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A fluorescence lidar for seamlessly connecting individual observations of the global environmental systems 一种荧光激光雷达,用于无缝连接全球环境系统的个人观测
Pub Date : 2018-10-24 DOI: 10.1117/12.2324428
Y. Saito, T. Tomida, K. Shiraishi
It is commonly said that the global environment structure is formed from the atmosphere, hydrosphere, geosphere, and biosphere, which are natural environment systems. In addition to this, we add another system “livingsphere” which is an artificial system, but holds strong relations between the daily lives of humans and the natural systems. It would then be appropriate to consider the global environment structure with the idea that natural systems and the artificial one are interconnected. We propose using fluorescence as a common parameter to understand the interconnection. Since a large variety of substances exhibit their own unique auto-fluorescence spectrum more or less if they are irradiated by light, they are good targets for fluorescence lidars. Lidar observation results about substances moving freely among the systems might offer information about the interconnection of each type of environment system. In this presentation, we show several experiments done using the fluorescence lidar we have developed for observing aerosol in the atmosphere, lake/river water quality in the hydrosphere, vegetation growth status in the biosphere, and pre-observing ground surface substances in the geosphere and waste substances of daily necessities in the livingsphere. We also describe a fluorescence database which is an EEM (Excitation-Emission-Matrix) of substances found elsewhere in the systems, and discuss an adaptation of the database to the atmospheric aerosols observation done by the fluorescence lidar.
通常说,全球环境结构是由大气、水圈、地圈和生物圈构成的,它们是自然环境系统。除此之外,我们还增加了另一个系统“生活圈”,这是一个人工系统,但在人类的日常生活和自然系统之间有着密切的关系。在考虑全球环境结构时,自然系统和人工系统是相互联系的,这是适当的。我们建议使用荧光作为一个共同的参数来理解互连。由于各种各样的物质在受到光照射时或多或少地表现出自己独特的自荧光光谱,因此它们是荧光激光雷达的良好目标。激光雷达对在系统之间自由移动的物质的观测结果可能提供有关每种环境系统互连的信息。在这个演讲中,我们展示了几个实验,使用我们开发的荧光激光雷达来观测大气中的气溶胶,水圈中的湖泊/河流水质,生物圈中的植被生长状况,以及在地圈中预观测地表物质和生活圈中生活必需品的废物。我们还描述了一个荧光数据库,它是系统中其他地方发现的物质的EEM(激发-发射矩阵),并讨论了该数据库对荧光激光雷达所做的大气气溶胶观测的适应性。
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引用次数: 4
Geostatistical approach for meteo-oceanographic variables evaluation at the Brazilian coast 巴西海岸气象海洋变量评估的地质统计学方法
Pub Date : 2018-10-24 DOI: 10.1117/12.2500574
Diogo J. Amore, M. Kampel, R. Frouin
MODIS chlorophyll-a concentration (chla), sea surface temperature (SST), and photosynthetically active radiation (PAR) were used to perform a geographically weighted regression (GWR) analysis within a 150-km buffer of the Brazilian coast. The correlation was between chla as the regressed variable and SST or PAR as the predictors. Both a GWR and a Bayesian GWR (BGWR) were used for evaluating the variables. Colored matrices were plotted for displaying beta values, significance, residuals, and t-statistics. Coefficients of determination (R2) were computed for all months. Also, the ratio of the GWR beta estimates and the 95% confidence interval BGWR estimates was computed. Results showed overall better R2 for SST than for PAR regression but also better beta estimates for PAR than for SST in relation to BGWR beta significance range. Northern regions of the Brazilian coast exhibited lower statistical significance. July had lowest GWR beta values and best significance, January highest beta values and worst significance, and April and October highly variable results.
