Integrating spectral and non-spectral data to improve urban settlement mapping in a large Latin-American city     

Feilin Lai 《地理信息系统科学与遥感》2020,57(6):830-844

ABSTRACT

Information on urban settlements is crucial for sustainability planning and management. While remote sensing has been used to derive such information, its applicability can be compromised due to the complexity in the urban environment. In this study, we developed a remote sensing method to map land cover types in a large Latin-American city, which is well known for its mushrooming unplanned and informal settlements. After carefully considering the landscape complexity there, we designed a data fusion method combining multispectral imagery and non-spectral data for urban and land mapping. Specifically, we acquired a cloud-free Landsat-8 image and two non-spectral datasets, i.e., digital elevation models and road networks. Then, we implemented a set of experiments with different inputs to evaluate their merits in thematic mapping through a supervised protocol. We found that the map generated with the multispectral data alone had an overall accuracy of 73.3% but combining multispectral imagery and non-spectral data yielded a land cover map with 90.7% overall accuracy. Interestingly, the thermal infrared information helped substantially improve both the overall and categorical accuracies, particularly for the two urban classes. The two types of non-spectral data were critical in resolving several spectrally confused categories, thus considerably increasing the mapping accuracy. However, the panchromatic band with higher spatial resolution and its derived textural measurement only generated a marginal accuracy improvement. The novelties of our work are with the successful separation between the two major types of urban settlements in a complex environment using a carefully designed data fusion approach and the insight into the relative merits of the thermal infrared information and non-spectral data in helping resolve the issue of class ambiguity. These findings should be valuable in deriving accurate urban settlement information which can further advance the research on socio-ecological dynamics and urban sustainability.  相似文献   

Submarine groundwater discharge revealed by aerial thermal infrared imagery: a case study on Jeju Island,Korea          下载免费PDF全文

Eunhee Lee  Ki‐mook Kang  Sung Pil Hyun  Kil‐Yong Lee  Heesung Yoon  Seung Hee Kim  Yongcheol Kim  Zhen Xu  Duk‐jin Kim  Dong‐Chan Koh  Kyoochul Ha 《水文研究》2016,30(19):3494-3506

Submarine groundwater discharge (SGD) is a global phenomenon that carries large volumes of groundwater and dissolved chemical species such as nutrient, metals, and organic compounds to coastal zones. We report the influence of SGD on the coastal waters of Jeju Island, Korea, using high‐resolution aerial thermal infrared (TIR) mapping techniques and field investigations. An aircraft‐based system was implemented using a cost‐effective TIR camera for aerial TIR mapping. Ground‐based calibrations and system integration with GPS/IMU (global positioning system/inertial measurement unit) were performed for the aerial systems. The aerial surveys showed distinct low‐temperature signatures of SGD along the coasts of Jeju Island, revealing large groundwater inputs from the coastal aquifers to the ocean. Multiple aerial surveys over a range of seasons and tidal stages revealed that SGD rates dynamically affect the sea surface temperature (SST) of the coastal zone. The in‐situ measurements supported that SGD has a substantial influence on the coastal water chemistry as well as SST. Our observations highlight the extent to which aerial‐based TIR mapping can serve as a powerful tool for studying SGD and other coastal processes. Copyright © 2016 John Wiley & Sons, Ltd.  相似文献   

Response of Microbial Communities in Soil to Multi-level Warming in a Highland Barley System of the Lhasa River     

FU Gang  SUN Wei  LI Shaowei  ZHONG Zhiming 《资源与生态学报(英文版)》2019,10(4):373-378

No studies have examined the effect of experimental warming on the microbial biomass and community composition of soil in agricultural ecosystem on the Qinghai-Tibet Plateau. Thus it is unclear whether the influences of experimental warming on microbial communities in soil are related to warming magnitude in croplands on this Plateau. This study performed warming experiment (control, low- and high-level) in a highland barley system of the Lhasa River in May 2014 to examine the correlation between the response of microbial communities in soil to warming and warming magnitude. Topsoil samples (0-10 and 10-20 cm) were collected on September 14, 2014. Experimental warming at both low and high levels significantly increased soil temperature by 1.02 ℃ and 1.59 ℃, respectively at the depth of 15 cm. Phospho lipid fatty acid (PLFA) method was used to determine the microbial community in soil. The low-level experimental warming did not significantly affect the soil’s total PLFA, fungi, bacteria, arbuscular mycorrhizal fungi (AMF), actinomycetes, gram-positive bacteria (G⁺), gram-negative bacteria (G^-), protozoa, the ratio of fungi to bacteria (F/B ratio), and ratio of G⁺ to G^- (G⁺/G^- ratio) at the 0-10 and 10-20 cm depth. The low-level experimental warming also did not significantly alter the composition of microbial community in soil at the 0-10 and 10-20 cm depth. The high-level experimental warming significantly increased total PLFA by 74.4%, fungi by 78.0%, bacteria by 74.0%, AMF by 66.9%, actinomycetes by 81.4%, G⁺ by 67.0% and G^- by 74.4% at the 0-10 cm depth rather than at 10-20 cm depth. The high-level experimental warming significantly altered microbial community composition in soil at the 0-10 cm depth rather than at 10-20 cm depth. Our findings suggest that the response of microbial communities in soil to warming varied with warming magnitudes in the highland barley system of the Lhasa River.  相似文献   

