和2.79%,姬塬地区溶蚀增孔率高于西峰地区。     

高亚洲地区冰崩灾害的研究进展

在全球气候变化的背景下,冰崩灾害极有可能成为人类面临的新常态。特别是在高亚洲地区,冰崩灾害事件严重威胁"亚洲水塔"的命运和"第三极"的生态安全。因此,研究冰崩灾害事件对于保障"一带一路"国家战略的顺利实施和保护"一带一路"沿线国家的生产与生存环境具有重要的现实意义。通过梳理历史上有记录的几次冰崩灾害事件,系统介绍冰崩的发生过程;再从冰崩体的物质组成、冰崩体的运动特征、冰崩发生的可能原因以及冰崩的影响等方面总结了冰崩的研究内容;重点阐述了冰崩的研究方法;最后讨论了当前冰崩研究存在的问题,并从冰崩研究方法等角度展望了未来冰崩灾害事件的研究方向。     

新特提斯洋俯冲起始的地质记录:土耳其南部蛇绿岩和变质底板

在现行板块构造理论的框架下,板块的初始俯冲是岩浆活动和构造运动发生转变的重要过程,亦是理解板块运动的关键节点。在俯冲起始过程中,主要存在四个方面的地质记录,分别为一系列地球化学成分多样的岩浆活动、SSZ型蛇绿岩、变质底板和玻安岩及其对应的铬铁矿床。特提斯造山带作为公认的研究板块构造理论尤其是初始俯冲的关键场所,一直备受地学界的重视。而土耳其南部构造带作为特提斯造山带的重要组成部分,亦是确定亚欧板块和阿拉伯板块之间缝合线存在的重要标志。该南部构造带是研究新特提斯洋俯冲起始的理想场所,上述关于俯冲初始的四个地质记录均保存良好,且有如下方面的重要特点:1)不同地区的镁铁质岩石甚至同一地区的镁铁质岩石具有不同的地球化学特征,从似洋中脊玄武岩,到过渡型岩石类型和玻安质岩石均有发育; 2)大部分蛇绿岩具有完整的序列,各单元及变质底板岩石中普遍发育侵入的基性岩脉,产状多变,是多期岩浆事件的产物; 3)蛇绿岩下部通常发育一套角闪岩相变质底板,且其年龄与蛇绿岩的形成年龄基本一致; 4)蛇绿岩中普遍发育铬铁矿床,以高Cr型为主,部分蛇绿岩中还赋存高Al-高Cr的过渡型铬铁矿,均被认为是幔源岩浆与地幔橄榄岩反应的产物。因而,这些地质体完整记录了新特提斯洋形成-俯冲-消减的演化过程。     

The Derivation and Validation of TBM Disc Cutter Wear Prediction Model

The problem of disc cutter wear is inevitable when shield or TBM excavating hard rock for a long distance, thus, the study of disc cutter wear model has an important project value on predicting its service life and replacement opportunity. It is put forward by analyzing disc cutter wear mechanism that the main wear form is abrasive wear, which is based on plastic removal mechanism. Then, disc cutter wear rate and linear wear rate prediction models are obtained by approximate calculation and mathematical deduction, which are based on Rabinowicz equation and CSM model. At last, the two models are verified through field test data from three projects, and the results show that the prediction model can accurately reflect the real wear situation of disc cutter.     

Carbon dioxide emission reduction quota allocation study on Chinese provinces based on two-stage Shapley information entropy model