利用MODIS叶绿素-a浓度(chla)、海表温度(SST)和光合有效辐射(PAR)对巴西海岸150公里缓冲带进行了地理加权回归(GWR)分析。回归变量chla与预测因子SST或PAR之间存在相关性。同时使用GWR和贝叶斯GWR (BGWR)来评估变量。绘制彩色矩阵以显示beta值、显著性、残差和t统计量。计算各月份的决定系数(R2)。此外,还计算了GWR β估计和95%置信区间BGWR估计的比率。结果显示,总体而言,海温的R2优于PAR回归,但在BGWR β显著性范围内,PAR的β估计也优于海温。巴西海岸北部地区的统计显著性较低。7月GWR beta值最低,显著性最佳;1月beta值最高,显著性最差;4月和10月结果变化较大。
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引用次数: 0
Adequacy of semi-analytical water reflectance models in ocean-color remote sensing 半解析水反射率模型在海洋色遥感中的充分性
Pub Date : 2018-10-24 DOI: 10.1117/12.2501677
Jing Tan, R. Frouin, D. Ramon, F. Steinmetz
Algorithms to retrieve ocean color from space, deterministic or statistical, often use a simplified water reflectance model, specified by a few parameters (e.g., chlorophyll concentration, backscattering and absorption coefficients at a given wavelength). The model, however, may not be representative of the worldwide ocean conditions, since many variables affecting reflectance are fixed at some average values. In this context, the semi-analytical model of Park and Ruddick (2005), PR05, used in the spectral matching POLYMER algorithm (Steinmetz et al., 2011), is examined in terms of its ability to represent properly water reflectance. The PR05 model depends on chlorophyll-a concentration, a parameter specifying the contribution of algal and non-algal particles to the backscattering coefficient, and a parameter allowing different absorption coefficients for dissolved organic matter. Model estimates at MODIS wavelengths, obtained for a representative set of Case 1 and Case 2 waters, are compared with Hydrolight calculations that include fluorescence and Raman scattering and AERONET-OC measurements. The accuracy of retrieving inherent optical properties (IOPs) using the reconstructed reflectance is also evaluated. The model parameters that give the best fit with the simulated data are determined. Agreement is generally good between the two- or three-parameter model results and Hydrolight/AERONETOC values, even in optically complex waters, with discrepancies much smaller than typical atmospheric correction errors. Significant differences exist in some cases, but having a more intricate model (i.e., using more parameters) might not guarantee convergence of the inversion scheme. The trade-off is between efficiency/robustness and accuracy. Significant errors are observed when using the model estimates to retrieve IOPs. Importantly, the model parameters that best fit the input data, in particular chlorophyll-a concentration, may not represent adequately actual values. The reconstructed water reflectance, not the retrieved model parameters, should be used in bio-optical algorithms.
从空间检索海洋颜色的算法,无论是确定性的还是统计的,通常使用由几个参数指定的简化的水反射模型(例如,叶绿素浓度、特定波长下的后向散射和吸收系数)。然而,该模式可能不能代表全世界的海洋状况,因为许多影响反射率的变量固定在某个平均值上。在这种情况下,在光谱匹配聚合物算法(Steinmetz等人,2011)中使用的Park和Ruddick (2005), PR05的半解析模型,在其适当表示水反射率的能力方面进行了检查。PR05模型依赖于叶绿素-a浓度,这是一个指定藻类和非藻类颗粒对后向散射系数贡献的参数,也是一个允许溶解有机质不同吸收系数的参数。对典型的情形1和情形2水域的MODIS波长的模型估计,与包括荧光和拉曼散射以及AERONET-OC测量在内的Hydrolight计算进行了比较。利用重建的反射率检索固有光学特性(IOPs)的精度也进行了评估。确定了与模拟数据拟合最优的模型参数。即使在光学复杂的水域,两参数或三参数模型结果与Hydrolight/AERONETOC值之间的一致性通常很好,其差异远小于典型的大气校正误差。在某些情况下存在显著差异,但拥有更复杂的模型(即使用更多参数)可能无法保证反演方案的收敛性。在效率/健壮性和准确性之间进行权衡。当使用模型估计来检索IOPs时,会观察到明显的错误。重要的是,最适合输入数据的模型参数,特别是叶绿素-a浓度,可能不能充分代表实际值。在生物光学算法中,应该使用重建的水反射率,而不是检索到的模型参数。
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引用次数: 2
