基于超像元词包特征和主动学习的高分遥感影像变化检测     

杨进一  徐伟铭  王成军  翁谦 《地球信息科学学报》2019,21(10):1594-1607

为解决高分辨率遥感影像变化检测中存在底层特征缺乏语义信息、像元级的检测结果存在“椒盐”现象以及监督分类中样本标注自动化程度较低,本文提出一种基于超像元词包特征和主动学习的变化检测方法。首先采用熵率分割算法获取叠加影像的超像元对象;其次提取两期影像像元点对间的邻近相关影像特征（相关度、斜率和截距）和顾及邻域的纹理变化强度特征（均值、方差、同质性和相异性）,经线性组合作为像元点对的底层特征;然后基于像元点对底层特征利用BOW模型构建超像元词包特征,并采用一种改进标注策略的主动学习方法从无标记样本池中优选信息量较大的样本,且自动标注样本类别;最后训练分类器模型完成变化检测。通过选用2组不同地区的GF-2影像和Worldview-Ⅱ影像作为数据源进行实验,实验结果中2组数据集的F1分数分别为0.8714、0.8554,正确率分别为0.9148、0.9022,漏检率分别为0.1681、0.1868,误检率分别为0.0852、0.0978。结果表明,该法能有效识别变化区域、提高变化检测精度。此外,传统主动学习方法与改进标注策略的主动学习方法的学习曲线对比显示,改进的标注策略可在较低精度损失下,有效提高样本标注自动化程度。  相似文献   

长江经济带岩盐矿特征与盐穴储库适宜性评价     

刘红樱  姜月华  杨国强  金阳  杨辉  周权平 《中国地质调查》2019,6(5):89-98

长江经济带包括上海、江苏、浙江、安徽、江西、湖北、湖南、四川、重庆、云南和贵州11个省(直辖市),是我国重要的经济发展区域,油气资源长期安全可靠的储存对于该区经济可持续发展至关重要。基于长江经济带战略油气储库基地建设规划布局的需求,在充分收集利用前人地质调查和研究成果的基础上,对区内岩盐矿床进行了综合研究和分析,建立了层次结构模型,评价了盐穴油气储库建设的可行性。长江经济带除上海和贵州外,其余9省(直辖市)均发现了大量的岩盐矿床,主要成盐时代为震旦纪、三叠纪、白垩纪和古近纪; 成盐盆地范围0.29~10 000 km²,盐层累计厚度3~1 050 m,矿体埋藏深度40~3 400 m; 矿石中NaCl含量20%~99.86%; 矿体顶底板及夹层岩石主要为泥岩、粉砂质泥岩及泥质粉砂岩。地质调查揭示出区内大部分地下盐穴远离地震活动带,构造稳定,因此可以改造为石油储库。考虑储气库的密闭性及安全性,江苏金坛盆地等6个盐矿埋深适中,建穴地质条件较好,适合建造储气盐穴库; 江苏淮安等14个盆地的局部地区适合建造天然气储库; 重庆垫江等11个盐矿埋深较大,可以建造储气盐穴库,但建造成本较高; 湖南澧县等21个盐矿埋藏偏浅,应选择更深部的盐层空间建造油气储库。建议在江苏金坛、淮安、赵集和丰县,江西清江和会昌,湖北云应、天门小板和潜江等盐矿地区优先开发利用盐穴。  相似文献   

Exploration prospects of oil and gas in the Northwestern part of the Offshore Indus Basin,Pakistan     

《China Geology》2020,3(4):633-642

Oil and gas resources are short in Pakistan and no commercially viable oil and gas sources have been yet discovered in its offshore areas up to now. In this study, the onshore-offshore stratigraphic correlation and seismic data interpretation were conducted to determine the oil and gas resource potential in the Offshore Indus Basin, Pakistan. Based on the comprehensive analysis of the results and previous data, it is considered that the Cretaceous may widely exist and three sets of source rocks may be developed in the Offshore Indus Basin. The presence of Miocene mudstones has been proven by drilling to be high-quality source rocks, while the Cretaceous and Paleocene–Eocene mudstones are potential source rocks. Tectonic-lithologic traps are developed in the northwestern part of the basin affected by the strike-slip faults along Murray Ridge. Furthermore, the Cretaceous and Paleocene–Eocene source rocks are thick and are slightly affected by volcanic activities. Therefore, it can be inferred that the northwestern part of Offshore Indus Basin enjoys good prospects of oil and gas resources.  相似文献   

