Assessing the performance of two unsupervised dimensionality reduction techniques on hyperspectral APEX data for high resolution urban land-cover mapping     

《ISPRS Journal of Photogrammetry and Remote Sensing》2014

Despite the high richness of information content provided by airborne hyperspectral data, detailed urban land-cover mapping is still a challenging task. An important topic in hyperspectral remote sensing is the issue of high dimensionality, which is commonly addressed by dimensionality reduction techniques. While many studies focus on methodological developments in data reduction, less attention is paid to the assessment of the proposed methods in detailed urban hyperspectral land-cover mapping, using state-of-the-art image classification approaches. In this study we evaluate the potential of two unsupervised data reduction techniques, the Autoassociative Neural Network (AANN) and the BandClust method – the first a transformation based approach, the second a feature-selection based approach – for mapping of urban land cover at a high level of thematic detail, using an APEX 288-band hyperspectral dataset. Both methods were tested in combination with four state-of-the-art machine learning classifiers: Random Forest (RF), AdaBoost (ADB), the multiple layer perceptron (MLP), and support vector machines (SVM). When used in combination with a strong learner (MLP, SVM) BandClust produces classification accuracies similar to or higher than obtained with the full dataset, demonstrating the method’s capability of preserving critical spectral information, required for the classifier to successfully distinguish between the 22 urban land-cover classes defined in this study. In the AANN data reduction process, on the other hand, important spectral information seems to be compromised or lost, resulting in lower accuracies for three of the four classifiers tested. Detailed analysis of accuracies at class level confirms the superiority of the SVM/Bandclust combination for accurate urban land-cover mapping using a reduced hyperspectral dataset. This study also demonstrates the potential of the new APEX sensor data for detailed mapping of land cover in spatially and spectrally complex urban areas.  相似文献   

Novel Folded-PCA for improved feature extraction and data reduction with hyperspectral imaging and SAR in remote sensing     

《ISPRS Journal of Photogrammetry and Remote Sensing》2014

As a widely used approach for feature extraction and data reduction, Principal Components Analysis (PCA) suffers from high computational cost, large memory requirement and low efficacy in dealing with large dimensional datasets such as Hyperspectral Imaging (HSI). Consequently, a novel Folded-PCA is proposed, where the spectral vector is folded into a matrix to allow the covariance matrix to be determined more efficiently. With this matrix-based representation, both global and local structures are extracted to provide additional information for data classification. Moreover, both the computational cost and the memory requirement have been significantly reduced. Using Support Vector Machine (SVM) for classification on two well-known HSI datasets and one Synthetic Aperture Radar (SAR) dataset in remote sensing, quantitative results are generated for objective evaluations. Comprehensive results have indicated that the proposed Folded-PCA approach not only outperforms the conventional PCA but also the baseline approach where the whole feature sets are used.  相似文献   

基于灰色定权聚类的江苏省工业节能减排评价研究     

徐沛勣  姚天祥 《南京气象学院学报》2014,6(4):374-379

采用灰色定权聚类分析法,对江苏省近年来的工业节能减排情况进行评价.结果表明：2000年以及2009-2011年的节能减排效果较好,2002-2008年的节能减排效果一般,2001年的节能减排效果较差.另外,还结合各项指标对评价结果进行分析,并有针对性地提出有关江苏省节能减排措施的建议.  相似文献   

气象要素对太阳能电池板温度的影响   总被引：1，自引：1，他引：0       下载免费PDF全文

潘进军  申彦波  边泽强  王香云 《应用气象学报》2014,25(2):150-157

温度升高会引起光伏电池发电效率下降,电池板温度是确定温度折减系数的必要条件,目前我国尚没有充足的外场实测电池板温度数据。该文基于北京南郊太阳能试验站2010年全年逐时电池板温度、气温、地表温度、斜面和水平辐照度实测数据,分析了电池板温度随时间的变化及其与各气象要素的关系。结果表明:电池板温度与气温和斜面辐照度的综合相关或与地表温度的线性相关最好,但实测数据不易获得;电池板温度与气温的线性相关较好,数据较易获得且质量有保证,从现实可行性考虑,是推算电池板温度最实用的相关方程;电池板温度与气温和水平辐照度的综合相关可以作为辅助方程,用于推算气温较高情况下的电池板温度。基于2010年电池板温度实测数据和加权计算的方法,得到北京地区年平均光伏发电温度折减系数约为2%,最高可达到13.3%。  相似文献   

