首页 > 最新文献

Asia-Pacific Remote Sensing最新文献

英文 中文
Active standoff mixing-ratio measurements of N2O from topographic targets using an open-path quantum cascade laser system 利用开路量子级联激光系统测量地形目标中N2O的有源对峙混合比
Pub Date : 2018-10-24 DOI: 10.1117/12.2323548
R. Basistyy, Adrien P. Genoud, Adrian Diaz, F. Moshary, B. Thomas
Active stand-off detection and hard-target lidars are common methodologies for gas identification, chemical emission tracing, hazardous material sensing, or explosive detection to name a few. By their nature, this type of instrument heavily relies on the reflectivity or backscattering properties of distant targets. While some applications allow the use of retroreflectors, most mobile systems require the use of actual topographic targets, such as the ground, roads, buildings, roofs, or vegetation. In this work, N2O path-averaged mixing ratios are measured with the 10 Hz frequency using a quantum cascade laser open path system operating at 7.7 μm wavelength. Measurements are performed by detecting the light backscattered from common topographic targets located 5.5 m away from the instrument. For each topographic target, the detection limit and accuracy of the retrieved mixing ratios are presented and discussed showing detection limits between 0.008 and 1.36 ppm depending on the target and mixing ratio relative errors between 4 and 80 %.
主动隔离探测和硬目标激光雷达是气体识别、化学排放追踪、有害物质传感或爆炸探测等常用方法。就其性质而言,这种类型的仪器严重依赖于远距离目标的反射率或后向散射特性。虽然有些应用允许使用后向反射器,但大多数移动系统需要使用实际的地形目标,如地面、道路、建筑物、屋顶或植被。本文利用7.7 μm波长的量子级联激光开路系统,在10 Hz频率下测量了N2O光路平均混合比。测量是通过检测距离仪器5.5 m的普通地形目标的光散射来完成的。对于每个地形目标,提出并讨论了检测限和检索混合比的准确性,显示检测限在0.008和1.36 ppm之间,具体取决于目标和混合比的相对误差在4和80%之间。
{"title":"Active standoff mixing-ratio measurements of N2O from topographic targets using an open-path quantum cascade laser system","authors":"R. Basistyy, Adrien P. Genoud, Adrian Diaz, F. Moshary, B. Thomas","doi":"10.1117/12.2323548","DOIUrl":"https://doi.org/10.1117/12.2323548","url":null,"abstract":"Active stand-off detection and hard-target lidars are common methodologies for gas identification, chemical emission tracing, hazardous material sensing, or explosive detection to name a few. By their nature, this type of instrument heavily relies on the reflectivity or backscattering properties of distant targets. While some applications allow the use of retroreflectors, most mobile systems require the use of actual topographic targets, such as the ground, roads, buildings, roofs, or vegetation. In this work, N2O path-averaged mixing ratios are measured with the 10 Hz frequency using a quantum cascade laser open path system operating at 7.7 μm wavelength. Measurements are performed by detecting the light backscattered from common topographic targets located 5.5 m away from the instrument. For each topographic target, the detection limit and accuracy of the retrieved mixing ratios are presented and discussed showing detection limits between 0.008 and 1.36 ppm depending on the target and mixing ratio relative errors between 4 and 80 %.","PeriodicalId":370971,"journal":{"name":"Asia-Pacific Remote Sensing","volume":"41 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-10-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128324263","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Theoretical aspects and operational results of physical deterministic sea surface temperature retrieval 物理确定性海面温度反演的理论方面和操作结果
Pub Date : 2018-10-24 DOI: 10.1117/12.2323429
P. Koner
Physical deterministic sea surface temperature (PDSST) retrieval scheme is built on radiative transfer forward model and a mathematically deterministic approach to the solution for inverse problem. This requires atmospheric profiles information from Numerical Weather Prediction (NWP), which offers the prospect to account for local retrieval conditions and yields a more uniform product with superior accuracy. One of the unprecedented capabilities of the PDSST scheme is that it can use aerosol profiles in addition to atmospheric profiles information for the forward modeling, and also allows for adjustment of the aerosol burden by including it as a retrieved element. Cloud detection is a vital part of SST retrieval processing. An innovative cloud and error masking (CEM) algorithm has been developed, combining the functional spectral differences and radiative transfer based cloud detection tests, especially the functional double difference tests are unique. These advancements have led to substantial improvements in information retrieval from expensive satellite measurement. This improvement refers to a dual benefit of increased data coverage (reduced false alarms) and detection of actual cloud contamination (improved detection rate). The PDSST retrieval suite, is combining the PDSST retrieval scheme and CEM, demonstrates the superiority of this approach with an overall ~3-4 times information gain when implemented on data from MODIS-Aqua and GOES Imager. For example, RMSE reduction from 0.52 K to 0.35 K and data coverage enhanced from ~9% to ~19% as compared to NASA operational MODIS-AQUA SST products.
