A reliable traffic prediction approach for bike‐sharing system by exploiting rich information with temporal link prediction strategy

Bike‐sharing systems have been widely used in major cities across the world. As bike borrowing and return at different stations in different periods are not balanced, the bikes in a bike‐sharing system need to be redistributed frequently to rebalance the system. Therefore, traffic flow forecasting of the bike‐sharing system is an important issue, as this is conducive to achieving rebalancing of the bike system. In this article, we present a new traffic flow prediction approach based on the temporal links in dynamic traffic flow networks. A station clustering algorithm is first introduced to cluster stations into groups. A temporal link prediction method based on the dynamic traffic flow network method (STW+M) is then proposed to predict the traffic flow between stations. In our method, the non‐negative tensor decomposition and time‐series analysis model capture the rich information (temporal variabilities, spatial characteristics, and weather information) of the across‐clusters transition. Then, a temporal link prediction strategy is used to forecast potential links and weights in the traffic flow network by investigating both the network structure and the results of tensor computations. In order to assess the methods proposed in this article, we have used the data of bike‐sharing systems in New York and Washington, DC to conduct bike traffic prediction and the experimental results have shown that our method produces the lowest root mean square error (RMSE) and mean square error (MSE). Compared to four prediction methods from the literature, our RMSE and MSE of the two datasets have been lowered by an average of 2.55 (Washington, DC) and 2.41 (New York) and 3.35 (Washington, DC) and 2.96 (New York), respectively. The results show that the proposed approach improves predictions of traffic flow.     

文登市节约集约用地情况的调研报告

文登市辖14个镇、3个街道办事处和1处经济开发区,827个行政村,72个社区居委会,总人口64．25万,农业人口约40万。土地总面积177984．37hm^2,其中农用地142790．05hm^2,建设用地24068．33hm^2,未利用土地11125．98hm^2,分别占土地总面积的80．23％,13．52％和6．25％。全市耕地总面积61643．53hm^2,     

东秦岭钼矿带成矿特征及其与美国克莱马克斯-亨德森钼矿带的对比

东秦岭钼矿带是中国最主要的钼矿带,钼矿呈近东西向展布。钼矿以斑岩型为主,从南到北,钼矿带钼矿大体有斑岩Cu-Mo矿、斑岩Mo矿、斑岩Au-Mo矿分带的趋势,与从俯冲带到克拉通边缘斑岩Cu矿、斑岩Cu-Mo矿、斑岩Mo矿依次发育的分带现象相似,表明钼矿的形成与扬子地块向华北地块俯冲有关。根据钼矿Re-Os年龄资料统计钼矿分为～220Ma、～140Ma和～110Ma三期,其成矿动力学背景分别为碰撞造山、碰撞造山后伸展和中国东部岩石圈减薄。钼矿流体包裹体均一温度介于83℃～424℃;平衡盐度介于0.61%～42.5%。流体包裹体水的δD介于-100‰～-40‰,δ18OH2O介于-4.3‰～8.7‰;且从成矿早期到晚期流体包裹体水的δD和δ18OH2O分别变小,表明钼矿的成矿流体主要来源于岩浆,后期有大气水的加入。东秦岭钼矿的铅同位素为206Pb/204Pb=17.12～17.89、207Pb/204Pb=15.23～15.70、208Pb/204Pb=37.57～39.10,与区域下地壳铅同位素一致;小斑岩体的Sri=0.705～0.714,δ18O=7.2‰～12.1‰,与I型花岗岩的锶、氧同位素相一致,表明钼矿的成矿物质主要来源于下地壳。东秦岭钼矿带的钼资源总量占中国钼资源的51%以上,美国克莱马克斯-亨德森钼矿带(Climax and Hender-son)的钼资源总量占美国钼矿资源的42%以上,美国和中国的钼资源在世界上的排名分别为第一和第二位,两钼矿带是世界钼资源高度集中的两个区域。克莱马克斯-亨德森钼矿带位于美国中西部、美洲克拉通西缘;钼矿主要形成于33～18Ma,稍晚于拉腊米(Laramide,75～54Ma)陆内造山运动;钼矿形成于碰撞造山后伸展环境。东秦岭与克莱马克斯两钼矿带相比:1)两钼矿带都位于克拉通边缘;2)两钼矿带的钼矿化都形成于陆内碰撞造山之后的伸展环境,与成矿有关的岩体都为花岗斑岩小岩体;3)两钼矿带钼矿的辉钼矿平均丰度分别为0.073%～0.140%和0.171%～0.264%,东秦岭钼矿的丰度明显较低;4)两钼矿带钼矿的辉钼矿成矿温度分别为300～400℃和460～600℃,东秦岭钼矿明显较低,反映与其成矿有关的岩浆的侵位深度较浅。通过两钼矿带间的综合对比得出:克拉通边缘经历陆内碰撞造山作用后在伸展环境下有利于斑岩钼矿的形成;与钼矿有关的小斑岩体岩浆的侵位深度影响钼矿中辉钼矿的丰度,岩浆的侵出深度越深其钼矿的辉钼矿品位越高。     