Origin of the hydrocarbon gases carbon dioxide and hydrogen sulfide in Dodan Field (SE-Turkey)     

《Marine and Petroleum Geology》2014

Gas occurrences consisting of carbon dioxide (CO₂), hydrogen sulfide (H₂S), and hydrocarbon (HC) gases and oil within the Dodan Field in southeastern Turkey are located in Cretaceous carbonate reservoir rocks in the Garzan and Mardin Formations. The aim of this study was to determine gas composition and to define the origin of gases in Dodan Field. For this purpose, gas samples were analyzed for their molecular and isotopic composition. The isotopic composition of CO₂, with values of −1.5‰ and −2.8‰, suggested abiogenic origin from limestone. δ³⁴S values of H₂S ranged from +11.9 to +13.4‰. H₂S is most likely formed from thermochemical sulfate reduction (TSR) and bacterial sulfate reduction (BSR) within the Bakuk Formation. The Bakuk Formation is composed of a dolomite dominated carbonate succession also containing anhydrite. TSR may occur within an evaporitic environment at temperatures of approximately 120–145 °C. Basin modeling revealed that these temperatures were reached within the Bakuk Formation at 10 Ma. Furthermore, sulfate reducing bacteria were found in oil–water phase samples from Dodan Field. As a result, the H₂S in Dodan Field can be considered to have formed by BSR and TSR.As indicated by their isotopic composition, HC gases are of thermogenic origin and were generated within the Upper Permian Kas and Gomaniibrik Formations. As indicated by the heavier isotopic composition of methane and ethane, HC gases were later altered by TSR. Based on our results, the Dodan gas field may have formed as a result of the interaction of the following processes during the last 7–8 Ma: 1) thermogenic gas generation in Permian source rocks, 2) the formation of thrust faults, 3) the lateral-up dip migration of HC-gases due to thrust faults from the Kas Formation into the Bakuk Formation, 4) the formation of H₂S and CO₂ by TSR within the Bakuk Formation, 5) the vertical migration of gases into reservoirs through the thrust fault, and 6) lateral-up dip migration within reservoir rocks toward the Dodan structure.  相似文献   

Origin of high H2S concentrations in the Upper Permian Changxing reservoirs of the Northeast Sichuan Basin,China     

《Marine and Petroleum Geology》2014

Intense thermochemical sulfate reduction (TSR) and up to 18% H₂S are found in the Upper Permian Changxing Formation (P₃ch) in the northeast (NE) Sichuan Basin, China, despite that rare gypsum or anhydrite was found in this formation. Here, we present new concentration data of carbonate-associated sulfate (CAS) from carbonate host rocks, C, O, and Sr isotope data for TSR-related calcites, and S isotope data for sulfur compounds obtained during this study. These data along with spatial-temporal changes in palaeogeopressure conditions, hydraulic conductivity and the physical capacity indicate that the H₂S was generated locally from TSR within the P₃ch reservoirs. We propose that the reactive sulfates were derived from CAS released during dolomitization and recrystallization of earlier dolomite within the P₃ch Fm. and from the cross-formational migration of evaporative brines from the Lower Triassic Feixianguan Formation (T₁f) to P₃ch Fm. Our calculation shows that the two sources could provide enough SO₄²⁻ for the generation of H₂S within the P₃ch reservoirs. Early downward migration of sulfate-rich evaporative brines from the T₁f formation occurred in near-surface and shallow burial diagenetic settings (mainly <1000 m). The evaporative brines seeped into porous grainstones and displaced preexisting seawater, causing pervasive dolomitization within the P₃ch Fm. Subsequently, TSR calcites precipitated from the pore water have high Sr concentrations (up to 7767 ppm), close to the T₁f TSR calcites, and ⁸⁷Sr/⁸⁶Sr ratios mainly from 0.7074 to 0.7078, which are significantly higher than those of Late Permian seawater but within the range of early Triassic seawater.  相似文献   

