Groundwater contaminant source identification based on iterative local update ensemble smoother          下载免费PDF全文

YANG Ai-lin  JIANG Si-min  LIU Jin-bing  JIANG Qian-yun  ZHOU Ting  ZHANG Wen 《地下水科学与工程》2020,8(1):1-9

Identification of the location and intensity of groundwater pollution source contributes to the effect of pollution remediation, and is called groundwater contaminant source identifcation. This is a kind of typical groundwater inverse problem, and the solution is usually ill-posed. Especially considering the spatial variability of hydraulic conductivity field, the identification process is more challenging. In this paper, the solution framework of groundwater contaminant source identification is composed with groundwater pollutant transport model (MT3DMS) and a data assimilation method (Iterative local update ensemble smoother, ILUES). In addition, Karhunen-Loève expansion technique is adopted as a PCA method to realize dimension reduction. In practical problems, the geostatistical method is usually used to characterize the hydraulic conductivity feld, and only the contaminant source information is inversely calculated in the identifcation process. In this study, the identification of contaminant source information under Kriging K-field is compared with simultaneous identification of source information and K-field. The results indicate that it is necessary to carry out simultaneous identification under heterogeneous site, and ILUES has good performance in solving high-dimensional parameter inversion problems.  相似文献   

基于多分辨率分析的GF-5和GF-1遥感影像空—谱融合     

孟祥超  孙伟伟  任凯  杨刚  邵枫  符冉迪 《遥感学报》2020,24(4):379-387

针对空间分辨率比率较大尺度差异下的高分五号(GF-5)与高分一号(GF-1)卫星影像的空—谱融合问题,提出多传感器影像融合策略:一方面,通过现有空—谱融合方法的分步融合得到融合影像;另一方面,在分步融合理论基础上,推导得出一体化融合基础框架,并进一步提出基于多分辨率分析的多传感器一体化融合方法,缓解现有方法因空间分辨率比率过大导致影像空、谱互补信息难以有效集成的问题。其中,提出的一体化融合方法基于调制传递函数MTF (Modulation Transfer Function)滤波对多传感器影像空间(高频)和光谱(低频)分量进行分解提取,并充分考虑多传感器高空间分辨率影像与高光谱分辨率影像之间的关系,以及高光谱分辨率影像波段间关系,设计合理的融合权重,最终可得到具有最高空间分辨率和最高光谱分辨率的融合影像。通过GF-1全色影像、GF-1多光谱影像、GF-5高光谱影像数据对提出方法进行实验验证,结果表明:本文方法可有效集成多传感器影像间的空、谱互补信息,得到较优融合结果。  相似文献   

基于高分遥感影像的建筑物侧面信息提取及其高度计算     

宋旭东  曹文峰  冯德俊  张星星 《北京测绘》2020,(3):296-300

本文选取成都市某一区域建筑物A、B为研究对象,采用分辨率为0.61 m的Quick bird影像,运用图像分割法和LVQ神经网络算法,提取建筑物侧面信息,根据假设法原理,构建高度计算物理模型,求取建筑物高度。对比实测数据,结合可能影响实验结果的实地因素、遥感影像因素进行精度分析与评价,探讨基于高分遥感影像的建筑物侧面信息提取和高度计算的方法。结果表明,LVQ神经网络算法在建筑物侧面提取和高度计算中有更好的应用价值,精度高达94%。  相似文献   

Collaborative Governance and Conflict Management: Lessons Learned and Good Practices from a Case Study in the Amazon Basin     

Joshua Fisher  Hannah Stutzman  Mariana Vedoveto  Debora Delgado  Ramon Rivero  Walter Quertehuari Dariquebe 《社会与自然资源》2020,33(4):538-553

Abstract

Given the linkages between natural resources and social conflicts, evidence increasingly shows that successful natural resource management requires conflict mitigation and prevention. However, there may be a gap in practice between knowing what processes and tools need to be used to manage conservation conflicts and how to actually implement them. We present learning from a practice-based case study of conflict management in the Amarakaeri Communal Reserve in the Peruvian Amazon that aimed to develop natural resource governance institutions and build stakeholder capacity, including of indigenous groups, to navigate existing conflict resolution mechanisms. Through applying good practices in conservation conflict management and collaborative governance, we generated important lessons on the practical considerations involved in collaborative conservation. These lessons, while specific to our case, could be applied to a variety of protected areas facing complex social-ecological systems dynamics and wicked problems.  相似文献   