High-resolution chlorophyll-a ocean color products estimation in turbid estuary and clear open sea waters of the north South China Sea with Landsat-8 OLI 基于Landsat-8 OLI的南海北部浑浊河口和清澈公海高分辨率叶绿素-a海洋颜色产品估算
Pub Date : 2018-10-24 DOI: 10.1117/12.2326773
Wenjing Zhao, Zhenyu Liu, Shuibo Hu, Haibin Ye, Zhuangming Zhao
Remote-sensing of ocean colour has an advantage over any other biological data source for monitoring long-term global changes in phytoplankton biomass, due to its spatial and temporal sampling capabilities. Chlorophyll-a concentration (Chl-a) provide a proxy for phytoplankton biomass. The Operational Land Imager (OLI) is a multispectral radiometer hosted on the recently launched Landsat8 satellite, which is a potential tool for ocean color radiometry because it includes narrow band, high signal-to-noise ratios (SNRs) and the addition of a band centered at 443 nm, has competitive advantage in phytoplankton pigment Chl-a estimation compare with previous Landsat instruments. The aim of this work was to evaluate the performance of the standard NASA algorithm OC3 type for Landsat-8 OLI in determining Chl-a concentrations in both turbid estuary and clear open sea waters of the north South China Sea, in which the empirical coefficients were tuned by using field data and used 443-, 561-, and 655nm bands instead of 443-, 482 and 561nm bands. The standard OC3-based algorithm for OLI performed well in the Southeast continental shelf of Hainan Island (HNI). While empirical algorithm should be developed in the Pearl River estuary (PRE), and the comparisons between estimated and in situ measured Chl-a produced R2 reaching 0.88 and APD <30%. Furthermore, we assessed Chl-a products by conducting cross-validation with concurrent MODIS-Aqua and NPP VIIRS data, which demonstrate good consistency and minor deviation in HNI waters, while demonstrate good consistency but large deviation in the PRE waters. Our findings demonstrate the potential of high resolution OLI Chl-a products to study short-lasting events and capture fine-scale features in the marine environment in different cases waters. The OLI Chl-a products using standard OC3-based algorithm performed well in the case I waters, while regional algorithm should be developed basing on large field data in the estuary waters.
海洋颜色遥感在监测浮游植物生物量的长期全球变化方面比任何其他生物数据来源都有优势,因为它具有空间和时间采样能力。叶绿素a浓度(Chl-a)是浮游植物生物量的一个指标。操作性陆地成像仪(OLI)是搭载在最近发射的Landsat8卫星上的多光谱辐射计,它是一个潜在的海洋颜色辐射测量工具,因为它包括窄带、高信噪比(SNRs)和增加的以443纳米为中心的波段,与以前的Landsat仪器相比,在浮游植物色素Chl-a估计方面具有竞争优势。本研究的目的是评估NASA标准算法OC3类型用于Landsat-8 OLI测定南海北部浑浊河口和清澈公海Chl-a浓度的性能,其中经验系数通过野外数据进行调整,使用443、561和655nm波段代替443、482和561nm波段。基于oc3的OLI标准算法在海南岛东南大陆架(HNI)上表现良好。珠江口(PRE)的Chl-a估算值与实测值比较,R2达到0.88,APD <30%。此外,我们通过MODIS-Aqua和NPP VIIRS数据的交叉验证对Chl-a产品进行了评估,结果表明,HNI水域Chl-a产品一致性好,偏差较小,PRE水域Chl-a产品一致性好,偏差较大。我们的研究结果证明了高分辨率OLI Chl-a产品在研究短期持续事件和捕获不同情况下海洋环境精细尺度特征方面的潜力。使用标准oc3算法的OLI Chl-a产品在I型水域表现良好,而在河口水域需要开发基于大型野外数据的区域算法。
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引用次数: 0
From prototype system to practical application of hyperspectral LiDAR: Investigation of the intraday 3D variations of tree biophysics and biochemistry 从原型系统到高光谱激光雷达的实际应用:树木生物物理和生物化学的日间三维变化研究
Pub Date : 2018-10-24 DOI: 10.1117/12.2324250
Yi Lin, Miao Jiang
