基于机器学习的土壤温度预估研究综述

土壤温度是地球科学研究中的重要物理量。在陆-气相互作用研究中,土壤温度不仅影响土壤内部的物理、生物、化学过程,而且对陆-气之间能量和物质交换起重要作用。随着可获取的相关数据越来越丰富,机器学习方法已经被越来越多的研究人员引入到土壤温度预估中,在很多任务中已经超过了统计模型、物理模型的性能。本文对比了统计模型、物理模型和机器学习方法这三种土壤温度常用计算方法的异同,简要介绍了应用于土壤温度研究的各类机器学习模型的原理和特点,综合国内外文献归纳了传统机器学习和深度学习在土壤温度空间分布、时间变化和时空变化三方面的研究进展。在土壤温度空间分布研究中,传统机器学习方法能够通过影响因子的空间异质性学习空间特征,并利用站点观测数据计算土壤深处的温度,但随土壤深度增加模型效果减弱,而深度学习模型有能够提取空间特征的结构,但对数据量要求高,当前研究中仅用于地表温度的遥感反演;在土壤温度时间序列研究中,加入了周期性信息的传统机器学习方法具有更好的模型效果,深度学习中的序列学习模型能自动捕捉土壤温度变化规律,结合了非平稳序列分析方法的混合模型能充分考虑土壤温度变化的连续性和周期性;由于陆面过程复杂性,土壤...     

诸广—贵东大型铀矿聚集区富铀矿成矿地质条件

位于南岭中部的诸广—贵东地区是中国花岗岩型铀矿最为重要的大型矿聚集区，已发现数个花岗岩型铀矿田，发育有数十个铀矿床，它们主要集中分布在诸广岩体南部和贵东岩体东部。区内富铀矿的形成与富铀古陆块、深部构造环境、幔涌区强烈深源岩浆活动、挤压向拉伸转变的构造环境、富铀沉积建造及富铀岩体、多期次热液蚀变叠加、高低差异的放射性元素迁移、良好的还原条件和封闭环境等区域地质背景和条件有着十分密切的关系。富铀矿在诸广、贵东两岩体内的集中分布和一系列有利于铀成矿的良好地质背景表明，该区乃至整个南岭范围地质背景相似的地区是铀成矿的有利地区，仍存在着寻找隐伏富大铀矿的巨大潜力。     

储层重力密度反演后验约束正则化方法

本文针对蒸汽辅助重力泄油(SAGD)生产中开发监测问题, 发展了综合应用地震及重力数据反演储层密度的联合反演算法.通过测井数据建立纵波阻抗与密度的直接关系, 并推导出这种关系下重力与纵波阻抗数据联合反演的计算方法, 从而计算出蒸汽腔体密度分布规律.文中应用密度反演后验约束正则化方法, 采用Tikhonov正则化模型, 通过波阻抗数据作为约束进行联合反演, 在算法上提高了稳定性, 同时得到较高的反演精度.文中对SAGD生产中的理论模型进行了方法试算, 并分析了算法的误差, 最终应用于SAGD生产的实际数据中, 通过最终反演结果分析, 该方法取得了很好的应用效果.     

A Sensitivity Study of Arctic Ice-Ocean Heat Exchange to the Three-Equation Boundary Condition Parametrization in CICE6

In this study, we perform a stand-alone sensitivity study using the Los Alamos Sea ice model version 6(CICE6) to investigate the model sensitivity to two Ice-Ocean(IO) boundary condition approaches. One is the two-equation approach that treats the freezing temperature as a function of the ocean mixed layer(ML) salinity, using two equations to parametrize the IO heat exchanges. Another approach uses the salinity of the IO interface to define the actual freezing temperature, so an equation describ...     

