Mapping fine‐scale urban housing prices by fusing remotely sensed imagery and social media data

The accurate mapping of urban housing prices at a fine scale is essential to policymaking and urban studies, such as adjusting economic factors and determining reasonable levels of residential subsidies. Previous studies focus mainly on housing price analysis at a macro scale, without fine‐scale study due to a lack of available data and effective models. By integrating a convolutional neural network for united mining (UMCNN) and random forest (RF), this study proposes an effective deep‐learning‐based framework for fusing multi‐source geospatial data, including high spatial resolution (HSR) remotely sensed imagery and several types of social media data, and maps urban housing prices at a very fine scale. With the collected housing price data from China's biggest online real estate market, we produced the spatial distribution of housing prices at a spatial resolution of 5 m in Shenzhen, China. By comparing with eight other multi‐source data mining techniques, the UMCNN obtained the highest housing price simulation accuracy (Pearson R = 0.922, OA = 85.82%). The results also demonstrated a complex spatial heterogeneity inside Shenzhen's housing price distribution. In future studies, we will work continuously on housing price policymaking and residential issues by including additional sources of spatial data.     

新疆阿克陶县乌孜别里地区流纹岩的形成时代及成因分析

西昆仑乌孜别里山口南侧一带火山岩地层的时代归属一直存有争议.该套地层虽普遍发育以流纹岩为主的火山岩系,但尚未有人对其开展系统的年代学与地球化学研究.本次研究对该套地层中的流纹岩进行元素地球化学、锆石U-Pb定年及Hf同位素的研究.流纹岩激光剥蚀电感耦合等离子体质谱(LA-ICP-MS)锆石U-Pb年龄为(521.0±2.8)Ma,表明其形成于早寒武世.流纹岩具有高硅富碱的特点,为过铝质、高钾钙碱性系列,岩石明显富集大离子亲石元素(Rb、K)、轻稀土元素和不相容元素U,相对亏损重稀土元素、高场强元素(P、Ti),具有中等Eu负异常,流纹岩具有高分异S型花岗岩的特征.锆石Hf同位素初始比值 εHf(t)变化范围在?0.9～4.1之间,主要为正值,两阶段Hf模式年龄(tDM2)介于1533～1229 Ma之间,显示乌孜别里地区流纹岩为中元古代新生地壳物质重熔形成的岩浆,经较高程度的分异演化而成.结合前人研究成果,推断研究区流纹岩形成于原特提斯洋俯冲背景下岩浆弧构造环境.     

Spillover or crowding out? The effects of environmental regulation on residents’ willingness to pay for environmental protection

Natural Hazards - Existing researches about environment regulation mainly focus on its effect on enterprises’ production decision-making behavior but neglects the effect on the individual and...     

赞比亚铜带省谦比希盆地含矿地层地球化学特征、物源属性及其成矿地质背景研究

中非铜钴成矿带是全球重要的铜资源产地和最大的钴资源产地,其中赞比亚成矿带内90％铜(钴)资源蕴含于赞比亚铜带省的沉积型矿床中.本文选取铜带省中部谦比希盆地内穆旺巴希铜矿、谦比希西铜矿和谦比希东南铜钴矿为研究对象,对矿床(体)赋矿层位开展岩相学、主微量元素、稀土元素研究,分析其物源区组成和构造环境,探讨铜钴成矿地质背景.岩相学特征表明,赋铜(钴)地层岩性主要为敏多拉组砂岩、细砂岩和基特韦组页岩、粉砂岩、板岩、石英岩等.稀土元素标准化配分曲线呈现轻稀土富集、重稀土平坦和铕负异常特征.成分变异指数(ICV)与化学蚀变指数(CIA)的研究表明源区未遭受强的沉积物再循环及化学风化作用,从穆旺巴希矿床、谦比希西矿体到谦比希东南矿体,含矿地层风化作用逐渐减弱,沉积环境由温暖、湿润气候向寒冷、干燥气候转变.岩石地球化学判别图解显示含矿地层物源主要为长英质沉积岩和火成岩,构造性质长期处在以被动大陆边缘为主,主动大陆边缘和大陆岛弧次之的环境中.其中含钴的基特韦组地层的物源中可能伴有少量镁铁质成分的加入,构造背景主要为大陆岛弧环境.综合区域成矿年代学研究,中非成矿带铜钴成矿具有多期性,地层物源属性、沉积成岩期的氧化-还原环境以及区域构造事件最终导致了赞比亚成矿带铜钴成矿的差异性.     

坦桑尼亚西南部乌本迪带内Nsamya镁铁-超镁铁质杂岩体的锆石U-Pb年龄、地球化学特征及构造意义

在坦桑尼亚西南部的乌本迪带内首次发现了阿拉斯加型(岛弧型)镁铁-超镁铁环状杂岩体,对约束区域构造演化历史具有重要的意义.Nsamya杂岩体主要岩性为单辉橄榄岩和辉长岩,单辉橄榄岩位于杂岩体的中部,而辉长岩主要位于北部边缘,表现出环状岩体特征.锆石U-Pb年龄表明杂岩体的形成年龄介于1874～1944Ma之间,为古元古代晚期.岩石地球化学显示,杂岩体具有低SiO2,高MgO、FeOT、Cr和Ni含量,富集LREE和Ba、Pb、U等大离子亲石元素,不同程度的亏损HREE和Nb、Ta、Zr、Hf和Ti等高场强元素特征,为具有岛弧构造背景的阿拉斯加型岩体.综合区域地质背景资料,认为其形成于古元古代乌本迪造山作用晚期的岛弧盆地闭合阶段,玄武质岩浆来源于受俯冲流体交代的岩石圈地幔,并在上升过程中遭受下地壳基底的混染作用.     