物理确定性海面温度(PDSST)反演方案建立在辐射传输正演模型和数学确定性反演方法的基础上。这需要数值天气预报(NWP)提供的大气剖面信息,它提供了考虑当地检索条件的前景,并产生更均匀、精度更高的产品。PDSST方案的一个前所未有的能力是,除了大气剖面信息外,它还可以使用气溶胶剖面信息进行正演模拟,并且还允许通过将其作为检索元素来调整气溶胶负荷。云检测是海表温度检索过程的重要组成部分。提出了一种创新的云和误差掩蔽(CEM)算法,将基于功能谱差和辐射传输的云检测测试结合起来,特别是功能双差测试具有独特的特点。这些进步使从昂贵的卫星测量中检索信息的工作有了实质性的改进。这种改进是指增加数据覆盖(减少误报)和检测实际云污染(提高检测率)的双重好处。PDSST检索套件结合了PDSST检索方案和CEM,在MODIS-Aqua和GOES Imager的数据上实现了3-4倍的信息增益,证明了该方法的优越性。例如,与NASA的MODIS-AQUA SST产品相比,RMSE从0.52 K降低到0.35 K,数据覆盖率从~9%提高到~19%。
{"title":"Theoretical aspects and operational results of physical deterministic sea surface temperature retrieval","authors":"P. Koner","doi":"10.1117/12.2323429","DOIUrl":"https://doi.org/10.1117/12.2323429","url":null,"abstract":"Physical deterministic sea surface temperature (PDSST) retrieval scheme is built on radiative transfer forward model and a mathematically deterministic approach to the solution for inverse problem. This requires atmospheric profiles information from Numerical Weather Prediction (NWP), which offers the prospect to account for local retrieval conditions and yields a more uniform product with superior accuracy. One of the unprecedented capabilities of the PDSST scheme is that it can use aerosol profiles in addition to atmospheric profiles information for the forward modeling, and also allows for adjustment of the aerosol burden by including it as a retrieved element. Cloud detection is a vital part of SST retrieval processing. An innovative cloud and error masking (CEM) algorithm has been developed, combining the functional spectral differences and radiative transfer based cloud detection tests, especially the functional double difference tests are unique. These advancements have led to substantial improvements in information retrieval from expensive satellite measurement. This improvement refers to a dual benefit of increased data coverage (reduced false alarms) and detection of actual cloud contamination (improved detection rate). The PDSST retrieval suite, is combining the PDSST retrieval scheme and CEM, demonstrates the superiority of this approach with an overall ~3-4 times information gain when implemented on data from MODIS-Aqua and GOES Imager. For example, RMSE reduction from 0.52 K to 0.35 K and data coverage enhanced from ~9% to ~19% as compared to NASA operational MODIS-AQUA SST products.","PeriodicalId":370971,"journal":{"name":"Asia-Pacific Remote Sensing","volume":"16 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-10-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130907161","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
Simultaneous observation of temporal and spatial distribution of atmospheric aerosol by means of slant-path and plan position indicator lidars 利用斜路和平面位置指示激光雷达同时观测大气气溶胶的时空分布
Pub Date : 2018-10-24 DOI: 10.1117/12.2324688
J. Aminuddin, N. Manago, N. Lagrosas, S. Okude, H. Kuze
The influence of aerosols to the atmosphere has been discussed in the context of the Earth radiation budget and global climate change. Therefore, precise monitoring of aerosol parameters is important for better understanding of their real characteristics and impacts on the environment. In this study, we report on a novel method of concurrent measurements of aerosol near the surface level by means of slant-path (SP) and plan position indicator (PPI) lidars. The SP lidar utilizes a diode-laser-pumped Nd:YAG laser operating at 532 nm, while the PPI is based on a Nd:YLF laser at 349 nm. The PPI system including the laser transmitter and telescope section is rotated over 360° for covering all the horizontal directions with the maximum observation range up to around 3 km. At the same time, the SP lidar is employed for monitoring the near surface region that cannot be covered by vertical observation lidars. Furthermore, the backscattered signals recorded by both PPI and SP lidars are analyzed using the Fernald method to retrieve aerosol extinction coefficient by employing lidar ratios for 349 and 532 nm. These values of lidar ratio are estimated by adjusting and fitting parameters in the Mie scattering calculation (mode radius, variance, and both real and imaginary parts of refractive index) to real data from ground-based sampling instruments, namely, the scattering coefficient, absorption coefficient, and size distribution observed with an integrating nephelometer, an aethalometer, and an optical particle counter, respectively. Real-time values of the extinction coefficient inside the atmospheric boundary-layer are derived as the summation of scattering and absorption coefficients. The results are then compared with those from a vertical lidar, operated by the National Institute of Environmental Studies (NIES) on the campus of Chiba University. We discuss the observed features of aerosol characteristics that vary both temporally and spatially.
