波段选择协同表达高光谱异常探测算法     

朱德辉  杜博  张良培 《遥感学报》2020,24(4):427-438

高光谱遥感影像具有光谱分辨率极高的特点,承载了大量可区分不同类型地物的诊断性光谱信息以及区分亚类相似地物之间细微差别的光谱信息,在目标探测领域具有独特的优势。与此同时,高光谱遥感影像也带来了数据维数高、邻近波段之间存在大量冗余信息的问题,高维度的数据结构往往使得高光谱影像异常目标类和背景类之间的可分性降低。为了缓解上述问题,本文提出了一种基于波段选择的协同表达高光谱异常探测算法。首先,使用最优聚类框架对高光谱波段进行选择,获得一组波段子集来表示原有的全部波段,使得高光谱影像异常目标类与背景类之间的可分性增强。然后使用协同表达对影像上的像元进行重建,由于异常目标类和背景类之间的可分性增强,对异常目标像元进行协同表达时将会得到更大的残差,异常目标像元的输出值增大,可以更好地实现异常目标和背景类的分离。本文使用了3组高光谱影像数据进行异常目标探测实验,实验结果表明,该方法与其他现有高光谱异常目标探测算法对比,曲线下面积AUC(Area Under Curve)值更高,可以更好地实现异常目标与背景分离,能够更有效地对高光谱影像进行异常目标探测。  相似文献   

Predicting groundwater level of wells in the Diyala River Basin in eastern Iraq using artificial neural network          下载免费PDF全文

Abdulrahman Th Mohammad  Qassem H Jalut  Nadia L Abbas 《地下水科学与工程》2020,8(1):87-96

Al-Mansourieh zone is a part of Al-Khalis City within the province of Diyala and located in the Diyala River Basin in eastern Iraq with a total area about 830 km2.Groundwater is the main water source for agriculture in this zone.Random well drilling without geological and hydraulic information has led the most of these wells to dry up quickly.Therefore,it is necessary to estimate the levels of groundwater in wells through observed data.In this study,Alyuda NeroIntelligance 2.1 software was applied to predict the groundwater levels in 244 wells using sets of measured data.These data included the coordinates of wells(x,y),elevations,well depth,discharge and groundwater levels.Three ANN structures(5-3-3-1,5-10-10-1 and 5-11-11-1)were used to predict the groundwater levels and to acquire the best matching between the measured and ANN predicted values.The coefficient of correlation,coefficient determination(R2)and sum-square error(SSE)were used to evaluate the performance of the ANN models.According to the ANN results,the model with the three structures has a good predictability and proves more effective for determining groundwater level in wells.The best predictor was achieved in the structure 5-3-3-1,with R2 about 0.92,0.89,0.84 and 0.91 in training,validation,testing and all processes respectively.The minimum average error in the best predictor is achieved in validation and testing processes at about 0.130 and 0.171 respectively.On the other hand,the results indicated that the model has the potential to determine the appropriate places for drilling the wells to obtain the highest level of groundwater.  相似文献   

HRCLDAS-V1.0和ERA5海面风场对比评估分析          下载免费PDF全文

渠鸿宇  黄彬  赵伟  宋佳凝  郭乙莹  胡海川  曹越男 《热带气象学报》2022,38(4):569-579

基于2020年中国近海31个浮标的逐小时数据,使用统计分析方法对中国气象局高分辨率陆面数据同化系统(HRCLDAS-V1.0)和欧洲中期天气预报中心第5代全球大气再分析数据(ERA5)海面风场进行了系统的检验,检验结果表明:两者在我国近海均具有较高的可信度,风速平均绝对误差(MAE)分别为1.16 m/s和1.09 m/s,风向MAE分别为23 °和22 °。随着风力增大两者的风速准确度均有所降低,当风力等级≥10级时,前者准确度优于后者;对于风向而言,随着风力增大,两者准确度均升高。此外,选取2020年典型的两次冷空气过程和2008号台风“巴威”过程,检验两者在不同天气过程影响下的准确度,两类融合产品均能较好地再现冷空气过程引起的风向变化,而对不同强度的冷空气过程下的风速反映存在差异;对于台风引起的大风,在风速较低时两者风速均具有不错的表现,但HRCLDAS-V1.0对峰值强度的表现优于ERA5。   相似文献   

