Regional soil organic carbon prediction model based on a discrete wavelet analysis of hyperspectral satellite data     

《International Journal of Applied Earth Observation and Geoinformation》2020

Most studies have the achieved rapid and accurate determination of soil organic carbon (SOC) using laboratory spectroscopy; however, it remains difficult to map the spatial distribution of SOC. To predict and map SOC at a regional scale, we obtained fourteen hyperspectral images from the Gaofen-5 (GF-5) satellite and decomposed and reconstructed the original reflectance (OR) and the first derivative reflectance (FDR) using discrete wavelet transform (DWT) at different scales. At these different scales, as inputs, we selected the 3 optimal bands with the highest weight coefficient using principal component analysis and chose the normalized difference index (NDI), ratio index (RI) and difference index (DI) with the strongest correlation with the SOC content using a contour map method. These inputs were then used to build regional-scale SOC prediction models using random forest (RF), support vector machine (SVM) and back-propagation neural network (BPNN) algorithms. The results indicated that: 1) at a low decomposition scale, DWT can effectively eliminate the noise in satellite hyperspectral data, and the FDR combined with DWT can improve the SOC prediction accuracy significantly; 2) the method of selecting inputs using principal component analysis and a contour map can eliminate the redundancy of hyperspectral data while retaining the physical meaning of the inputs. For the model with the highest prediction accuracy, the inputs were all derived from the wavelength range of SOC variations; 3) the differences in prediction accuracy among the different prediction models are small; and 4) the SOC prediction accuracy using hyperspectral satellite data is greatly improved compared with that of previous SOC prediction studies using multispectral satellite data. This study provides a highly robust and accurate method for predicting and mapping regional SOC contents.  相似文献   

冻融循环对原状过湿土固结变形特性的影响   总被引：1，自引：1，他引：0  

程培峰  王佳康 《冰川冻土》2019,41(4):858-864

为了研究季冻区过湿土的固结变形特性，对黑大公路青冈段路基原状过湿土进行固结试验和渗透试验，研究了冻融循环作用下原状过湿土的固结变形特性。试验结果表明：原状过湿土的含水率越高，土体的压缩性越高；初始孔隙比越大，渗透性越高。冻融循环后，过湿土产生不规则裂缝，土的结构也发生改变，土的压缩系数有所增大，随着冻融循环次数的增加，压缩性先增大后趋于平缓。冻融后过湿土的竖向渗透系数明显增大，且随着冻融循环次数的增加渗透性呈现先增大后趋于平缓的规律，而横向渗透系数冻融前后无明显差异。  相似文献   

湖南鲁塘煤系石墨矿区构造格局及控矿机制     

王路  彭扬文  曹代勇  丁正云  莫佳峰 《煤田地质与勘探》2020,48(1):48-54

湖南鲁塘矿区为我国著名的煤系石墨矿区，煤系石墨的形成受岩浆热作用和构造作用的双重控制，其成矿和赋存都与构造格局密切相关。为深入研究构造作用对煤系石墨成矿的影响，通过野外地质调查和光学显微镜下观察、X射线衍射和拉曼光谱等测试分析方法，分析研究区构造特征和煤系石墨特征。研究结果表明，受区域构造活动的影响，鲁塘矿区构造格局呈现出分区分带性特征，东西方向可划分为东部、中部和西部3个条带；南北方向可划分为北部、中部和南部3个分区。自西向东，随着与岩体距离逐渐减小，煤层受岩浆热作用的影响逐渐增大，煤的石墨化程度也逐渐增高。由南向北，构造变形强度逐渐增强，导致北部分区形成以封闭式高温-高压的成矿环境为主，同时，应力作用促进了煤的石墨化，导致煤的石墨化程度较高；中部分区内构造情况复杂，形成不同温度压力条件的成矿环境，煤的石墨化程度差异性明显；南部分区构造情况简单，主要构成开放式环境，煤的石墨化程度较低，仅在近岩体附近可形成煤系半石墨。研究成果为煤系石墨资源勘探提供了有力依据。   相似文献   

辽宁省数字化形变观测自然干扰分析     

姚菲菲  宫长盛  梁永信 《地震地磁观测与研究》2020,41(4):148-156

对数字形变观测过程中辽宁丹东地震台、营口地震台、抚顺地震台、朝阳地震台DSQ水管仪、SS-Y伸缩仪存在的自然干扰现象进行研究，对其机理和数据形态作了对比分析，为快速、准确地判别自然干扰提供了科学依据。  相似文献   