在地球辐射收支和全球气候变化的背景下讨论了气溶胶对大气的影响。因此,精确监测气溶胶参数对于更好地了解它们的真实特征和对环境的影响非常重要。在这项研究中,我们报告了一种利用斜路径(SP)和平面位置指示器(PPI)激光雷达同时测量近地表气溶胶的新方法。SP激光雷达采用二极管激光泵浦Nd:YAG激光器,工作波长为532 nm,而PPI激光雷达采用Nd:YLF激光器,工作波长为3449 nm。包括激光发射机和望远镜部分在内的PPI系统旋转360°以上,覆盖所有水平方向,最大观测范围可达3公里左右。同时利用SP激光雷达对垂直观测激光雷达无法覆盖的近地表区域进行监测。此外,利用ferald方法对PPI和SP激光雷达记录的后向散射信号进行分析,利用349和532 nm的激光雷达比反演气溶胶消光系数。这些激光雷达比值是通过调整和拟合米氏散射计算中的参数(模式半径、方差和折射率的实部和虚部)与地面采样仪器的实际数据,即散射系数、吸收系数和尺寸分布,分别由积分浊度计、浓度计和光学粒子计数器观测到。大气边界层内消光系数的实时值是散射系数和吸收系数的总和。然后将结果与垂直激光雷达的结果进行比较,垂直激光雷达由千叶大学校园内的国家环境研究所(NIES)操作。我们讨论了观测到的气溶胶特征在时间和空间上的变化。
{"title":"Simultaneous observation of temporal and spatial distribution of atmospheric aerosol by means of slant-path and plan position indicator lidars","authors":"J. Aminuddin, N. Manago, N. Lagrosas, S. Okude, H. Kuze","doi":"10.1117/12.2324688","DOIUrl":"https://doi.org/10.1117/12.2324688","url":null,"abstract":"The influence of aerosols to the atmosphere has been discussed in the context of the Earth radiation budget and global climate change. Therefore, precise monitoring of aerosol parameters is important for better understanding of their real characteristics and impacts on the environment. In this study, we report on a novel method of concurrent measurements of aerosol near the surface level by means of slant-path (SP) and plan position indicator (PPI) lidars. The SP lidar utilizes a diode-laser-pumped Nd:YAG laser operating at 532 nm, while the PPI is based on a Nd:YLF laser at 349 nm. The PPI system including the laser transmitter and telescope section is rotated over 360° for covering all the horizontal directions with the maximum observation range up to around 3 km. At the same time, the SP lidar is employed for monitoring the near surface region that cannot be covered by vertical observation lidars. Furthermore, the backscattered signals recorded by both PPI and SP lidars are analyzed using the Fernald method to retrieve aerosol extinction coefficient by employing lidar ratios for 349 and 532 nm. These values of lidar ratio are estimated by adjusting and fitting parameters in the Mie scattering calculation (mode radius, variance, and both real and imaginary parts of refractive index) to real data from ground-based sampling instruments, namely, the scattering coefficient, absorption coefficient, and size distribution observed with an integrating nephelometer, an aethalometer, and an optical particle counter, respectively. Real-time values of the extinction coefficient inside the atmospheric boundary-layer are derived as the summation of scattering and absorption coefficients. The results are then compared with those from a vertical lidar, operated by the National Institute of Environmental Studies (NIES) on the campus of Chiba University. We discuss the observed features of aerosol characteristics that vary both temporally and spatially.","PeriodicalId":370971,"journal":{"name":"Asia-Pacific Remote Sensing","volume":"144 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-10-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134389907","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
Assessment of eutrophication using remotely sensed chlorophyll-a in the Northwest Pacific region 利用遥感叶绿素-a评价西北太平洋地区富营养化
Pub Date : 2018-10-24 DOI: 10.1117/12.2324641
Genki Terauchi, E. R. Maúre, Zhiming Yu, Zaixing Wu, Chan-Man Lee, V. Kachur, J. Ishizaka
The Northwest Pacific region, which includes parts of northeast China, Japan, Korea and southeast Russia, is one of the most densely populated areas of the world. Eutrophication is an emerging environmental problem in this region, where a significant number of red tides and hypoxic conditions have been reported in coastal waters - possibly due to anthropogenic influences such as extensive chemical fertilizer use and sewage effluent. To assess this problem, NOWPAP CEARAC, the Special Monitoring and Coastal Environment Assessment Regional Activity Centre of the Action Plan for the Protection, Management and Development of the Marine and Coastal Environment of the Northwest Pacific Region of the United Nations Environmental Programme, has developed "Procedures for assessment of eutrophication status including the evaluation of land-based sources of nutrients for the NOWPAP region" (NOWPAP Common Procedures). The NOWPAP Common Procedures include the screening procedure to detect symptoms of eutrophication with selected parameters. One of the selected parameters is remotely sensed chlorophyll-a concentration (satellite Chl-a). To prepare a long-term consistent satellite Chl-a from 1998 to 2016, regression analysis was conducted by pixel to pixel using the daily composites of SeaWiFS and MODIS Remote Sensing Reflectance for overlapping period (July 2002 to December 2004). Two different empirical in-water algorithms, a NASA standard and a regionally developed one for turbid water, were applied to estimate Chl-a in the eastern and western parts of the Northwest Pacific region, respectively. The assessment of eutrophication was then conducted by the level and trend of satellite Chl-a.