深度学习GoogleNet模型支持下的中分辨率遥感影像自动分类     

陈斌  王宏志  徐新良  王首泰  张亚庆 《测绘通报》2019,(6):29-33,40

提出了一种基于深度学习技术的遥感分类方法，它能有效解决中分辨率影像在分类过程中出现的像元混分问题。研究选用2016年5月12日武汉市Landsat 7 ETM+遥感影像，基于GoogleNet模型中的Inception V3网络结构，借助迁移学习方法，构建出遥感分类模型，实现了对武汉市主城区4类典型地物（不透水层、植被、水体和其他用地）的自动分类提取，并将分类结果与传统最大似然分类（ML）结果进行了对比分析。研究表明：基于深度学习方法的遥感影像总体分类精度高达88.33%，Kappa系数为0.834 2，明显优于传统ML方法总体分类精度83%和Kappa系数0.755 0，而且有效抑制了地物在分类过程中出现的像元混分现象。  相似文献   

建筑物侧面轮廓线约束的高分辨率遥感影像建筑物高度估算方法     

陈辉  张卡  宿东  王蓬勃 《测绘通报》2019,(9):34-37,72

针对现有利用阴影长度法提取建筑物高度时存在的阴影间相互遮挡问题，提出了一种基于建筑物侧面轮廓线进行建筑物高度估算的新方法。首先，利用RPC模型计算建筑物像点位移的方向与卫星成像角度，再将遥感影像进行旋转，使建筑物像点位移沿水平方向；然后，利用Canny算法进行轮廓检测，并构建一定长度的矩形形态学结构元素，对轮廓图像进行形态学开运算，以提取侧面轮廓线，再利用Hough变换与建筑物角点约束，对所提取的轮廓线进一步筛选；最后，根据卫星侧视成像时建筑物高度与像点位移的几何关系进行建筑物的高度估算。利用实际的高分辨率卫星影像对本文方法进行了验证，并与阴影法估算建筑物高度进行了对比。试验结果证明，利用建筑物侧面轮廓线进行建筑物高度估算平均误差可以达到0.7 m，且实际精度优于使用阴影法进行建筑物高度估算。  相似文献   

环境水样中农药污染分析技术研究进展   总被引：2，自引：2，他引：0  

郭婕  张燕  胡振国  刘菲 《岩矿测试》2021,(1):16-32

随着农业集约化和城市化的推进,世界上大量水环境中农药残留量已超过规定的限值,水环境中农药污染问题受到社会各界的广泛关注。作为世界上最大的农药生产国和使用国,中国水环境中农药残留量远高于其他发达国家,已有研究表明在我国七个典型流域(长江、太湖、黄河、松花江、黑龙江、大运河和东江)中检测到19种农药,平均浓度范围为0.02～332.75ng/L。农药及其转化产物对生态环境和人体健康具有潜在威胁,水环境中农药残留的研究是水质评估中必不可少的组成部分,而靶向筛查难以检测未知农药及其转化产物。因此,环境中农药残留及其转化产物的非靶向筛查亟需完善。本文依据农药组分非靶向筛查的分析流程,对近五年水质样品中农药残留靶向及非靶向筛查方法进行综述,梳理了近年来国内外食品与水环境中农药残留限量的相关法律法规,对水环境中农药残留分析方法的研究进展进行概述;总结了液液萃取(LLE)、固相萃取(SPE)、固相微萃取(SPME)等样品前处理方法的特点,在这些方法中,固相萃取是农药非靶向筛查的主要前处理方法,具有良好应用前景。本文还探讨了分析仪器从色谱检测到色谱-质谱联用的发展趋势,多种高分辨率质谱的产生为农药非靶向筛查提供了多层次的分析需求;同时通过总结近年来农药筛查确证相关的指导标准、质谱数据库与多种鉴定方法,指出水环境中农药污染分析技术的发展趋势。  相似文献   