Future Changes in Extreme High Temperature over China at 1.5℃-5℃ Global Warming Based on CMIP6 Simulations   总被引：1，自引：0，他引：1  

Guwei ZHANG  Gang ZENG  Xiaoye YANG  Zhihong JIANG 《大气科学进展》2021,38(2):253-267

Extreme high temperature(EHT)events are among the most impact-related consequences related to climate change,especially for China,a nation with a large population that is vulnerable to the climate warming.Based on the latest Coupled Model Intercomparison Project Phase 6(CMIP6),this study assesses future EHT changes across China at five specific global warming thresholds(1.5℃-5℃).The results indicate that global mean temperature will increase by 1.5℃/2℃ before 2030/2050 relative to pre-industrial levels(1861-1900)under three future scenarios(SSP1-2.6,SSP2-4.5,and SSP5-8.5),and warming will occur faster under SSP5-8.5 compared to SSP1-2.6 and SSP2-4.5.Under SSP5-8.5,global warming will eventually exceed 5℃ by 2100,while under SSP1-2.6,it will stabilize around 2℃ after 2050.In China,most of the areas where warming exceeds global average levels will be located in Tibet and northern China(Northwest China,North China and Northeast China),covering 50%-70%of the country.Furthermore,about 0.19-0.44 billion people(accounting for 16%-41%of the national population)will experience warming above the global average.Compared to present-day(1995-2014),the warmest day(TXx)will increase most notably in northern China,while the number of warm days(TX90p)and warm spell duration indicator(WSDI)will increase most profoundly in southern China.For example,relative to the present-day,TXx will increase by 1℃-5℃ in northern China,and TX90p(WSDI)will increase by 25-150(10-80)days in southern China at 1.5℃-5℃ global warming.Compared to 2℃-5℃,limiting global warming to 1.5℃ will help avoid about 36%-87%of the EHT increases in China.  相似文献   

Main technical innovations of Songke Well No.2 Drilling Project     

《China Geology》2018,1(2):187-201

Songke Well No.2, one of the main part of the scientific drilling project in Songliao Basin, which was drilled 7018 m and acquired the part of cores continuously from the Low Cretaceous to the Carboniferous and the Permian from the 2843 m deep, can be considered as the deepest continental drilling project in Asia. Aiming at the features of longer well sections, larger diameters and multiple spud-ins for coring of Songke Well No.2, this project broke through the “coring in small diameter and reaming in large diameter” spud-in drilling-completion procedures which are always used in large-diameter-well coring for continental scientific drilling projects in domestic and overseas and the drilling method of short-single-cylinder roundtrip footage. At the same time, “coring in the same diameter and completing drilling at one single diameter” was achieved at all φ311 mm and φ216 mm coring sections of more than one thousand meters long, high-efficient operation with “drilling long footage with drill tools combined in multi-cylinders” was achieved at deep coring section. Four world drilling records were created which include more than a thousand meters continuous coring at φ311 mm, and the footage per roundtrip footage at φ311 mm, φ216 mm and φ152 mm is all more than 30 m, all of these breakthroughs reduced at least 300 days for this project; moreover, considering the characteristics of formations that the geothermal gradient is high in the drilled sections and the inside-well temperature is over 240°C after drilling completion, a formate-polymer water-based mud system was developed by compounding attapulgite and sodium bentonite and by adding independently developed high-temperature stabilizer, which can provide critical technical support for successful well completion at 7018 m in the super-high-temperature environment It is the first time that the water-based mud is operated at the working temperature higher than 240°C in China; Besides, considering the high-quality requirement on cores imposed by the project, the method “mechanical cored is charge” to discharge core nondestructively on the ground was worked out, and more than 4000 m scatheless cores were discharged out of the drill pipes while maintaining original stratum structures.  相似文献   