玄武质陨石NWA8545的岩石地球化学特征以及对其母体岩浆过程的启示

NWA 8545 是一块玄武质无球粒陨石,它与碳质陨石(CC)NWA 011 成对.CC 被认为是来自于外太阳系的一类物质,由于同位素异常,它们区别于来自内太阳系的非碳质陨石(NC).NWA 011 及其成对陨石作为CC中稀有的玄武质无球粒陨石,其记录的岩浆过程可以被用来研究外太阳系早期行星母体的岩浆活动.本文利用扫描电镜、电子探针和激光剥蚀电感耦合等离子质谱仪(LA-ICP-MS)对NWA 8545 中的辉石、斜长石和陨磷钙钠石进行岩相学以及原位主微量元素的分析,并根据矿物模式丰度计算全岩稀土元素含量.电子探针结果显示NWA 8545 与 HED族陨石Eucrite(钙长辉长无球粒陨石)具有相似的主量元素特征,同时其岩相学与5 型Eucrite类似.激光微量数据表明辉石、斜长石和陨磷钙钠石的稀土元素配分都表现出略微的Ce异常,但其辉石的Ba、Sr等元素并未出现明显的富集现象,即该陨石受地球风化作用影响不明显.利用辉石和斜长石的稀土元素含量,计算平衡熔体的成分,显示其平衡熔体的成分都与全岩的成分比较接近,可以认为两者是在封闭的体系下接近同时结晶.结合变质过程和母体岩浆的成分,本文认为NWA 8545 是由其母体岩浆在经历分离结晶过程后喷发到母体行星表面冷却形成的.     

Effects of different soil and water conservation measures on hydrological extremes and flood processes in the Yanhe River,Loess Plateau,China

The runoff and sediment load of the Loess Plateau have changed significantly due to the implementation of soil and water conservation measures since the 1970s. However, the effects of soil and water conservation measures on hydrological extremes have rarely been considered. In this study, we investigated the variations in hydrological extremes and flood processes during different periods in the Yanhe River Basin (a tributary of the Loess Plateau) based on the daily mean runoff and 117 flood event data from 1956 to 2013. The study periods were divided into reference period (1956–1969), engineering measures period (1970–1995), and biological control measures period (1996–2013) according to the change points of the annual streamflow and the actual human activity in the basin. The results of the hydrological high extremes (HF1_max, HF3_max, HF7_max) exhibit a decreasing trend (P?<?0.01), whereas the hydrological low extremes (HBF1_min, HBF3_min, HBF7_min) show an increasing trend during 1956–2013. Compared with the hydrological extremes during the reference period, the hydrological high extremes increased during the engineering measures period at low (<?15%) and high frequency (>?80%), whereas decreased during the biological control measures period at almost all frequencies. The hydrological low extremes generally increased during both the engineering measures and biological control measures periods, particularly during the latter period. At the flood event scale, most flood event indices in connection with the runoff and sediment during the engineering measures period were significantly higher than those during the biological control measures period. The above results indicate that the ability to withstand hydrological extremes for the biological control measures was greater than that for the engineering measures in the studied basin. This work reveals the effects of different soil and water conservation measures on hydrological extremes in a typical basin of the Loess Plateau and hence can provide a useful reference for regional soil erosion control and disaster prevention policy-making.

     

Numerical investigation of the hydrodynamic response of an impermeable sea-wall subjected to artificial submarine landslide-induced tsunamis

Landslides - Landslide-induced tsunamis are common natural hazards that potentially affect the safety and stability of waterfront structures. A numerical tank was constructed using FLOW-3D to...     

四川盆地开江地区WT1井震旦系陡山沱组物源分析及构造背景判断*

为厘清四川盆地开江地区WT1井震旦系陡山沱组地层发育的构造背景,重塑其原型沉积盆地,为重建古地理及油气进一步勘探部署工作提供科学依据,利用岩石学、岩石地球化学及碎屑锆石U-Pb年代学手段对该井陡山沱组物源进行了分析。岩石地化结果表明WT1井陡山沱组沉积物源岩为中基性火山岩类且经历了中等程度化学风化作用;碎屑锆石U-Pb年龄主要记录了915~850Ma、794~714.5Ma以及622~700Ma 3个阶段的构造岩浆活动,与扬子克拉通北缘及邻区Rodinia超大陆的裂解演化过程有关,该构造活动背景下的中基性火山岩是WT1井陡山沱组沉积的主要物质来源。结果表明四川盆地开江地区的陡山沱组发育于拉张伸展构造背景,属克拉通内裂陷盆地沉积,有利于烃源岩层的发育;同时为Rodinia超大陆的裂解演化过程提供了重要的年代学演化证据。该成果对深入认识四川盆地的地质结构、沉积-构造演化以及油气勘探的战略部署等具有极为重要的科学意义。     

煤炭地质勘查产业转型发展的思考与探讨

煤炭地质勘查工作关系国家能源安全,在国民经济发展中具有重要的战略地位。伴随煤炭行业绿色转型和新能源革命新形势,及时调整产业结构,向大地质、大资源、大生态方向拓展服务领域,为国家生态文明建设和煤炭产业绿色安全高效发展提供坚实的地质技术保障,成为煤炭地质勘查产业转型发展必然趋势和未来发展方向。结合煤田地质勘查工作发展历程及现状、发展趋势,对煤炭地质勘查产业转型发展方向进行深入剖析和探讨。