西北太平洋地区包括中国东北、日本、韩国和俄罗斯东南部的部分地区,是世界上人口最稠密的地区之一。富营养化是该区域一个新出现的环境问题,据报告,沿海水域出现了大量赤潮和缺氧情况,这可能是由于广泛使用化肥和污水排放等人为影响。为了评估这一问题,联合国环境规划署西北太平洋区域海洋和沿海环境保护、管理和发展行动计划的特别监测和沿海环境评估区域活动中心制定了“评估富营养化状况的程序,包括评估西北太平洋区域陆基营养来源的程序”(NOWPAP共同程序)。NOWPAP通用程序包括筛选程序,通过选定参数检测富营养化症状。所选参数之一是遥感叶绿素-a浓度(卫星Chl-a)。利用2002年7月至2004年12月重叠期(SeaWiFS和MODIS遥感反射率)的逐日复合数据对Chl-a卫星进行逐像元回归分析,制备了Chl-a卫星1998 - 2016年的长期一致性。两种不同的水中经验算法,NASA标准和区域开发的浑浊水,分别用于估算西北太平洋地区东部和西部的Chl-a。利用卫星Chl-a的水平和趋势对富营养化进行评价。
{"title":"Assessment of eutrophication using remotely sensed chlorophyll-a in the Northwest Pacific region","authors":"Genki Terauchi, E. R. Maúre, Zhiming Yu, Zaixing Wu, Chan-Man Lee, V. Kachur, J. Ishizaka","doi":"10.1117/12.2324641","DOIUrl":"https://doi.org/10.1117/12.2324641","url":null,"abstract":"The Northwest Pacific region, which includes parts of northeast China, Japan, Korea and southeast Russia, is one of the most densely populated areas of the world. Eutrophication is an emerging environmental problem in this region, where a significant number of red tides and hypoxic conditions have been reported in coastal waters - possibly due to anthropogenic influences such as extensive chemical fertilizer use and sewage effluent. To assess this problem, NOWPAP CEARAC, the Special Monitoring and Coastal Environment Assessment Regional Activity Centre of the Action Plan for the Protection, Management and Development of the Marine and Coastal Environment of the Northwest Pacific Region of the United Nations Environmental Programme, has developed \"Procedures for assessment of eutrophication status including the evaluation of land-based sources of nutrients for the NOWPAP region\" (NOWPAP Common Procedures). The NOWPAP Common Procedures include the screening procedure to detect symptoms of eutrophication with selected parameters. One of the selected parameters is remotely sensed chlorophyll-a concentration (satellite Chl-a). To prepare a long-term consistent satellite Chl-a from 1998 to 2016, regression analysis was conducted by pixel to pixel using the daily composites of SeaWiFS and MODIS Remote Sensing Reflectance for overlapping period (July 2002 to December 2004). Two different empirical in-water algorithms, a NASA standard and a regionally developed one for turbid water, were applied to estimate Chl-a in the eastern and western parts of the Northwest Pacific region, respectively. The assessment of eutrophication was then conducted by the level and trend of satellite Chl-a.","PeriodicalId":370971,"journal":{"name":"Asia-Pacific Remote Sensing","volume":"75 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-10-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124060627","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 3
Laser energy monitor for triple-pulse 2-μm IPDA lidar application 用于三脉冲2 μm IPDA激光雷达的激光能量监测仪
Pub Date : 2018-10-24 DOI: 10.1117/12.2324782
T. Refaat, M. Petros, Jane Lee, Teh-Hwa Wong, R. Remus, U. Singh
Integrated path differential absorption (IPDA) lidar is an active remote sensing technique for monitoring different atmospheric species. The technique relies on wavelength differentiation between strong and weak absorbing features normalized to the transmitted energy. An advanced 2-μm triple-pulse IPDA lidar was developed at NASA Langley Research Center for active sensing of carbon dioxide and water vapor simultaneously. The IPDA transmitter produces three successive laser pulses separated by a short interval (200 μs) with a repetition rate of 50Hz. Measurement of laser pulse energy accurately is a prerequisite for the retrieval of gas mixing ratios from IPDA. Due to the short interval between the three transmitted pulses, conventional thermal energy monitors underestimate the total transmitted energy. The design and calibration of a 2-μm triple-pulse laser energy monitor are presented. The design is based on a high speed, extended range InGaAs pin quantum detector suitable for separating the three pulse events. Pulse integration is applied for converting the detected pulse power into energy. The results obtained from the laser energy monitor were compared to an ultra-fast energy-meter reference for energy scaling and verification. High correlations between the pin energy monitor and the total transmitted energy were obtained. The objective of this development is to reduce measurement biases and errors using the triple-pulse IPDA technique.
