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...     

济南泉域地下水位动态及其对降水响应的交叉小波分析

利用1988—2009年济南泉域8个地下水位动态观测点不同时段观测资料及1998—2009年降水数据,采用连续小波变换、交叉小波变换方法对济南泉域地下水位动态的多时间尺度特征、相互关系及其对降水的响应进行了分析。结果表明:①济南泉域地下水位动态存在显著的0.82～1.16 a的主振荡周期,低频部分仅在部分年份存在1.95～3.09 a的振荡周期;②含水岩组富水性对地下水位动态存在影响,研究区主径流方向上弱富水性地段地下水位动态时滞较强富水性地段长,强富水性地段4个观测孔地下水位波动时序基本一致;③地下水位动态对降水的响应滞后明显,为73.06～134.42 d,总体表现为地下水径流路径越长,响应越滞后;④基于地下水位动态与基于降水—地下水位动态交叉小波变换得到的观测点对水位动态的滞后时间多数一致,同一径流路径上局部点对滞后时间之和与全局点对有很好的对应关系。交叉小波分析可定量评价泉域地下水位动态及其与降水的相关关系。     

Zircon response to high-grade metamorphism as revealed by U–Pb and cathodoluminescence studies

Correct interpretation of zircon ages from high-grade metamorphic terrains poses a major challenge because of the differential response of the U–Pb system to metamorphism, and many aspects like pressure–temperature conditions, metamorphic mineral transformations and textural properties of the zircon crystals have to be explored. A large (c. 450?km²) coherent migmatite complex was recently discovered in the Bohemian Massif, Central European Variscides. Rocks from this complex are characterized by granulite- and amphibolite-facies mineral assemblages and, based on compositional and isotopic trends, are identified as the remnants of a magma body derived from mixing between tonalite and supracrustal rocks. Zircon crystals from the migmatites are exclusively large (200–400?μm) and yield ²⁰⁷Pb/²⁰⁶Pb evaporation ages between 342–328?Ma and single-grain zircon fractions analysed by U–Pb ID-TIMS method plot along the concordia curve between 342 and 325?Ma. High-resolution U–Pb SHRIMP analyses substantiate the existence of a resolvable age variability and yield older ²⁰⁶Pb/²³⁸U ages (342–330?Ma, weighted mean age?=?333.6?±?3.1?Ma) for inner zone domains without relict cores and younger ²⁰⁶Pb/²³⁸U ages (333–320?Ma, weighted mean age?=?326.0?±?2.8?Ma) for rim domains. Pre-metamorphic cores were identified only in one sample (²⁰⁶Pb/²³⁸U ages at 375.0?±?3.9, 420.3?±?4.4 and 426.2?±?4.4?Ma). Most zircon ages bracket the time span between granulite-facies metamorphism in the Bohemian Massif (~345?Ma) and the late-Variscan anatectic overprint (Bavarian phase, ~325?Ma). It is argued that pre-existing zircon was variously affected by these metamorphic events and that primary magmatic growth zones were replaced by secondary textures as a result of diffusion reaction processes and replacement of zircon by dissolution and recrystallization followed by new zircon rim growth. Collectively, the results show that the zircons equilibrated during high-grade metamorphism and record partial loss of radiogenic Pb during post-peak granulite events and new growth under subsequent anatectic conditions.     

http://www.sciencedirect.com/science/article/pii/S1674987111001290

The Three Gorges Dam(TGD) of the Yangtze River.China,is one of the largest irrigation and hydroelectric engineering projects in the world.The effects of huge man-made projects like TGD on fauna and macrophyte are obvious,mainly through changes of water dynamics and flow pattern;however, it is less clear how microorganisms respond to such changes.This research was aimed to examine differences in microbial diversity at different seasons and locations(in front of and behind the TGD).In addition, differences between particle-attached and free-living communities were also examined.The community structures of total and potentially active microorganisms in the water columns behind and in front of the TGD were analyzed with the DNA- and RNA-based 16S rRNA gene phylogenetic approaches over three different seasons.Clone libraries of 16S rRNA genes were prepared after amplification from extracted DNA and.for some samples,after preparing cDNA from extracted rRNA.Differences were observed between sites at different seasons and between free-living and particle-attached communities.Both bacterial and archaeal communities were more diverse in summer than in winter, due to higher nutrient levels and warmer temperature in summer than in winter.Particle-attached microorganisms were more diverse than free-living communities,possibly because of higher nutrient levels and heterogeneous geochemical micro-environments in particles.Spatial variations in bacterial community structure were observed,i.e..the water reservoir behind the TGD(upstream) hosted more diverse bacterial populations than in front of the dam(downstream),because of diverse sources of sediments and waters from upstream to the reservoir.These results have important implications for our understanding of responses of microbial communities to environmental changes in river ecosystems affected by dam construction.     