南大西洋沉积物中多环芳香化合物的组成特征研究

10 samples of sediments obtained from the South Mid-Atlantic Ridge were measured for the abundances and distributions of polycyclic aromatic compounds(PAHs). The total concentrations of PAHs(∑PAHs) ranged from 2.768 to 9.826 μg/g dry sediment. The ∑PAHs was higher in sample 22V-TVG10 and sample 26V-TVG05 which were close to hydrothermal fields, with the lowest value in sample 22V-TVG14 which was farthest from hydrothermal fields, suggesting a probable hydrothermal origin of ∑PAHs of samples. Approximately nine kinds of PAHs were identified, and low molecular mass tricyclic and tetracyclic aromatic compounds were predominant in the samples. The concentrations of fluoranthene which were typical as hydrothermal alteration compounds were the highest among PAHs with dry weight between 0.913–3.157 μg/g. The phenanthrene homologue was most abundant in the samples, and the ratios between parent phenanthrene and methylphenanthrene which probably reflected the degree of hydrothermal alteration ranged from 0.097 to 1.602. The sample 22V-TVG10 possessing a maximum ratio value showed the intense influence of the hydrothermal alteration on this sample, which might further imply that PAHs in sediments were mainly derived from the hydrothermal alteration.     

Morphodynamics of an Artificial Cobble Beach in Tianquan Bay,Xiamen, China

By tracking and monitoring the profile configuration, topography, and hydrodynamic factors of an artificial cobble beach in Tianquan Bay, Xiamen, China over three consecutive years after its completion, we analyzed the evolution of its profile configuration and plane morphology, and its storm response characteristics. The evolution of the profile configuration of the artificial cobble beach in Tianquan Bay can be divided into four stages. The beach was unstable during the initial stage after the beach nourishment the profile configuration changed obviously, and an upper concave composite cobble beach formed gradually, which was characterized by a steep upper part and a gentle lower part. In the second stage, the cobble beach approached dynamic equilibrium with minor changes in the profile configuration. At the third stage the beach was in a high-energy state under the influence of Typhoon Meranti, and the response of the artificial cobble beach differed significantly from that of the low-tide terrace sandy beach. Within a short time, there was net onshore transport of cobbles in the cross-shore direction. The beach face was eroded, the beach berm was accumulated, and the slope of the beach was steepened considerably. In the alongshore direction, there was notable transport of cobbles on the beach from east to west along the shore, and the total volume of the beach decreased by 4.5×103 m~3, which accounted for 50% of the total amount of beach volume lost within three years. The fourth stage was the restoration stage after the typhoon, characterized by a little gentler profile slope and the increase in width and the decrease in height of beach berm. Because of the action of waves and the wave-driven longshore current caused by the specific terrain and landform conditions along the coast(e.g., coastal headlands, near-shore artificial structures, and reefs), the coastline of the artificial cobble beach gradually evolved from being essentially parallel to the artificial coast upon completion to a slightly curved parabolic shape, and three distinct erosion hotspots were formed on the west side of the cape and the artificial drainpipe, and the reefs. Generally, the adoption of cobbles for beach nourishment on this macro-tidal coast beach with severe erosion has yielded excellent stability and adaptability.     

旋翼无人机测算风速风向技术研究

目前大部分民用无人机没有准确测量风速、风向和预警风场的功能,然而森林火灾扑救等多种场景需要无人机可以提供准确的风速。本文提出了一种基于旋翼无人机坐标数据测算风速风向的技术,通过无人机主机RTK坐标信息及方位角、倾角数据精准获取螺旋桨点相对坐标信息,选择不同负载条件下无人机以1~16 m/s的不同速度分别飞行30 s以上,根据螺旋桨坐标信息变化数值,结合风洞测试数据及风场动力学原理,研究风速与旋翼无人机倾角关系,并通过风洞试验检验该方法精度;并可根据无人机RTK推算出的螺旋桨坐标变化信息判断风向。结果表明,无人机风速与旋翼无人机倾角呈正相关关系;无人机负载加重时,对应受风速干扰的倾角会相对减小;无人机飞行受阵风干扰出现噪点的概率,高海拔区域大于低海拔区域;并建立六旋翼无人机飞行倾角的风速估算模型y=－1.043 5+1.150 1x,该模型测算风速的中误差值为0.966,绝对值小于1,满足应急指挥现场对无人机测量风速精度要求。该方法得到风速测算精度高,可以为旋翼无人机实时获取风速风向提供一种可行方法,具有一定的实用价值。     