集成路径差分吸收(IPDA)激光雷达是一种监测不同大气物种的主动式遥感技术。该技术依赖于强弱吸收特征与传输能量归一化之间的波长差异。美国宇航局兰利研究中心开发了一种先进的2 μm三脉冲IPDA激光雷达,用于同时主动感知二氧化碳和水蒸气。IPDA发射机产生三个连续的激光脉冲,间隔时间短(200 μs),重复频率为50Hz。准确测量激光脉冲能量是从IPDA中提取气体混合比的先决条件。由于三个发射脉冲之间的间隔很短,传统的热能监测低估了总发射能量。介绍了一种2 μm三脉冲激光能量监测仪的设计与标定。该设计是基于一个高速,扩展范围的InGaAs引脚量子探测器,适合于分离三个脉冲事件。脉冲积分用于将检测到的脉冲功率转换为能量。将激光能量监测器得到的结果与超快能量计参考进行了能量标度和验证。得到了引脚能量监测器与总传输能量之间的高度相关性。这一发展的目的是减少使用三脉冲IPDA技术的测量偏差和误差。
{"title":"Laser energy monitor for triple-pulse 2-μm IPDA lidar application","authors":"T. Refaat, M. Petros, Jane Lee, Teh-Hwa Wong, R. Remus, U. Singh","doi":"10.1117/12.2324782","DOIUrl":"https://doi.org/10.1117/12.2324782","url":null,"abstract":"Integrated path differential absorption (IPDA) lidar is an active remote sensing technique for monitoring different atmospheric species. The technique relies on wavelength differentiation between strong and weak absorbing features normalized to the transmitted energy. An advanced 2-μm triple-pulse IPDA lidar was developed at NASA Langley Research Center for active sensing of carbon dioxide and water vapor simultaneously. The IPDA transmitter produces three successive laser pulses separated by a short interval (200 μs) with a repetition rate of 50Hz. Measurement of laser pulse energy accurately is a prerequisite for the retrieval of gas mixing ratios from IPDA. Due to the short interval between the three transmitted pulses, conventional thermal energy monitors underestimate the total transmitted energy. The design and calibration of a 2-μm triple-pulse laser energy monitor are presented. The design is based on a high speed, extended range InGaAs pin quantum detector suitable for separating the three pulse events. Pulse integration is applied for converting the detected pulse power into energy. The results obtained from the laser energy monitor were compared to an ultra-fast energy-meter reference for energy scaling and verification. High correlations between the pin energy monitor and the total transmitted energy were obtained. The objective of this development is to reduce measurement biases and errors using the triple-pulse IPDA technique.","PeriodicalId":370971,"journal":{"name":"Asia-Pacific Remote Sensing","volume":"43 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-10-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126938182","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 6
Lidar validation measurements at the NOAA Mauna Loa Observatory NDACC Station 在NOAA莫纳罗亚天文台NDACC站的激光雷达验证测量
Pub Date : 2018-10-24 DOI: 10.1117/12.2324714
T. Mcgee, L. Twigg, J. Sullivan, T. Leblanc, J. Barnes, Grant K. Sumnicht, Stuart McDermid
NASA’s Goddard Space Flight Center (GSFC) transported two lidar instruments to the NOAA facility at the Mauna Loa Observatory (MLO) on the Big Island of Hawaii, to participate in an official, extended validation campaign. This site is situated 11,141 ft. above sea level on the side of the mountain. The observatory has been making atmospheric measurements regularly since the 1950’s, and has hosted the GSFC Stratospheric Ozone (STROZ) Lidar and the GSFC Aerosol and Temperature (AT) Lidar on several occasions, most recently between November, 2012 and November, 2015. The purpose of this extended deployment was to participate in Network for the Detection of Atmospheric Composition Change (NDACC) Validation campaigns with the JPL Stratospheric Ozone Lidar and the NOAA Temperature, Aerosol and Water Vapor instruments as part of the routine NDACC Validation Protocol.