湘南宝山矿床REE、Pb-S同位素地球化学及黄铁矿Rb-Sr同位素定年

湘南宝山矿区的花岗闪长岩体、地层(灰岩)、方解石及黄铁矿具有相似的稀土元素地球化学特征,即轻稀土富集和Eu负异常。其中,黄铁矿表现为最低的稀土总量、明显的Eu负异常和较明显的Ce负异常,这反映了流体的稀土元素地球化学特征。认为成矿流体既有来自花岗闪长岩体的岩浆水参与,又有大气降水的作用。本次工作的矿床硫化物单矿物Pb同位素组成变化范围较小,在铅同位素构造演化图上均位于地壳演化线附近,反映的主要是地壳的信息。矿床硫化物S同位素组成与岩体及围岩地层基本一致,属于同源。通过对六个黄铁矿样品的Rb-Sr同位素分析,获得宝山矿床的Rb-Sr等时线年龄为174±7Ma,MSWD=0.55,黄铁矿的(87Sr/86Sr)i为0.70912±0.00016,高于花岗闪长岩体的锶同位素初始比值。黄铁矿Rb-Sr等时线年龄与花岗闪长岩体的单颗粒锆石U-Pb年龄十分一致,表明矿床的形成与岩体有密切的联系,花岗闪长岩体提供了矿床形成所需要的能量和部分流体,而地层也提供了部分成矿物质。     

北极阿拉斯加春季积雪中汞的时空分布及其来源分析

开展北极雪冰中汞分布特征及其来源的探究,不仅可以丰富冰冻圈汞生物地球化学循环的认识,而且对评估北极环境中汞的潜在暴露风险具有现实意义。在2017年4月至5月对美国阿拉斯加的积雪进行大范围样品采集,探讨了该区域积雪中汞的空间分布特征及其成因、汞的沉降后过程以及潜在来源分析。研究表明:积雪中汞的空间分布受大气汞亏损事件(AMDEs)及人为源的共同影响,毗邻北冰洋海岸(如巴罗)积雪中总汞(THg)浓度较高,接近人为源的山地表层雪中THg浓度较高。巴罗雪坑中THg浓度随深度增加呈下降趋势。积雪中主要阴阳离子与THg的相关性分析表明,阿拉斯加积雪中THg的空间分布可能主要受北冰洋海盐气溶胶以及人类活动的影响。     

异源遥感影像特征匹配的深度学习算法

针对异源遥感影像的成像模式、时相、分辨率等不同导致匹配困难的问题,提出了一种基于深度学习特征的匹配方法CMM-Net.首先,利用卷积神经网络提取异源遥感影像的高维特征图,根据同时满足通道最大和局部最大两种条件选取关键点,并在特征图上提取相应位置的512维描述符.在匹配阶段,完成快速最近邻搜索特征匹配后,为解决误匹配点多...     

Cambrian integrative stratigraphy and timescale of China

The Cambrian Period is the first period of the Phanerozoic Eon and witnessed the explosive appearance of the metazoans, representing the beginning of the modern earth-life system characterized by animals in contrary to the Precambrian earth-life system dominated by microbial life. However, understanding Cambrian earth-life system evolution is hampered by regional and global stratigraphic correlations due to an incomplete chronostratigraphy and consequent absence of a highresolution timescale. Here we briefly review the historical narrative of the present international chronostratigraphic framework of the Cambrian System and summarize recent advances and problems of the undefined Cambrian stage GSSPs, in particular we challenge the global correlation of the GSSP for the Cambrian base, in addition to Cambrian chemostratigraphy and geochronology. Based on the recent advances of the international Cambrian chronostratigraphy, revisions to the Cambrian chronostratigraphy of China, which are largely based on the stratigraphic record of South China, are suggested, and the Xiaotanian Stage is newly proposed for the Cambrian Stage 2 of China. We further summarize the integrative stratigraphy of South China, North China and Tarim platforms respectively with an emphasis on the facies variations of the Precambrian-Cambrian boundary successions and problems for identification of the Cambrian base in the different facies and areas of China. Moreover, we discuss stratigraphic complications that are introduced by poorly fossiliferous dolomite successions in the upper Cambrian System which are widespread in South China, North China and Tarim platforms.     

文登市建设用地耕作层土壤剥离工作探讨

山东省文登市耕地面积6.2137万hm2,人均耕地不足0.097 hm2,耕地后备资源稀缺,土地供需矛盾日益突出。随着经济社会快速发展,全市建设项目占用耕地数量逐年增加。近年来,文登市在被占用耕地耕作层土壤剥离方面作了一些探索,取得了较好成效,走出了一条活用表层熟土再造肥田沃土的新路子。     

文登市建设用地耕作层土壤剥离工作探讨

山东省文登市耕地面积6.2137万hm2,人均耕地不足0.097 hm2,耕地后备资源稀缺,土地供需矛盾日益突出。随着经济社会快速发展,全市建设项目占用耕地数量逐年增加。近年来,文登市在被占用耕地耕作层土壤剥离方面作了一些探索,取得了较好成效,走出了一条活用表层熟土再造肥田沃土的新路子。     

不同行星际磁场条件下极向运动极光结构的多手段联合观测

本文利用北极黄河站三波段全天空成像仪（ASI）的高分辨率的地面极光观测数据,联合欧洲非相干散射雷达（EISCAT）Svalbard雷达（ESR）,超级双子极光雷达网（SuperDARN）雷达等观测,研究了发生在2003年12月22日0900-1010 UT时间段内极区电离层极光和等离子体的变化特征。研究发现在不同行星际磁场（IMF）条件下,黄河站极光ASI均观测到了一系列极向运动极光结构（PMAFs）,其特征为极光在赤道向一侧点亮后向高纬扩展。这些PMAFs都伴随有明显的粒子沉降特征,且在IMF北向时该粒子沉降能达到更低的电离层E层区域,而此时这些PMAFs相应位置的高纬电离层出现了一个典型反向对流涡,这是高纬（尾瓣）重联的典型特征之一。这些结果表明北向IMF条件下的这些PMAFs是由高纬重联所产生。在IMF南向时,黄河站观测到的PMAFs可跨越更广的地磁纬度,表明其演化时间亦较长,其相应区域的电离层特征也表明该PMAFs由日侧磁层顶低纬磁重联所产生。