模式内部变率引起的1.5℃和2℃升温阈值出现时间模拟的不确定性研究     

季涤非  刘利  李立娟  孙超  于馨竹  李锐喆  张诚  王斌 《气候变化研究进展》2019,15(4):343-351

模式内部变率是模拟结果不确定性的重要来源,然而它对于1.5℃和2℃升温阈值出现时间不确定性的影响尚不清楚。因此,基于耦合模式比较计划第五阶段(CMIP5)的多模式数据研究了模式内部变率对1.5℃和2℃升温阈值出现时间不确定性的影响以及对未来排放情景的敏感性。结果表明,模式内部变率对升温阈值出现时间模拟的影响与外强迫的影响相当,单个模式内部不同成员达到全球平均1.5℃或2℃增温的年份相差2~12年;其影响具有明显的空间差异,影响极大值出现在欧亚大陆以北洋面、白令海峡周围区域、北美东北部及其与格陵兰岛之间的海域、南半球高纬地区等;低排放情景下模式内部变率的影响大于高排放情景。  相似文献   

合肥盆地安参1井前侏罗纪基底地层的孢粉组合特征与时代归属   总被引：1，自引：0，他引：1  

苗慧心  张交东  周新桂  刘德良  李振生  宋立才  曾秋楠  刘旭锋  毕彩芹  孙福利 《地质学报》2018,92(3):466-481

大别山北缘的安参1井是合肥盆地最深的一口参数井,钻遇前侏罗纪基底地层达千米以上,为一套不含煤层(线)或灰岩以泥岩为主的地层,与周缘华北陆块和大别造山带等构造单元的地层对比困难。因缺少宏观化石记录和明确的定年依据,其时代归属一直存在争议,制约了对这一套特殊地层所反映的地质信息的进一步挖掘。为进一步明确该套特殊地层的地质时代,本项研究对安参1井4160~5152m井段大量岩心和岩屑样品进行了微古化石分析,在其中5块样品中发现了保存良好的孢粉化石647粒,共计23属51种及部分未定种。根据对孢粉化石的类型、属种和含量的分析,将其自下而上划分为两个孢粉化石组合:Ⅰ.Densosporites reynoldburgensisLaevigatosporites perminutus;Ⅱ.Triquitrites-Macrotorispora media。孢粉组合Ⅰ中蕨类植物孢子以平均含量87.67%占绝对优势,代表分子有Laevigatosporites perminutus,Lycospora rotunda,Patellisporites meishanesis等,裸子植物花粉均为单囊粉属Florinites;孢粉组合Ⅱ中,蕨类植物孢子平均含量降低至53.78%,其中蕨类孢子Lycospora rotunda消失,Leiotriletes adnatus,Triquitrites,Crassipora等含量下降,并有特征分子大一头沉孢属Macrotorispora出现,裸子植物花粉含量和丰富度明显增加,以柯达粉属Cordaitina为主。经过与华北其他地区孢粉组合特征的对比分析,上述两个孢粉组合分别与华北陆块晚古生代二叠系太原组和上石盒子组具有明确的相似性,与早期和中晚期华夏植物群面貌相一致,反映了裸子植物逐渐繁盛、属种越来越丰富的过程,孢粉组合Ⅰ和Ⅱ的地质时代分别为晚石炭世晚期至早二叠世早期和晚二叠世,为安参1井前侏罗纪基底存在石炭—二叠系提供了直接证据,也为合肥盆地沉积环境和古气候分析提供了新资料。  相似文献   