安徽庐江泥河铁矿矿床地球化学特征及其对成因的制约   总被引：6，自引：2，他引：4  

张舒  吴明安  赵文广  张宜勇  李小东  汪晶 《岩石学报》2014,30(5):1382-1396

泥河铁矿位于长江中下游成矿带庐枞中生代火山岩盆地中,矿床具有典型玢岩型铁矿的地质特征,是研究玢岩型铁矿成因的良好对象。本次工作在详细的野外观察及室内研究的基础上,对泥河铁矿主成矿期矿石矿物的稀土元素、硫同位素及铅同位素进行了分析测试工作。主成矿期磁铁矿、黄铁矿稀土元素配分模式呈现LREE富集、HREE曲线平直、Eu轻微负异常的特征,与赋矿砖桥组熔岩、闪长玢岩的稀土元素配分模式较为一致,结合矿石矿物与围岩的铅同位素特征,推测成矿金属元素主要来源于赋矿的火山-次火山岩,可能有少量壳源物质的加入。黄铁矿与硬石膏的硫同位素表现出双峰式分布的特征,说明岩浆活动与三叠纪膏盐层均对硫有所贡献。三叠纪膏盐层在泥河铁矿的成矿过程中,不仅仅是重要的矿化剂,同样是铁质沉淀的氧化剂。综合矿床地质与地球化学特征,认为泥河铁矿是由次火山岩体演化产生的含矿高温热液在闪长玢岩穹窿顶部,通过交代充填作用形成的玢岩型铁硫矿床。  相似文献   

Microbial Processes in Stratified Lake Doroninskoe(Transbaikal Region)     

Savelii BURIUKHAEV  Bair NAMSARAEV  Vyacheslav DAMBAEV 《《地质学报》英文版》2014,88(Z1):125-126

正In recent decades,meromictic ponds attract the attention of researchers in different directions,because here the character of the physical,chemical and biological processes differ from those of typical mixing waters(Kuznetsov,1970;Hutchinson,1969).In Transbaikalia widely distributed soda and salt lakes with different salinity.Notable among them is Lake Doroninskoye,which has a pronounced stratification for a  相似文献   

Isotopic Composition of Dissolved Carbonates Meromictic Soda Lake Doroninskoe(Eastern Transbaikalia,Russia)   总被引：1，自引：0，他引：1  

Leonid V. ZAMANA  Svetlana V. BORZENKO 《《地质学报》英文版》2014,88(Z1):395-397

正1 Introduction Meromictic soda Lake Doroninskoe localized in the intermountain area,filled with continental sediments of the Mesozoic,in the upper basin of the river Amur.Coordinates of its location are N51°14'42"E112°14'40",  相似文献   

海泥中SRB对A₃钢电偶效应的影响   总被引：3，自引：0，他引：3  

张经磊  侯保荣  刘玉珊  郭公玉 《海洋与湖沼》2000,31(4):448-452

在室内模拟条件下研究了在海泥中硫酸盐还原菌 (SRB)对A3钢电偶效应的影响。实验在两个大型塑料槽中进行。A3钢样尺寸为 2 0cm× 1 0cm× 0 .3cm ,海泥中SRB的含量用MPN三管计数法进行测定 ;电导率、pH、氧化还原电位、泥温和盐度等参数用SY - 5型电导 -pH/mV -温度计进行测量 ;用失重法测量腐蚀速度 ;用零电阻表测量电偶电流。试验共进行 2 61d。SRB含量随时间的变化基本保持恒定。在电偶条件下A3钢在灭菌泥和有菌泥中的腐蚀速度分别为0 0 0 77mm/a和 0 0 4 9mm/a,在非电偶条件下A3钢在灭菌泥和有菌泥中的腐蚀速度分别为 0 0 0 89mm/a和 0 0 4 4mm/a。A3钢在有菌泥和无菌泥中的样板之间的电偶电流随时间的变化幅度在2 5μA左右 ,且有方向逆转现象。试验结果表明 ,在有菌泥中A3钢的腐蚀速度是无菌泥中的 5 5倍 ,说明SRB在海泥腐蚀中有重要作用。埋在相邻的有菌海泥和无菌海泥的试样之间都发生了电偶腐蚀。处在有菌海泥中的钢样为电偶对的阳极 ,处在无菌海泥中的钢样为电偶对的阴极。在实验期间内电偶效应对试样的加速作用为 1 1 .4%。  相似文献