Light Detection And Ranging (LiDAR) is an important branch of remote sensing (RS) technology, and its hardware and software in practical applications are getting more and more mature. Now, it is time for the community to think about its future, and a potential way of further pushing forward LiDAR RS technical progress, no doubt, is to develop its nextgeneration systems and approaches. Hyperspectral LiDAR is such a representative case, which, theoretically, is designed to synchronously collect the spectral and range information of objects. This advantage can inherently handle the errors caused when fusing those corresponding hypespectral images and point clouds in the traditional routines of 4D mapping, and hence, has attracted numerous attention on developing its prototype systems. With the performance enhancements of such prototype systems, more efforts need to be deployed onto pushing these prototypes to practical applications. In the case of the hyperspectral LiDAR prototype system developed by the Finnish Geospatial Research Institute, this study examined its applicability for investigating the intraday 3D variations of tree biophysics and biochemistry. The collected point clouds proved to be able to characterize the biophysical variation of trees in terms of laser point-represented tree geometrical centre. For the aspect of biochemical characterization, the hyperspectral LiDAR was validated through the retrievals of the 3D distributions of the fractions of photosynthetically active radiation (FAPARs), crown chlorophyll concentrations, and crown nitrogen concentrations, and the intraday biochemical variations were characterized by their day-and-night differences. The tests showed that hyperspectral LiDAR will be a kind of technology of high potentials for mapping biophysics and biochemistry and their dynamics.
光探测与测距(LiDAR)是遥感技术的一个重要分支,其硬件和软件在实际应用中日趋成熟。现在,是时候让社区考虑其未来,而进一步推动LiDAR RS技术进步的潜在方式,毫无疑问,是开发下一代系统和方法。高光谱激光雷达就是这样一个典型的例子,从理论上讲,它的设计目的是同步采集目标的光谱和距离信息。这一优势固有地解决了传统四维映射中相应的高光谱图像和点云融合时产生的误差,因此其原型系统的开发备受关注。随着这些原型系统的性能增强,需要投入更多的努力将这些原型推向实际应用。以芬兰地理空间研究所开发的高光谱激光雷达原型系统为例,本研究检验了其在调查树木生物物理和生物化学的日间3D变化方面的适用性。所收集的点云能够用激光点表示的树木几何中心来表征树木的生物物理变化。在生物化学表征方面,通过获取光合有效辐射(FAPARs)分数、冠状叶绿素浓度和冠状氮浓度的三维分布,验证了高光谱激光雷达的有效性,并通过昼夜差异表征了日内生化变化。试验表明,高光谱激光雷达将是一种极具潜力的生物物理、生物化学及其动力学制图技术。
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引用次数: 1
Lidar application to monitoring emissions and transport of particulate pollution in urban environments with high temporal and spatial resolution 激光雷达在高时空分辨率城市环境颗粒物污染排放和运输监测中的应用
Pub Date : 2018-10-24 DOI: 10.1117/12.2324848
Adrian Diaz Fortich, Victor Dominguez, Yonghua Wu, M. Arend, D. V. Vladutescu, B. Gross, F. Moshary
Attainment of National Ambient Air Quality Standard-NAAQS for exposure limits to air pollutants is of great concern to State and Local agencies and communities in the United State because of potential health impacts. This is particularly important and challenging in urban areas because of high population densities and complex terrain. Exceedances of NAAQS requires states to develop implementation plans to address them and as such, studying the horizontal and vertical distribution and mixing of pollutants is key to understanding their transport and evolution. In this study, vertical and scanning horizontal lidar measurements together with in situ observations from particulate matter and trace gas analyzers from state air quality networks are used to shed light on mechanisms that impact movement of aerosol, including emissions from power generating stations at periods of high electricity demand.