基墨里造山与松潘-甘孜锂矿链成因的探讨

晚三叠世—早侏罗世,基墨里大陆和泛华夏陆块与欧亚大陆的碰撞,形成了4000 km 长的基墨里造山带。位于三大陆之间、现今青藏高原北部的松潘 甘孜地体的造山属性的确定,对于探索松潘 甘孜锂矿链的成因有重要意义。松潘 甘孜地体西部和北部的早侏罗世陆相火山岩、底砾岩和煤系地层(~201 Ma)不整合在晚三叠世褶皱地层及花岗岩体之上,为晚三叠世—早侏罗世的基墨里造山时限提供了直接证据。松潘 甘孜地体中的甲基卡、可尔因、扎乌龙和白龙山 大红柳滩等稀有金属矿集区具有共同特征：赋存在由核部高分异S型花岗岩和幔部中晚三叠世浊积岩组成的片麻岩穹隆构造中、经历了巴罗 巴肯变质作用、含锂伟晶岩脉侵位在花岗岩体上部的伸展空间。通过对松潘 甘孜地体区域地质调查和对矿集区的变质、变形、岩浆和成矿作用及同位素年代学研究,提出该地体经历晚三叠世—早中侏罗世的基墨里造山过程：① 230~220 Ma：地壳缩短和加厚阶段,以盖层大规模强烈褶皱、逆冲带,盖层与基底之间向南的滑脱变形为特征,伴随深熔和巴罗式变质作用;② 220~190 Ma：地壳减压折返阶段,大量花岗岩侵位在中晚三叠世浊积岩中、形成片麻岩穹隆并伴随巴肯式变质作用。由于花岗质岩浆的高度分异及岩浆不混溶作用,导致侵位在片麻岩穹隆顶部伸展空间的伟晶岩稀有金属富集成矿。此外,伟晶岩型锂矿科学钻探(JSD)揭示了甲基卡矿集区多层次穹状花岗岩席控制含锂伟晶岩脉的成矿机制,推测大规模中下地壳基底深熔驱动岩浆上升,岩浆体沿上地壳中的构造面推叠形成岩席。     

疏散星团M11的研究:4.CM图、光度函数和分层效应

利用上海天文台 40cm天体照相仪底片资料所提供的疏散星团M1 1天区 (团心距r≤2 5′)内的 785颗恒星的相对自行和成员概率 ,讨论了M1 1的CM图、年龄、距离、半径、光度函数、质量和分层效应 ,得到M1 1的距离为 1 659pc ,年龄为 (1 .8— 2 .2 )× 1 0 8年 ,半径约为 2 4 .5pc ,光度质量 4354M⊙ ,位力质量 50 0 0M⊙ ,在确定光度函数时 ,提出了一种考虑样本天区不完备的修正办法 ,以便从观测光度函数导出现时光度函数 .分析表明 ,作为一个中等年龄的疏散星团 ,M 1 1中的团星已表现出较明显的空间质量分层效应 ;而另一方面 ,尽管存在速度质量分层效应 ,但很不明显     

基于热力图数据的杭州商业综合体活力影响因素分析

为了防止商业综合体建设过剩,形成商业综合体之间的恶性竞争。本文基于微信易出行插件里面的城市热力图数据,以杭州市5个商业综合体为例,获取可以量化的热力值数据,对不同类型的商业综合体活力影响因素进行对比分析研究。研究发现：① 城市商业综合体布局密度、周边用地用途、销售模式、内部功能布局以及内部空间活力5个要素对商业综合体活力的影响最明显;② 商业综合体的高密度布局对其活力存在抑制作用,通过对比各个服务半径内的商业综合体的活力变化,发现商业综合体合理的服务半径应该大于1.0 km。商业综合体周边的居住用地、广场和公园用地对其活力具有增强作用,办公用地对商业综合体活力的影响较弱;③ 针对不同消费对象制定的不同销售模式,也会对商业综合体活力变化产生显著影响;④ 在公共活动空间相对缺乏的区域内,以零售为主且兼具城市公共活动空间的商业综合体比以主力店为主的商业综合体的活力更高,空间利用率越高的商业综合体活力也越高,商业综合体承担部分城市公共活动空间的职能对商业综合体的活力起到了提升作用。