Effect of Caliche Nodules on Soil Water Storage in the Northern Loess Plateau of China     

Tiexiong Gong  Yuanjun Zhu  Yunqiang Wang  Wei Hu  Ming'an Shao 《洁净——土壤、空气、水》2019,47(7)

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气袋采样法对还原硫化物测定的影响因素分析及机理研究     

孟洁  翟增秀  刘英会  张君  韩萌 《岩矿测试》2019,38(2):179-185

还原硫化物是一Z类典型的恶臭物质,其特点是活性高、不易储存,因此适宜的储存条件对还原硫化物的准确测定具有重要意义。本文使用气相色谱-质谱联用技术,从气袋材质、还原硫化物初始浓度、还原硫化物性质和储存时间四个因素探究袋采样法储存还原硫化物过程的损失情况。以Tedlar~? PVF和Teflon~? FEP为目标采样袋,使用5个初始浓度(0. 001、0. 010、0. 100、1. 000和10. 000μg/m L)的混合还原硫化物,选择0、2、6、12、24、48以及72h的储存时间,以响应因子和相对回收率作为评价因子,并使用配对t检验法和吸附动力学,研究影响储存效果的主要因素、物质损失机理以及两种采样袋的储存能力。结果表明,储存时间越长、物质初始浓度越高,物质活性越强,损失情况越严重;在环境温度达到60℃时,Tedlar~? PVF的基质背景较Teflon~? FEP更复杂;相同条件下,还原硫化物在Teflon~? FEP储存过程中损失更严重。依据研究结果建议:(1)样品采集后避光保存;(2)低浓度含硫样品的测定在采样后8h内完成,高浓度含硫样品的测定在2h内完成;(3)若待测样品气体温度较高,优先选择Teflon~? FEP采样袋,气体温度较低条件下选择Tedlar~? PVF采样袋,可最大限度保持样品的原始状态。本研究成果有利于确保还原硫化物样品的储存稳定性,最大限度还原恶臭污染现场情况,为恶臭污染的分析测试以及后续的恶臭污染控制与治理提供技术支持。  相似文献   

马达加斯加石墨矿地质特征及其成因分析   总被引：1，自引：0，他引：1  

马金虎 《地质与勘探》2020,56(4):878-888

马达加斯加石墨矿资源丰富,找矿潜力大。对马达加斯加东部及西南部3个典型石墨矿床进行综合对比研究,发现其石墨矿成因类型为区域变质型,矿石工业类型以大鳞片晶质石墨为主,自然类型可分为片岩型、片麻岩型及变粒岩型,石墨矿赋矿地层为Graphite岩系。对含矿岩石进行主量元素分析,认为其原岩为富含有机质、富铝的砂质、粉砂质、泥质沉积碎屑岩;形成环境为活动大陆边缘区域和大陆岛弧区域。马达加斯加石墨矿床的形成均经历了多次变质作用,富含有机质岩石主要通过区域变质作用形成晶质石墨矿床,并在混合岩化及深层次韧性剪切作用下进一步富集成矿。  相似文献   

黄土高原沟谷地貌发育演化研究进展与展望     

熊礼阳  汤国安 《地球信息科学学报》2020,22(4):816-826

黄土沟谷是黄土地貌中最有活力、最具变化、最富特色的对象单元,黄土高原千沟万壑的地貌形态以及触目惊心的侵蚀状态也让区域内沟谷地貌的形成、发育及演化问题成为研究中焦点及前沿性科学问题。近年来,诸多学者采用地学测年法、特征表达法、监测模拟法力图实现对黄土沟谷发育演化进程中“过去-现代-未来”的科学认知。这些研究在相当程度上丰富了黄土沟谷发育过程的认知。本文梳理了黄土高原沟谷地貌演化相关研究的现状,并从黄土高原地貌演化、黄土沟谷发育、基于DEM的沟谷信息提取与表达等研究进行了系统的回顾、梳理与分析。此外,本文提出“黄土沟道剖面群组”概念与方法,试图从新的视角审视黄土沟谷地貌发育演化过程。沟道剖面在黄土沟谷发育演化进程中传递物质能量和累积地形动力,并通过径流节点的串联实现剖面群的连接与组合,形成独特的剖面“群组”模式;该沟道剖面群组是集黄土沟谷地貌特征与过程于一体的综合信息集成体,其三维空间结构是对黄土沟谷地貌发育演化的高度抽象与映射,并可望进一步丰富黄土高原数字地形分析理论与方法体系,为黄土高原黄土地貌成因机理与空间分异格局带来创新的认识。  相似文献   