由于潜在的健康影响,达到国家环境空气质量标准(naaqs)对空气污染物的暴露限值是美国州和地方机构和社区非常关注的问题。由于人口密度高和地形复杂,这在城市地区尤其重要和具有挑战性。超过NAAQS要求各州制定实施计划来解决这些问题,因此,研究污染物的水平和垂直分布和混合是了解其运输和演变的关键。在这项研究中,垂直和扫描水平激光雷达测量,以及来自国家空气质量网络的颗粒物和微量气体分析仪的现场观测,用于阐明影响气溶胶运动的机制,包括发电厂在高电力需求时期的排放。
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引用次数: 0
Estimating photosynthetically available radiation at the ocean surface from EPIC/DSCOVR data 利用EPIC/DSCOVR数据估算海洋表面的光合有效辐射
Pub Date : 2018-10-24 DOI: 10.1117/12.2501675
R. Frouin, Jing Tan, D. Ramon, B. Franz, H. Murakami
The Earth Polychromatic Imaging Camera (EPIC) onboard the Deep Space Climate Observatory (DSCOVR) in Lagrange-1 (L1) orbit provides observations of the Earth’s surface lit by the Sun at a cadence of 13 to 22 images/day and optical resolution of 16 km in 10 spectral bands from 317 to 780 nm. The EPIC data collected in the bands centered on 443, 551, and 680 nm are used to estimate daily mean photosynthetically available radiation (PAR) reaching the surface of the global, ice-free oceans. The solar irradiance reaching the surface is obtained by subtracting from the extraterrestrial irradiance (known), the irradiance reflected to space (estimated from the EPIC measurements), while taking into account atmospheric transmission (modeled). Clear and cloudy regions within a pixel do not need to be distinguished, i.e., the methodology is adapted to the relatively large EPIC pixels. A first daily mean EPIC PAR imagery is generated. Comparison with estimates from sensors in polar and geostationary orbits, namely MODIS and AHI, shows good agreement, with coefficients of determination of 0.79 and 0.92 and RMS differences of 8.2 and 5.7 E/m2/d, respectively, but overestimation by 1.08 E/m2/d (MODIS) and 3.44 E/m2/d (AHI). The advantages of using observations from L1 orbit are: 1) the daily cycle of cloudiness is well described (unlike from polar orbit) and 2) spatial resolution is not significantly degraded at high latitudes (unlike from geostationary orbit). The methodology can be easily extended to estimate ultraviolet (UV) surface irradiance using the spectral bands centered on 317, 325, 340, and 388 nm, all the more as ozone content, a key variable controlling atmospheric transmittance, is retrieved from the measurements.