美国宇航局戈达德太空飞行中心(GSFC)将两台激光雷达仪器运送到位于夏威夷大岛的莫纳罗亚天文台(MLO)的NOAA设施,参加一项正式的、延长的验证活动。这个地点位于海拔11,141英尺的山的一侧。自20世纪50年代以来,天文台一直定期进行大气测量,并多次主办GSFC平流层臭氧(STROZ)激光雷达和GSFC气溶胶和温度(AT)激光雷达,最近一次是在2012年11月至2015年11月期间。这次扩展部署的目的是参与大气成分变化探测网络(NDACC)验证活动,其中包括喷气推进实验室平流层臭氧激光雷达和NOAA温度、气溶胶和水蒸气仪器,作为常规NDACC验证协议的一部分。
{"title":"Lidar validation measurements at the NOAA Mauna Loa Observatory NDACC Station","authors":"T. Mcgee, L. Twigg, J. Sullivan, T. Leblanc, J. Barnes, Grant K. Sumnicht, Stuart McDermid","doi":"10.1117/12.2324714","DOIUrl":"https://doi.org/10.1117/12.2324714","url":null,"abstract":"NASA’s Goddard Space Flight Center (GSFC) transported two lidar instruments to the NOAA facility at the Mauna Loa Observatory (MLO) on the Big Island of Hawaii, to participate in an official, extended validation campaign. This site is situated 11,141 ft. above sea level on the side of the mountain. The observatory has been making atmospheric measurements regularly since the 1950’s, and has hosted the GSFC Stratospheric Ozone (STROZ) Lidar and the GSFC Aerosol and Temperature (AT) Lidar on several occasions, most recently between November, 2012 and November, 2015. The purpose of this extended deployment was to participate in Network for the Detection of Atmospheric Composition Change (NDACC) Validation campaigns with the JPL Stratospheric Ozone Lidar and the NOAA Temperature, Aerosol and Water Vapor instruments as part of the routine NDACC Validation Protocol.","PeriodicalId":370971,"journal":{"name":"Asia-Pacific Remote Sensing","volume":"161 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-10-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125890885","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Machine-learning regression for coral reef percentage cover mapping 珊瑚礁百分比覆盖映射的机器学习回归
Pub Date : 2018-10-24 DOI: 10.1117/12.2324028
P. Wicaksono, W. Lazuardi, Afif Al Hadi, M. Kamal
Coral reef live percent cover (LPC) mapping has always been a challenging application for remote-sensing. The adoption of machine-learning algorithm in remote-sensing has opened-up the possibility of mapping coral reef at higher accuracy. This paper presents the application of machine-learning regression in the empirical modeling of coral reef LPC mapping. Stepwise regression, Support Vector Machine (SVM) regression, and Random Forest (RF) regression were used model the percentage of live coral cover in optically shallow water of Parang Island, Central Java, Indonesia using field photo-transect data to train the PlanetScope image. PlanetScope multispectral bands were transformed into water column corrected bands, Principle Component bands, and Cooccurrence texture analysis bands to be used as predictors in the regression process. The results indicate that the accuracy of machine learning algorithm to map coral reef LPC is relatively low due to the radiometric quality issue in the PlanetScope image (RMSE = 15.43%). We could not yet fairly justify the performance of machine learning algorithm until we applied the algorithms in other images.