Chinese central government made a commitment to achieve a 40–45% reduction in carbon dioxide (CO₂) per unit of GDP by 2020 compared with 2005. This targeted reduction was allocated averagely among all the provinces rather than individually according to different situations of each province. Though some research has been done regarding this rough allocation, two shortcomings in previous studies exist: Firstly, CO₂ marginal abatement cost (MAC) has been ignored as one of the CO₂ emission reduction allocation indexes. Secondly, either subjective or objective method has been used rather than comprehensively of both subjective and objective method to calculate the weight of each index in the previous studies. In order to fill the gaps, this paper builds a two-stage Shapley information entropy model to allocate CO₂ emission reduction quota among the Chinese provinces based on the equity and efficiency principles. Afterward, three CO₂ emission reduction quota allocation scenarios have been proposed. The results show that the CO₂ MAC is an indispensable index in CO₂ emission reduction quota allocation, because its value of CO₂ Shapley information entropy is the highest among five indexes. CO₂ emission reduction quota of lower-MAC provinces should be allocated larger, while the quota of higher-MAC provinces should be allocated smaller. Therefore, two suggested policies have been proposed: First, differential CO₂ emission reduction quota allocation should be proposed. Second, synergetic development should be promoted.     

A Study of the Extended-range Forecast for the Low Frequency Temperature and High Temperature Weather over the Lower Reaches of Yangtze River Valley in Summer

Based on the observational data, the variations of Intraseasonal Oscillation (ISO) of the daily temperatures and its relationships to the high temperature in summer over the lower reaches of the Yangtze River Valley (LYRV) were studied for the period of 1979-2011. It is found that the daily temperatures over LYRV in May-August was mainly of periodic oscillations of 1525, 3060 and 6070 days, and the interannual variation of the intensity of its 3060-day oscillation had a strongly positive correlation with the number of days with daily highest temperature over 35 ℃ in July-August. Low frequency components of daily temperature in the LYRV, and the principal components of the Eastern Asian 850 hPa low frequency temperature, over a time period ranging from 1979 to 2000, were used to establish the Extended Complex Autoregressive model (ECAR) on an extended-range forecast of the 3060-day low frequency temperature over the LYRV. A 11-year independent real-time extended-range forecast was conducted on the extended-range forecast of low frequency component of the temperature over the LYRV in May-August, for the period ranging from 2001 to 2011. These experimental results show that this ECAR model, which is based on a data-driven model, has a good forecast skill at the lead time of approximately 23 days, with a forecast ability superior to the traditional autoregressive (AR) model. Hence, the development and variation of the leading 3060-day modes for the Eastern Asian 850 hPa low frequency temperatures and temporal evolutions of their relationships to low frequency components of the temperature over the LYRV in summer are very helpful in predicting the persistent high temperature over the LYRV at a 20 to 25 days lead.     

北淮阳东段西汤池岩体地球化学特征、锆石U-Pb定年及成因

西汤池岩体位于安徽北淮阳地区舒城县西汤池一带。西汤池似斑状二长花岗岩具高硅、富碱质特征,为铝饱和碱性系列岩石。稀土元素含量中等,(La/Yb)_N与HREE/LREE值较高,重稀土相对轻稀土亏损明显,Eu呈弱负异常,属轻稀土富集型。大离子亲石元素(Rb、K、La、Nd等)明显富集,而高场强元素(Nb、Ta、P、Ti等)亏损。通过LA-ICP-MS锆石U-Pb定年,获得西汤池二长花岗岩~(206)Pb/~(238)U年龄为(125.5±1.6)Ma,为早白垩世岩浆活动的产物。基于前人关于北淮阳地区区域地质背景方面的研究成果和本次地球化学构造环境判别方面的研究,认为西汤池二长花岗岩属A_1型花岗岩,形成于后碰撞的伸展构造环境。     

综合物探方法在广西妙皇隐伏多金属矿勘查中的应用

妙皇多金属矿区位于来宾凹陷东缘与大瑶山隆起西侧交接部位,广西大瑶山及其西侧铅锌成矿带中部成矿条件优越,历年来开展过多种研究和找矿方法,但找矿效果不佳。通过研究妙皇铜铅锌银矿区的地质条件和成矿背景,运用综合物探方法,对区内部分地质问题及矿产特征进行了推断和预测。2012年,依据地质物探综合成果布置了ZK22701号验证孔,取得了突破性的进展。同时,依据物探成果推测了矿区成矿机理和成矿模式,在找矿方向和找矿潜力方面进行了分析探讨,对中深部找矿具有很好的指导意义。