基于热红外图像的海面油膜面积的测算方法     

王利锋  辛丽平  于波  鞠莲  魏来  胡湛波 《海洋通报》2020,39(6):750-760

针对现有油膜检测技术难以准确测算油膜面积且检测精度受天气条件影响大的问题，本文提出了一种基于热红外图像的海面油膜面积测算方法。采用波段为 8耀14 滋m 的红外热像仪获取海面油膜的热红外图像，对采集的油膜图像进行预处 理 （灰度化、中值滤波和锐化）；基于图像灰度分布特征分割油膜区域 （感兴趣区域，ROI），采用形态学操作对 ROI 进行填充、腐蚀与膨胀，并对 ROI 进行数学表征；通过像素面积法计算 ROI 实际物理面积。实验结果表明：在不同的外界天气环境下 （如海浪、海风、海雾、不同光照等环境），该方法对不同黏度的石油样品在海面形成的油膜均有良好的检测精度， ROI 面积计算平均误差为 3.77%。  相似文献   

西藏多龙矿集区荣那铜金矿床蚀变矿物学和地球化学及找矿意义   总被引：1，自引：0，他引：1  

赵子欧  乔东海  赵元艺 《岩石学报》2020,36(9):2785-2798

位于西藏多龙矿集区的荣那铜金矿床是班公湖-怒江成矿带首例斑岩型-浅成低温热液型矿床,它的发现对于班公湖-怒江成矿带找矿模型的构建以及资源潜力评估有着重要意义。本文以荣那矿床ZK3204岩芯钻孔为研究对象,针对其蚀变矿物,运用短波红外光谱测试技术,并结合金属矿物组合以及黄铁矿LA-ICP-MS原位微量元素特征,以期查明其矿床成因,并为深部资源勘查提供理论依据。短波红外光谱测试显示出ZK3204钻孔蚀变矿物垂向分带组合为:高岭石+(地开石)→高岭石+伊利石→高岭石+(地开石+石膏)→高岭石+绢云母+伊利石→高岭石+伊利石+(叶腊石)+(地开石),金属矿物也从Cu-S体系逐渐转变为Cu-Fe-S体系。通过黄铁矿LA-ICP-MS原位微量元素分析发现,黄铁矿可分为四类,分别对应荣那矿床四个成矿阶段:(1) Py I:Co、Ni、Cu、Ag、Au含量较低,Co/Ni显示为沉积成因,代表成岩期黄铁矿;(2) PyⅡ:Co、Ni含量较低,Cu、Ag、Au含量较高,Co/Ni显示为沉积成因,代表第一期斑岩型矿床成矿期黄铁矿;(3) PyⅢ:Co含量较低,Ni、Cu、Ag、Au含量较高,Co/Ni显示为沉积成因,代表第二期斑岩型矿床成矿期黄铁矿;(4) PyⅣ:Cu、Ag、Au含量较低,Co、Ni含量较高,Co/Ni显示为热液成因,代表浅成低温热液矿床成矿期黄铁矿。风化作用也是荣那矿床重要地质过程,贯穿于各成矿阶段,反映为早白垩世班公湖-怒江洋盆向北俯冲消减大背景下的多龙矿集区隆升事件,导致矿床被大量剥蚀,也使黄铁矿显示沉积成因。荣那矿床目前仍有较大找矿潜力,在钻孔深部(815m以下),黄铁矿Cu、Ag、Au含量,钻孔中Cu、Pb、Zn、Cr、Hg等含量,绢云母、伊利石含量以及铜金矿的矿石品位均有向下升高的趋势,说明在ZK3204钻孔下部仍有巨大的找矿潜力,可作为未来深部资源探测的重点对象。  相似文献   