中国东部农耕区土壤微生物碳的分布及影响因素

对中国东部不同纬度带的6个地区的土壤微生物碳进行了研究。结果表明土壤微生物碳的分布受地理位置的影响较为明显:由北向南,东北地区的土壤微生物碳要高于其他地区。作为土壤有机质变化的灵敏度指标———微生物熵(微生物碳/总有机碳),在同一耕作方式下,其在不同地区的变化受土壤利用方式的影响较为明显:在连作系统下,菜地>粮地;而在轮作系统下,粮食-蔬菜轮作>蔬菜-蔬菜轮作。利用相关性分析寻求影响微生物碳分布的环境因素,结果表明,微生物碳(Micro-C)与土壤有机碳(TOC)、全氮(TN)、土壤含水率呈极显著正相关,而有机碳和全氮的分布主要受地理位置的影响。对不同土壤类型的微生物碳和微生物熵进行相关性分析,结果显示pH、年均温、含水率、TOC和TN是主要影响因素,关键影响因素因土壤类型不同而各异。     

中国南方地区水系沉积物中元素丰度

从中国南方12个省自治区230万km2面积上所采集的水系沉积物中按每1∶5万图幅一个组合样的密度组合成5 244件组合样,采用以ICP-MS、ICP-AES和XRF为主的先进的分析测试方法和严格的质量控制方法,准确测试了其中的76种元素。统计计算了中国南方地区76种元素的平均值,给出了中国南方地区水系沉积物中76种元素...     

利用地震相变化推测地质演化规律

蔚县矿区是一个中生代赋煤区,通过对单侯矿区西南翼三维地震数据体的认识,认为该区煤层基底为寒武系、奥陶系下统,受海西期与印支期抬升作用的影响,缺失了中奥陶统至三叠系。煤层的基底隆起形成于印支期,即使在接受成煤沉积的燕山期,基底仍处于不均匀的抬升状态。成煤期间,由于盆地基底抬升或沉降幅度不均衡,导致了蔚县整个含煤盆地内部沉积厚度发生变化,造成隆起部位煤层变薄及缺失。后期随着抬升的延续,结束了该区含煤建造过程。     

耿庄金矿含FeS2晶须环带重晶石巨晶的特征及成因意义

在山西耿庄金矿区含金隐爆角砾岩体的晶洞内,发现了含FeS2晶须环带重晶石巨晶,用扫描电镜、电子探针、Ｘ射线粉晶衍射等手段系统研究了重晶石及其所含FeS2晶须的矿物特征。结果表明,重晶石化学成分单一;晶体结构标准;发育完好;晶须为FeS2 Fe(Ni, Co)S2的类质同象系列。根据地质背景,结合包裹体研究成果,运用晶体生长和地球化学理论,讨论了重晶石巨晶及所含晶须的成因。认为重晶石巨晶是该区燕山期花岗岩浆活动的期后热液演化到后期阶段时,SO2-4与围岩中的钡反应而形成;所含的FeS2晶须是持续进行的火山隐爆作用所产生的大量H2S、SO2等与热液中分解出的Fe2+、Ni2+、Co2+反应而形成的;富碱、H2S溶解度增大,S2-增高有利于晶须的生长;重晶石和晶须生长的地质环境具有宏观上的一致性和具体条件的差异性。当pH值为1~8.5、lgfO2为-31~-38时,优先进入FeS2生长的优势场,形成FeS2晶须矿物。当pH值为5.5~10、lgfO2在-25~-36时形成重晶石;FeS2环带和重晶石的共生现象是两者共结晶交互生长的结果;重晶石的套叠生长和晶须环带特征,是耿庄地区隐爆作用脉动性和周期性作用的结果。耿庄含晶须重晶石巨晶,明确标示出所形成的地质条件和地质作用过程,为深入研究隐爆作用和理解该区成矿作用提供了矿物学证据。     

Modern pollen rain in the Lake Qinghai basin,China

Lake Qinghai is the largest inland brackish lake in China and lies within the NE Tibetan Plateau. Our study shows that pollen assemblages in each vegetation belt are significantly correlated with the vegetation types of this area. Among the herbaceous and shrubby pollen assemblages, Artemisia is over-represented, while Poaceae, Cyperaceae and Polygonaceae are under-represented. Artemisia/ Chenopodiaceae (A/C) ratios with the regional vegetation characteristic can be used as a proper index to reconstruct the...