珊瑚礁活盖度(LPC)的测绘一直是遥感领域一个具有挑战性的应用。机器学习算法在遥感中的应用,为更高精度的珊瑚礁测绘提供了可能。本文介绍了机器学习回归在珊瑚礁LPC映射经验建模中的应用。采用逐步回归、支持向量机(SVM)回归和随机森林(RF)回归对印度尼西亚中爪哇Parang岛光学浅水珊瑚覆盖百分比进行建模,利用野外样带照片数据对PlanetScope图像进行训练。将PlanetScope多光谱波段转化为水柱校正波段、主成分波段和共生织构分析波段,作为回归过程中的预测因子。结果表明,由于PlanetScope图像中的辐射质量问题,机器学习算法绘制珊瑚礁LPC的精度相对较低(RMSE = 15.43%)。在我们将机器学习算法应用于其他图像之前,我们还不能公平地证明机器学习算法的性能。
{"title":"Machine-learning regression for coral reef percentage cover mapping","authors":"P. Wicaksono, W. Lazuardi, Afif Al Hadi, M. Kamal","doi":"10.1117/12.2324028","DOIUrl":"https://doi.org/10.1117/12.2324028","url":null,"abstract":"Coral reef live percent cover (LPC) mapping has always been a challenging application for remote-sensing. The adoption of machine-learning algorithm in remote-sensing has opened-up the possibility of mapping coral reef at higher accuracy. This paper presents the application of machine-learning regression in the empirical modeling of coral reef LPC mapping. Stepwise regression, Support Vector Machine (SVM) regression, and Random Forest (RF) regression were used model the percentage of live coral cover in optically shallow water of Parang Island, Central Java, Indonesia using field photo-transect data to train the PlanetScope image. PlanetScope multispectral bands were transformed into water column corrected bands, Principle Component bands, and Cooccurrence texture analysis bands to be used as predictors in the regression process. The results indicate that the accuracy of machine learning algorithm to map coral reef LPC is relatively low due to the radiometric quality issue in the PlanetScope image (RMSE = 15.43%). We could not yet fairly justify the performance of machine learning algorithm until we applied the algorithms in other images.","PeriodicalId":370971,"journal":{"name":"Asia-Pacific Remote Sensing","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-10-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115560891","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
A spectrographic receiver for laser spectrometers 用于激光光谱仪的光谱接收器
Pub Date : 2018-10-23 DOI: 10.1117/12.2324818
M. Sandford, P. Lucey, Xiaoli Sun, D. Cremons
Multiband LiDAR systems, which are typically single wavelength in transmission and reception, are becoming more applicable for scientific use. However, traditional LiDAR receivers do not scale well to tens or hundreds of received bands. We introduce the design for a spectrographic receiver using an array detector for laser spectrometers and present two of the many possible applications: fluorescence spectroscopy in the visible range and IR reflectance spectroscopy. Each laser pulse has the capability of exciting a target in various wavelengths, and a spectrographic receiver would be able to interpret this excitation, while a typical LiDAR consisting of single wavelength receiver would not. Using a spectrograph in a system with a pulsed laser in the visible or UV range is capable of the detection of fluorescent signal. These spectra reveal the presence of organics and is an applicable technology for planetary science. A spectrograph coupled with a pulsed laser in the IR range shows capability of detecting the presence of water in various forms also applicable technology for both Earth and planetary science. Both systems utilize a Czerny-Turner spectrograph design with a ZnSe prism for the dispersion of light onto an Avalanche Photo Diode (APD). This paper introduces the concept and design of a spectrographic receiver for laser spectrometers, as well as two possible applications.
多波段激光雷达系统,通常是单波长的传输和接收,正变得越来越适用于科学用途。然而,传统的激光雷达接收器不能很好地扩展到数十或数百个接收波段。我们介绍了一种使用阵列探测器的激光光谱仪的光谱接收器的设计,并提出了许多可能的应用中的两种:可见范围的荧光光谱和红外反射光谱。每个激光脉冲都具有激发不同波长目标的能力,并且光谱接收器能够解释这种激发,而典型的由单一波长接收器组成的激光雷达则不能。在具有可见或紫外脉冲激光的系统中使用摄谱仪能够检测荧光信号。这些光谱揭示了有机物的存在,是一种适用于行星科学的技术。光谱仪与红外范围内的脉冲激光相结合,显示了探测各种形式水存在的能力,这也是地球和行星科学的适用技术。这两种系统都采用了带有ZnSe棱镜的切尔尼-特纳光谱仪设计,用于将光色散到雪崩光电二极管(APD)上。本文介绍了一种用于激光光谱仪的光谱接收器的概念和设计,以及两种可能的应用。