豫西宜阳地区上二叠统孙家沟组古气候特征分析     

祁帅帅  王艳鹏  彭冰柔  张碧云  宁淑媛  刘晓玲  郑德顺 《地质学报》2020,94(12):3803-3818

二叠纪- 三叠纪之交发生了地史上最大规模的生物灭绝事件，该事件可能与当时气候环境的强烈变化有关。前人对该时期较连续的海相地层揭示的古气候研究较为成熟，而对同时期陆相地层的研究缺乏系统性，研究资料需要进一步完善。本文选取豫西宜阳地区上二叠统孙家沟组为研究对象，运用沉积学、矿物学与元素地球化学等方法对该时期的古气候进行恢复，并与同时期陆相地层对比，进而讨论气候变化对该时期生物灭绝的影响。结果表明：①宜阳地区孙家沟组经历了滨湖- 浅湖- 滨湖等亚相的演化过程，其地层中岩相变化、古生物化石缺失、大量的钙质结核及其它沉积构造的出现揭示了孙家沟组的上段气候明显比下段炎热干旱。②元素地球化学指标以及粘土矿物组合的垂向变化等指示了该时期的气候经历了温湿向炎热半干旱- 干旱转变。③宜阳地区孙家沟组的气候指标所得出的结论与其他地区同时期陆相地层古气候的变化基本一致，反映了研究区与同时期全球古气候的变化存在一致性。二叠纪末期温度的骤升、气候极度干旱化以及陆表生态系统遭受毁灭性破坏等因素，可能是导致或加速陆地生物灭绝的主要原因之一。本次研究对该时期气候变化与生物灭绝之间的关系具有一定的指导意义，为探讨全球P- T之交生物灭绝的原因提供新的证据。  相似文献   

非连续变形分析中块体大转动问题研究     

巩师林  凌道盛  胡成宝  钮家军 《岩土力学》2020,41(11):3810-3822

原有非连续变形分析（DDA）采用一阶近似后的位移增量表达式更新块体构形，推导相关子矩阵，且对不同时步计算出的应变增量直接叠加，当模拟的块体发生大转动时往往会产生较大误差。为考虑块体转动与变形的耦合作用，引入先变形、后转动的块体位移增量表达式。重新推导了惯性力子矩阵，将块体转动时的离心力与科氏力加到荷载矩阵中。计算时对应变分量及其相关变量进行坐标变换与修正，并采用新引入的位移增量表达式计算块体顶点位移，进行后接触修正与更新块体构形。数值算例表明，改进后的程序能够消除转动带来的误差，自动考虑了块体转动时离心力和科氏力引起的变形，应变计算精度更高。改进方法克服了块体体积自由膨胀、应变场畸变等问题，给出了合理的块体应变。  相似文献   

固体潮位移InSAR相位模拟及对广域地表形变监测的影响初探   总被引：1，自引：0，他引：1       下载免费PDF全文

李德伟  江利明  蒋厚军  董景龙  汪汉胜 《地球物理学报》2019,62(12):4527-4539

固体地球潮汐(Solid earth tide,SET)在地表产生的径向位移可达40～50 cm,形变梯度可达2 cm/100 km,是各种精密大地测量和地球物理观测必须考虑的因素之一.随着星载合成孔径雷达干涉测量(Interferometric synthetic aperture radar,InSAR)地表形变监测范围的不断增大以及对精度要求不断提高,固体潮位移对InSAR观测的影响不容忽视.本文利用固体潮位移理论模型,根据InSAR测量基本原理和Sentinel-1卫星成像参数,模拟了固体潮位移InSAR相位,定量分析了其时空分布特征,并以我国江汉平原和北美大平原的Sentinel-1数据为例,探讨了固体潮位移InSAR相位对广域地表形变监测的影响.结果表明:(1)固体潮位移对InSAR广域地表形变监测存在较大影响,在250 km×250 km范围中,以C波段为例,其相位变化可达12 rad(对应52 mm视线向形变);(2)固体潮位移相位在中低纬度(60°S—60°N)地区变化较大,两极地区较小,且在时间上具有明显的周期性;(3)在Sentinel-1 InSAR观测中,通过固体潮位移相位改正去除了干涉图中的部分低频相位偏差,相比原始干涉图,改正后的解缠相位标准差减小了约29%.本研究对于认识固体潮位移InSAR相位的时空分布特征以及提高星载InSAR广域地表形变监测的准确度与可靠性均具有重要意义.  相似文献   

Nematode distribution in cultivated and undisturbed soils of Guinea Savannah and Semi-deciduous Forest zones of Ghana     