1901—2018年三江源地区大气冻融指数变化特征     

陈方方  罗栋梁  刘磊  金会军  李超 《冰川冻土》2021,43(2):417-426

三江源地区是我国重要生态安全屏障,冻土是其高寒生态系统的重要组成部分,冻土的变化深刻影响高寒生态系统固碳及水源涵养。基于英国东英吉利大学（University of East Anglia,UEA）气候研究中心（Climatic Research Unit,CRU）月平均气温再分析资料,利用线性倾向法和滑动平均法并结合GIS空间分析和制图,计算并分析了三江源地区1901—2018年冻融指数变化趋势及其空间分布特征。结果表明：三江源地区冻结指数在1901—2018年整体以-1.1 ℃·d·a^-1的斜率呈波动减少趋势,经历了三个波动变化阶段：1901—1943年的下降（-3.4 ℃·d·a^-1）、1943—1966年的升高（8.8 ℃·d·a^-1）、1966—2018年的再次下降（-4.3 ℃·d·a^-1）。融化指数与冻结指数的变化相反,整体以0.34 ℃·d·a^-1的斜率呈波动上升趋势,呈现升高（1901—1943年,3.3 ℃·d·a^-1）、下降（1943—1981年,-3.1 ℃·d·a^-1）、再次升高（1981—2018年,2.9 ℃·d·a^-1）的趋势。在空间分布上,自西向东随海拔和多年冻土连续性降低,冻结指数由3 400 ℃·d递减到600 ℃·d,融化指数由接近0 ℃·d增加到1 800 ℃·d。长江源区冻结指数最大,融化指数最小;黄河源区冻结指数最小,融化指数最大。研究成果可为三江源地区冻土变化及其对高寒生态环境的影响研究提供科学借鉴。  相似文献   

塔里木盆地北部坳陷寒武系烃源岩特征及热演化史模拟     

李飞龙  杨圣 《新疆地质》2021,(1):112-117

寒武系烃源岩是塔里木盆地北部地区海相油气最为主要的来源,长期以来—对这套烃源岩发育特征研究多停留在全盆地或单一区块分析,给油田资源评价带来了诸多不确定性。利用野外露头和新井钻探取心,在分析寒武纪沉积环境及构造格局基础上,总结北部凹陷寒武系烃源岩的发育及分布特征,对所采样品选取多参数进行评价,然后通过盆地模拟软件模拟寒武系烃源岩热演化史。样品分析结果表明,北部凹陷寒武系烃源岩厚度为160~280 m,有机碳含量均值为2.10%、镜质体反射率均值为2.09%。热史模拟结果表明,塔里木盆地北部凹陷寒武系烃源岩,自加里东中期进入成熟阶段,加里东晚期—海西早期处于生油高峰期,海西中期达到过成熟阶段,海西晚期之后源岩逐步失去生烃能力,至燕山期全部停止生烃。  相似文献   

Resistivity of reservoir sandstones and organic rich shales on the Barents Shelf:Implications for interpreting CSEM data     

Kim Senger  Thomas Birchall  Peter Betlem  Kei Ogata  Sverre Ohm  Snorre Olaussen  Renate S.Paulsen 《地学前缘(英文版)》2021,12(6):411-427

Marine controlled source electromagnetic(CSEM)data have been utilized in the past decade during petroleum exploration of the Barents Shelf,particularly for de-risking the highly porous sandstone reservoirs of the Upper Triassic to Middle Jurassic Realgrunnen Subgroup.In this contribution we compare the resistivity response from CSEM data to resistivity from wireline logs in both water-and hydrocarbon-bearing wells.We show that there is a very good match between these types of data,particularly when reservoirs are shallow.CSEM data,however,only provide information on the subsurface resistivity.Careful,geology-driven interpretation of CSEM data is required to maximize the impact on exploration success.This is particularly important when quantifying the relative re-sistivity contribution of high-saturation hydrocarbon-bearing sandstone and that of the overlying cap rock.In the presented case the cap rock comprises predominantly organic rich Upper Jurassic-Early Cretaceous shales of the Hekkingen Formation(i.e.a regional source rock).The resistivity response of the reservoir and its cap rock become merged in CSEM data due to the transverse resistance equivalence principle.As a result of this,it is imperative to understand both the relative contributions from reservoir and cap rock,and the geological sig-nificance of any lateral resistivity variation in each of the units.In this contribution,we quantify the resistivity of organic rich mudstone,i.e.source rock,and reservoir sandstones,using 131 exploration boreholes from the Barents Shelf.The highest resistivity(＞10,000 Ωm)is evident in the hydrocarbon-bearing Realgrunnen Subgroup which is reported from 48 boreholes,43 of which are used for this study.Pay zone resistivity is primarily controlled by reservoir quality(i.e.porosity and shale fraction)and fluid phase(i.e.gas,oil and water saturation).In the investigated wells,the shale dominated Hekkingen Formation exhibits enhanced resistivity compared to the background(i.e.the underlying and overlying stratigraphy),though rarely exceeds 20Ωm.Marine mudstones typically show good correlation between measured organic richness and resistivity/sonic velocity log signatures.We conclude that the resistivity contribution to the CSEM response from hydrocarbon-bearing sandstones out-weighs that of the organic rich cap rocks.  相似文献