在拉格朗日-1 (L1)轨道上的深空气候观测站(DSCOVR)上的地球多色成像相机(EPIC)在317至780 nm的10个光谱波段上以13至22张/天的节奏观测太阳照射下的地球表面,光学分辨率为16公里。以443、551和680 nm为中心的波段收集的EPIC数据用于估计到达全球无冰海洋表面的日平均光合有效辐射(PAR)。到达地表的太阳辐照度是通过从地外辐照度(已知)减去反射到空间的辐照度(根据EPIC测量估计),同时考虑大气透射(模拟)得到的。像素内的清晰和浑浊区域不需要区分,即,该方法适用于相对较大的EPIC像素。生成第一个每日平均EPIC PAR图像。与极地和静止轨道传感器(即MODIS和AHI)的估计值比较,结果吻合良好,确定系数分别为0.79和0.92,均方根差分别为8.2和5.7 E/m2/d,但高估了1.08 E/m2/d (MODIS)和3.44 E/m2/d (AHI)。使用L1轨道观测的优点是:1)可以很好地描述云量的日周期(与极轨道不同);2)高纬度地区的空间分辨率不会显著降低(与地球静止轨道不同)。该方法可以很容易地扩展到使用以317、325、340和388 nm为中心的光谱波段来估计紫外(UV)表面辐照度,特别是从测量中检索到控制大气透射率的关键变量臭氧含量。
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引用次数: 6
All-weather microwave atmospheric sensing using CubeSats and constellations 利用立方体卫星和星座进行全天候微波大气遥感
Pub Date : 2018-10-24 DOI: 10.1117/12.2324098
W. Blackwell
Microwave instrumentation is particularly well suited for implementation on a very small satellite, as the sensor requirements for power, pointing, and spatial resolution (aperture size) can in some cases be accommodated by a nanosatellite platform. The Microsized Microwave Atmospheric Satellite Version 2a (MicroMAS-2a), launched on January 11, 2018 and has demonstrated temperature sounding using channels near 118 GHz and humidity sounding using channels near 183 GHz. A second MicroMAS-2 flight unit (MicroMAS-2b) will be launched in late 2018 as part of ELANA-XX. The Time-Resolved Observations of Precipitation structure and storm Intensity with a Constellation of Smallsats (TROPICS) mission was selected by NASA in 2016 as part of the Earth Venture–Instrument (EVI-3) program. The overarching goal for TROPICS is to provide nearly all-weather observations of 3-D temperature and humidity, as well as cloud ice and precipitation horizontal structure, at high temporal resolution to conduct high-value science investigations of tropical cyclones. TROPICS will provide rapid-refresh microwave measurements (median refresh rate of approximately 40 minutes for the baseline mission) over the tropics that can be used to observe the thermodynamics of the troposphere and precipitation structure for storm systems at the mesoscale and synoptic scale over the entire storm lifecycle. TROPICS comprises a constellation of six CubeSats in three low-Earth orbital planes. Each CubeSat will host a high performance radiometer to provide temperature profiles using seven channels near the 118.75 GHz oxygen absorption line, water vapor profiles using three channels near the 183 GHz water vapor absorption line, imagery in a single channel near 90 GHz for precipitation measurements (when combined with higher resolution water vapor channels), and a single channel at 206 GHz that is more sensitive to precipitation-sized ice particles. TROPICS flight hardware development is on track for a 2019 delivery.
微波仪器特别适合在非常小的卫星上实施,因为在某些情况下,纳米卫星平台可以满足传感器对功率、指向和空间分辨率(孔径大小)的要求。微型微波大气卫星2a (MicroMAS-2a)于2018年1月11日发射,并演示了使用近118 GHz通道进行温度探测和使用近183 GHz通道进行湿度探测。作为ELANA-XX的一部分,第二个MicroMAS-2飞行单元(MicroMAS-2b)将于2018年底发射。2016年,美国国家航空航天局(NASA)选择了小卫星星座(热带)任务的降水结构和风暴强度的时间分辨观测,作为地球风险仪器(EVI-3)计划的一部分。“热带”的首要目标是提供几乎全天候的三维温度和湿度观测,以及云冰和降水水平结构,以高时间分辨率进行高价值的热带气旋科学研究。热带将提供快速刷新的微波测量(基线任务的中位数刷新率约为40分钟),可用于在整个风暴生命周期内观察对流层的热力学和中尺度和天气尺度的风暴系统的降水结构。热带由六个立方体卫星组成,分布在三个低地球轨道平面上。每个CubeSat将承载一个高性能辐射计,使用118.75 GHz氧气吸收线附近的7个通道提供温度剖面,使用183 GHz水蒸气吸收线附近的3个通道提供水蒸气剖面,在90 GHz附近的单个通道中进行降水测量(当与更高分辨率的水蒸气通道结合时),以及在206 GHz的单个通道中对降水大小的冰粒更敏感。热带飞行硬件的开发正在按计划于2019年交付。