Obed Asiedu  Charles Kodia Kwoseh  Haddish Melakeberhan  Thomas Adjei-Gyapong 《地学前缘(英文版)》2019,10(2):381-387

Climate change affects air temperature, sea levels as well as the soil and its ecosystem. The Guinea Savannah and Semi-deciduous Forest zones of Ghana are characterized by different climatic conditions and vegetative cover. Annual average temperature has been steadily increasing whilst annual total rainfall has been decreasing in both zones, and this has been causing a southward shift of the Savannah into the Forest zone. Soil organisms provide crucial ecosystem services which are required for sustainable agriculture and food production yet crop cultivation disturbs the soil ecosystem. The harsh conditions associated with the Savannah further expose the soil ecosystem to disturbance and loss of biodiversity which threatens food production and security. Soil nematodes are the most abundant animals in the soil and play a central and critical role in the soil food web complex. Studying the nematode community structure gives a reflection of the status of the entire soil ecosystem. Soil samples were taken from cultivated and natural landscapes in the Guinea Savannah and Semi-deciduous Forest agroecological zones to analyse the nematode community. Results from the study showed the Guinea Savannah zone recording warmer soil temperatures, lower organic matter percentage and lower nematode diversity(Genus Richness) as compared to the Semi-deciduous Forest zone. If the Savannah continues to shift southward, the Forest zone soil ecosystem risks disturbance and loss of biodiversity due to the harsh Savannah conditions. Our findings indicate that prevailing crop cultivation practices also disturb soil ecosystem in the two ecological zones which span across West Africa. A disturbed soil ecosystem endangers the future of food production and food security.  相似文献   

Reliability of mooring lines and piles for a permanently manned vessel in a tropical cyclone environment     

《Applied Ocean Research》2019

The factors of safety for stationkeeping systems in current standards (ISO, API) are not derived or validated using reliability analyses. As the oil and gas exploration and production is breaking new boundaries, deploying new floating systems and moving into regions with harsher environments, it is of paramount importance to understand what level of reliability these new marine structures are achieving. This paper presents a reliability analysis of the mooring system of a Floating LNG (FLNG) vessel permanently moored and permanently manned offshore North West Australia in a tropical cyclone environment. The reliability analysis addresses both the mooring chain and the pile foundation. The analysis accounts for the long term characteristics of the environment, including the short term variability, in response to a given sea state and the variability and uncertainty in strength of the mooring chain and the pile. The stationkeeping system was analysed using detailed time domain simulations, capturing system non-linearities and low frequency oscillations as well as wave frequency responses and, thereby, reducing modelling uncertainties to a minimum.It is found that for the conditions modelled, neither the chain nor the pile meet a target reliability of 10⁻⁴/annum using the factors of safety commonly used in design following current ISO and API standards. New factors of safety are proposed to achieve this target reliability. For the pile design, one complicating factor is that current design standards do not explicitly define the exceedance probability that should be associated with the characteristic value of the undrained shear strength to be used in the design. It is demonstrated that the required factor of safety is crucially dependent on the definition of this characteristic value and on the level and the type of uncertainty in the soil strength profile. A recommendation is made regarding the definition of this characteristic value and the associated factor of safety. Furthermore, it is found that designing the mooring system to an environmental condition with a return period of 10,000 yr (as an Abnormal Limit State event), and setting the factor of safety to unity, meets the target reliability of 10⁻⁴/annum for the pile, if the characteristic undrained shear strength is a lower bound, defined in this paper by the 10th percentile value. For the chain however, this target reliability is not achieved.  相似文献   

基于TCP-InSAR的采动区铁路动态沉降监测与时序分析     

鹿璐  范洪冬  郑美楠  邹昊 《大地测量与地球动力学》2019,39(2):164-168

为高效获取采动区长时间序列形变，监控煤炭开采对矿区铁路的影响，研究一种基于TCP-InSAR(temporarily coherent point interferometric synthetic aperture radar)的采动区铁路形变监测方法。该方法根据时间序列SAR影像间的相干性，选取临时相干点构建Delaunay三角网，并通过离群值探测去除具有相位模糊度的TCP间的弧段，最后采用最小二乘解算得到区域地表变形。实验使用2016-10~2017-04时间段内的15景Sentinel-1A数据，利用TCP-InSAR技术获得某矿区的铁路形变。结果表明，受采动影响，该时间段内铁路最大下沉值为95 mm，最大倾斜坡度为0.37‰。利用TCP-InSAR技术可实现采动区内铁路长时间的动态形变监测。  相似文献