江西东坪石英脉型黑钨矿矿床地质特征、控矿因素及找矿标志     

杨细浩  胡文洁  钟起泓  朱昌杰  万欢  胡正华 《吉林大学学报(地球科学版)》2019,49(5):1301-1316

东坪钨矿床是近年在赣北地区新发现的首个超大型石英脉型黑钨矿矿床，位于长江中下游成矿带幕阜山地区东坪-香炉山钨矿找矿远景区东部。矿床赋矿层位为新元古代双桥山群安乐林组浅变质岩系，北东向断裂及其两侧的次级裂隙为区内主要控矿构造、容矿构造，隐伏的燕山晚期黑云母二长花岗岩为成矿岩体，与区内钨多金属成矿关系密切的为石英脉状硅化；两个矿带的钨矿体均产于成矿岩体外接触带，呈现了石英脉型黑钨矿矿床典型的"五层楼"分带特征，矿石工业类型主要为黑钨矿矿石；明确了构造和岩浆岩等主要控矿因素；总结出地表微细裂隙云英岩化-黄铁矿化蚀变带、含硫化物石英细脉带、石英脉、重砂及地球化学异常为区内主要找矿标志。  相似文献   

Evaluation of the temporal variations of groundwater storage and its interactions with climatic variables using GRACE data and hydrological models: A study from Turkey     

Behnam Khorrami  Orhan Gunduz 《水文研究》2021,35(3):e14076

Monitoring of the fluctuations of groundwater storage is particularly important in arid and semi-arid regions where water scarcity brings about various challenges. Remote sensing data and techniques play a preponderant role in developing solutions to environmental problems. The launch of Gravity Recovery and Climate Experiment (GRACE) satellites has eased the remote monitoring and evaluation of groundwater resources with an unprecedented precision over large scales. Within the scope of the current study, the latest release (RL06) of GRACE mass concentrations (Mascons) from Jet Propulsion Laboratory (JPL) dataset as well as Global Land Data Assimilation System (GLDAS) models of Noah and Catchment Land Surface Model (CLSM) were used to provide Groundwater Storage Anomalies (GWSA) over Turkey. The temporal interactions of the estimated GWSA with the climatic variables of precipitation and temperature (derived from the reanalysis datasets of CHELSA [Climatologies at High resolution for the Earth's Land Surface Areas] and FLDAS [the Famine Early Warning Systems Network Land Data Assimilation System], respectively) were investigated statistically. The results suggest that there is a descending trend (from 2003 to 2016) for Terrestrial Water Storage Anomalies (TWSA) and GWSA over Turkey with a total loss of 11 and 6 cm of water, respectively. The statistical analysis results also indicate that the monthly variations of GWSA over Turkey are highly correlated with precipitation and temperature at 2-month lag. The analysis of the climatology (long-term) values of monthly GWSA, precipitation and temperature also revealed high agreement between the variables.  相似文献   

Consistency of precipitation products over the Arabian Peninsula and interactions with soil moisture and water storage     

Youssef Wehbe  Marouane Temimi  Dawit T. Ghebreyesus  Adam Milewski  Hamid Norouzi  Elsy Ibrahim 《水文科学杂志》2018,63(3):408-425

The regional-scale consistency between four precipitation products from the GPCC, TRMM, WM, and CMORPH datasets over the Arabian Peninsula was assessed. Their macroscale relationships were inter-compared with soil moisture and total water storage (TWS) estimates from AMSR-E and GRACE. The consistency analysis was studied with multivariate statistical hypothesis testing and Pearson correlation metrics for the period from January 2000 to December 2010. The products and GRACE estimates were assessed over a representative sub-domain (United Arab Emirates) with available in situ well observations. Next, geographically temporally weighted regression (GTWR) was employed to examine the interdependencies among the peninsula’s hydrological components. The results showed GPCC-TRMM recording the highest correlation (0.85) with insignificant mean differences over more than 90% of the peninsula. The highest GTWR predictive performance of TWS (R² = 0.84) was achieved with TRMM forcing, which indicates its potential to monitor changes in TWS over the arid peninsular region.  相似文献