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引用次数: 2
Analysis of predictor variables for mosquito species identification from dual-wavelength polarization-sensitive lidar measurements 双波长偏振敏感激光雷达蚊种识别预测变量分析
Pub Date : 2018-10-24 DOI: 10.1117/12.2323432
Adrien P. Genoud, R. Basistyy, Gregory M. Williams, Benjamin P. Thomas
Mosquito-borne diseases are a major challenge for Human health as they affect nearly 700 million people every year. Monitoring insects is generally done through trapping methods that are tedious to set up, costly and present scientific biases. Entomological lidars are a potential solution to remotely count and identify mosquito species and gender in realtime. In this contribution, a dual-wavelength polarization sensitive lidar is used in laboratory conditions to retrieve the wingbeat frequency as well as optical properties of flying mosquitoes transiting through the laser beam. From the lidar signals, predictive variables are retrieved and used in a Bayesian classification. This paper focuses on determining the relative importance of the predictive variables used in the classification. Results show a strong dominance of the wingbeat frequency, the impact of predictive variables based on depolarization and backscattering ratios are discussed, showing a significant increase in classification accuracy.
蚊媒疾病是对人类健康的重大挑战,因为它们每年影响近7亿人。对昆虫的监测通常是通过诱捕方法来完成的,这些方法设置起来繁琐,成本高昂,而且存在科学偏差。昆虫学激光雷达是一种潜在的解决方案,可以远程计算和实时识别蚊子的种类和性别。在这项贡献中,在实验室条件下使用双波长偏振敏感激光雷达来检索通过激光束的飞行蚊子的振频和光学特性。从激光雷达信号中提取预测变量并用于贝叶斯分类。本文的重点是确定在分类中使用的预测变量的相对重要性。结果表明,翼拍频率具有很强的优势,讨论了基于去极化和后向散射比的预测变量对分类精度的影响,表明分类精度显著提高。
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引用次数: 5
Extraction of marine debris in the Sea of Japan using satellite images 利用卫星图像提取日本海的海洋垃圾
Pub Date : 2018-10-24 DOI: 10.1117/12.2324621
T. Aoyama
It is important to understand the flow of marine debris for environmental research purposes, since marine debris causes extensive damage to coastal environments. Due to its small size, most marine debris in the ocean cannot be confirmed directly, even when a high-spatial-resolution satellite image is used. Thus, to extract candidate pixels containing possible marine debris, pixels with spectra that differ from those of the surrounding ocean are identified. As a first step towards identifying and monitoring marine debris, a method using spectral angle mapper (SAM) algorithm in n-dimensional space corresponding to the satellite spectral bands was previously proposed. In this paper, a method to discriminate marine debris from white-crested waves is proposed using the distance from the origin in an n-dimensional scatter diagram. Moreover, it is also discussed that the relationship between the distance from the coast and the amount of marine debris depends on the locations of the sea currents and neighbouring rivers.
了解海洋垃圾的流动对环境研究很重要,因为海洋垃圾对沿海环境造成了广泛的破坏。由于体积小,即使使用高空间分辨率的卫星图像,海洋中的大多数海洋碎片也无法直接确认。因此,为了提取包含可能的海洋垃圾的候选像素,需要识别与周围海洋光谱不同的像素。作为识别和监测海洋垃圾的第一步,先前提出了一种在卫星光谱波段对应的n维空间中使用光谱角映射器(SAM)算法的方法。本文提出了一种利用n维散点图中距离原点的距离来区分海洋垃圾和白浪的方法。此外,还讨论了离海岸的距离与海洋垃圾数量之间的关系取决于海流和邻近河流的位置。
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引用次数: 5
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Asia-Pacific Remote Sensing
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