Finite element modeling of heating phenomena of cracks excited by high-intensity ultrasonic pulses     

陈赵江  郑江  张淑仪  米小兵  郑凯 《海洋学报(英文版)》2010,29(11)

A three-dimensional thermo-mechanical coupled finite element model is built up to simulate the phenomena of dynamical contact and frictional heating of crack faces when the plate containing the crack is excited by high-intensity ultrasonic pulses. In the finite element model, the high-power ultrasonic transducer is modeled by using a piezoelectric thermal-analogy method, and the dynamical interaction between both crack faces is modeled using a contact-impact theory. In the simulations, the frictional heating taking place at the crack faces is quantitatively calculated by using finite element thermal-structural coupling analysis, especially, the influences of acoustic chaos to plate vibration and crack heating are calculated and analysed in detail. Meanwhile, the related ultrasonic infrared images are also obtained experimentally, and the theoretical simulation results are in agreement with that of the experiments. The results show that, by using the theoretical method, a good simulation of dynamic interaction and friction heating process of the crack faces under non-chaotic or chaotic sound excitation can be obtained.  相似文献   

折射/谐衍射红外双波段成像光谱仪系统研究     

刘英  孙强  卢振武  曲锋  吴宏圣  李淳 《海洋学报》2010,32(10):6980-6987

为了获取足够的目标信息,充分利用中波红外和长波红外的光谱信息,建立了谐衍射中、长波红外超光谱成像系统.利用谐衍射元件独特的色散特性,将谐衍射透镜应用于中、长波红外超光谱成像系统中,使系统在中波红外3.7—4.8 μm和长波红外8—12 μm的2个红外大气窗口内获取数百个光谱图像.设计结果表明,中波红外波段,在18对线/mm处光学系统的调制传递函数(MTF)大于0.55;长波红外波段,在13对线/mm处光学系统的MTF大于0.5;光学系统的衍射环绕能,在中波红外波段30 μm半径范围内大于85%,在长波红外  相似文献   

热红外波段大气透过率和程辐射的估算方法   总被引：3，自引：0，他引：3  

董仁杰  李铜基  陈清莲  高飞 《海洋技术学报》2006,25(2):78-83

文中对M ONTRAN模型内嵌6种大气模式的主要特性差异进行分析,并以中纬度夏季大气模式为例,分析了主要参数(如水汽、臭氧以及气温等)对估算热红外波段大气透过率和程辐射的影响。论文最后对利用探空数据构造完整大气模式进行了研究。  相似文献   

海带对重金属的吸附位点研究   总被引：1，自引：0，他引：1  

钱爱红  王宪  邓永智  陈丽丹 《海洋技术学报》2004,23(3):97-99,104

用甲醇、甲醛处理海带藻粉，对其吸附重金属时羧基和氨基的作用进行研究，经藻粉的红外光谱及吸附实验的分析结果表明；羧基和氨基均参入了吸附过程；化学处理降低了重金属的吸附量。  相似文献   

基于短波红外技术的蚀变矿物特征及勘查模型——以斯弄多银铅锌矿床为例   总被引：4，自引：1，他引：3  

郭娜  刘栋  唐菊兴  郑龙  黄一入  史维鑫  伏媛  唐楠  王成 《矿床地质》2018,37(3):556-570

印度-亚洲大陆的碰撞成就了青藏高原的冈底斯成矿带,位于该成矿带的斯弄多银铅锌矿床赋存于林子宗群火山岩中,经过勘查确认该矿床属于低硫化浅成低温热液型矿床。通过对5个钻孔进行短波红外测量,发现钻孔中的蚀变矿物主要有绢(白)云母、钠云母(富Na云母)、伊利石和蒙脱石,并在垂向形成绢(白)云母→绢(白)云母+钠云母+蒙脱石+伊利石→绢(白)云母+伊利石→绢(白)云母的组合特征。通过总结归纳蚀变矿物分布、分带特征并与地质编录相结合,构建了基于短波红外技术的斯弄多找矿勘查模型。笔者在数据分析与模型构建中发现:(1)伊利石-蒙脱石混合矿物组成是寻找深部及外围矿体的重要线索;(2)绢(白)云母属于成矿前期的蚀变,与矿体之间的关系不明显;(3)矿床深部表现为两种不同的化学反应:SW方向深部反映了绢云母被交代形成伊利石的过程;NE方向深部表现为绢(白)云母二八面体结构的变化;(4)未被剥蚀的青磐岩化带是寻找浅成低温热液型金矿的主要依据。  相似文献