松辽盆地大陆深部科学钻探2号井完井暨学术研讨现场会召开     

编辑部 《地质论评》2018,64(4):6404912-6404979

正2018年5月26日,自然资源部中国地质调查局在黑龙江省安达市松科二井工程现场召开大陆科学钻探工程(松科二井)完井暨学术研讨现场会。中国地质学会常务副理事长兼秘书长、自然资源部中国地质调查局副局长、松科二井工程领导小组组长李金发宣布松辽盆地大陆深部科学钻探工  相似文献   

Intercomparison of CRA-Interim Precipitation Products with ERA5 and JRA-55     

叶梦姝  姚秀萍  张涛  许小峰  王式功 《热带气象学报(英文版)》2021,27(2):136-147

By using the hourly data from surface meteorological stations in China, the 3-hour precipitation data from CRA-Interim (Chinese Reanalysis-Interim), ERA5 (ECMWF Reanalysis 5) and JRA-55 (Japanese Reanalysis-55) are compared, both on the spatial-temporal distributions and on bias with observation precipitation in China. The results show that: (1) The three sets of reanalysis datasets can all reflect the basic spatial distribution characteristics of annual average precipitation in China. The simulation of topographic forced precipitation in complex terrain by CRA-interim is more detailed, while CRA-interim has larger negative bias in central and East China, and larger positive bias in southwest China. (2) In terms of seasonal precipitation, the three sets of reanalysis datasets overestimate the precipitation in the heavy rainfall zone of spring and summer, especially in southwest China. CRA interim’s location of the rain belt in the First Rainy Season in South China is west by south, the summer precipitation has positive bias in southwest and South China. (3) All of the reanalysis datasets can basically reflect the distribution difference of inter-annual variation of drought and flood, but the overall the CRA-Interim generally shows negative bias, while the ERA5 and JRA-55 exhibit positive bias. (4) For the diurnal variation of precipitation in summer, all the reanalysis datasets perform better in simulating the daytime precipitation than in the night, and bias of CRA-interim is less in southeast and northeast than elsewhere. (5) ERA5 generally performs the best on the evaluation of quantitative precipitation forecast, the JRA-55 is the next, followed by the CRA-Interim. CRA-Interim has higher missing rate and lower threat score for heavy rains; however, at the level of downpour, the CRA-Interim performs slightly better.  相似文献   

NEX-GDDP和CMIP5对青藏高原地区近地面气象场历史和未来模拟的评估与偏差校正     

陈说  叶涛  刘苇航  王爱慧 《高原气象》2021,(2):257-271

青藏高原是全球变化研究的热点区域,气候模式模拟是研究该区域气候变化的重要数据来源。本文使用基于中国地面台站的插值格点数据集(CN05.1),对国际气候耦合模式第5次比较计划(CMIP5)及其高分辨率统计降尺度数据集(NEX-GDDP)中15个模式1966-2005年间的逐日最高/最低气温、降水和平均风速在青藏高原区域的模拟能力进行了评估。使用多领域间影响模型比较计划(ISI-MIP)的偏差校正方法对上述数据进行了训练和验证,并对未来时期模式数据进行了校正。研究表明:(1)训练时期(1986-2005年),NEX-GDDP高估了日最高气温(1.04℃)和日最低气温(0.23℃),低估了日降水量(-0.11 mm),CMIP5低估了日平均风速(-0.11 m·s^-1)。年/季平均值/总量和极端值存在较大偏差。(2)校正后,验证时期(1966-1985年)各变量逐日数据的相关系数提高(除气温外),均方根误差下降,平均偏差幅度减小。各变量的年/季平均值/总量和极端值的偏差大幅减小。(3)对于未来时期(2006-2095年),校正过程保留了原有数据年/季平均值/总量和极端值的变化趋势,调整了各要素平均值/总量和极端值的基准值和空间分布特征,以更准确地衔接历史时期的规律,可为该地区未来气候变化及其影响研究提供重要参考。  相似文献