{"title":"A spectrographic receiver for laser spectrometers","authors":"M. Sandford, P. Lucey, Xiaoli Sun, D. Cremons","doi":"10.1117/12.2324818","DOIUrl":"https://doi.org/10.1117/12.2324818","url":null,"abstract":"Multiband LiDAR systems, which are typically single wavelength in transmission and reception, are becoming more applicable for scientific use. However, traditional LiDAR receivers do not scale well to tens or hundreds of received bands. We introduce the design for a spectrographic receiver using an array detector for laser spectrometers and present two of the many possible applications: fluorescence spectroscopy in the visible range and IR reflectance spectroscopy. Each laser pulse has the capability of exciting a target in various wavelengths, and a spectrographic receiver would be able to interpret this excitation, while a typical LiDAR consisting of single wavelength receiver would not. Using a spectrograph in a system with a pulsed laser in the visible or UV range is capable of the detection of fluorescent signal. These spectra reveal the presence of organics and is an applicable technology for planetary science. A spectrograph coupled with a pulsed laser in the IR range shows capability of detecting the presence of water in various forms also applicable technology for both Earth and planetary science. Both systems utilize a Czerny-Turner spectrograph design with a ZnSe prism for the dispersion of light onto an Avalanche Photo Diode (APD). This paper introduces the concept and design of a spectrographic receiver for laser spectrometers, as well as two possible applications.","PeriodicalId":370971,"journal":{"name":"Asia-Pacific Remote Sensing","volume":"59 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-10-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121820086","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Concepts for next generation grating spectrometer imaging atmospheric sounders from LEO and GEO 下一代低轨道和地球同步轨道光栅光谱仪成像大气探测器的概念
Pub Date : 2018-10-23 DOI: 10.1117/12.2324606
T. Pagano
Spaceborne infrared atmospheric sounders measure the spectrum of the upwelling radiance in the infrared with ultra-high spectral resolution. The resolution is sufficient to measure absorption features of atmospheric constituents enabling retrieval of atmospheric temperature and water vapor profiles, surface emission and atmospheric constituents. The Atmospheric Infrared Sounder (AIRS) on Aqua launched in May of 2002 was the first hyperspectral grating-based infrared sounder designed for this purpose and is still operational today. AIRS has been followed by the Infrared Atmospheric Sounding Interferometer (IASI) on MetOp A and B, and the Cross-track Infrared Sounder (CrIS) on Suomi NPP and JPSS. All instruments are operating well improving weather forecast and providing a wealth of information about the atmosphere. Additional CrIS and IASI instruments are expected to be launched providing data of this type into the late 2030’s. AIRS, CrIS and IASI are all Low Earth Orbit (LEO) instruments with nominal spatial resolutions of 14km. Future IR sounders must achieve higher spatial and temporal resolution to match improvements in forecast models and be less costly to match anticipated future budget pressures. Higher temporal resolution can be achieved in several ways including operation in Geostationary Earth Orbit (GEO) or in constellations of LEO satellites. Higher spatial resolution can be achieved using larger format focal plane assemblies in the instruments and larger aperture telescopes. Grating spectrometers are well suited to large format FPAs by allowing a wide field of view in a compact package. They also provide long life and are easy to operate. Concepts for next generation grating spectrometer IR sounders that have been developed over the years at JPL are presented along with technology advancements made to enable these concepts to achieve their stated goals.
星载红外大气探测仪以超高光谱分辨率测量上升流辐射的红外光谱。该分辨率足以测量大气成分的吸收特征,从而能够检索大气温度和水汽剖面、地表发射和大气成分。2002年5月发射的Aqua上的大气红外探测仪(AIRS)是第一个为此目的设计的基于高光谱光栅的红外探测仪,至今仍在运行。在AIRS之后,在MetOp A和B上安装了红外大气探测干涉仪(IASI),在Suomi NPP和JPSS上安装了交叉轨道红外测深仪(CrIS)。所有仪器运行良好,改善了天气预报,提供了丰富的大气信息。预计到2030年代末还将推出更多的CrIS和IASI工具,提供这类数据。AIRS、CrIS和IASI都是低地球轨道(LEO)仪器,标称空间分辨率为14公里。未来的红外探测仪必须达到更高的空间和时间分辨率,以适应预测模型的改进,并降低成本,以适应预期的未来预算压力。可以通过几种方式实现更高的时间分辨率,包括在地球静止轨道(GEO)或低轨道卫星星座中进行操作。采用较大口径的望远镜和较大格式的焦平面组件可以获得更高的空间分辨率。光栅光谱仪非常适合于大画幅fpa,因为它允许在一个紧凑的封装中有广阔的视野。它们还提供长寿命和易于操作。下一代光栅光谱仪红外探测仪的概念已经在JPL开发了多年,并提出了技术进步,使这些概念能够实现其既定目标。
{"title":"Concepts for next generation grating spectrometer imaging atmospheric sounders from LEO and GEO","authors":"T. Pagano","doi":"10.1117/12.2324606","DOIUrl":"https://doi.org/10.1117/12.2324606","url":null,"abstract":"Spaceborne infrared atmospheric sounders measure the spectrum of the upwelling radiance in the infrared with ultra-high spectral resolution. The resolution is sufficient to measure absorption features of atmospheric constituents enabling retrieval of atmospheric temperature and water vapor profiles, surface emission and atmospheric constituents. The Atmospheric Infrared Sounder (AIRS) on Aqua launched in May of 2002 was the first hyperspectral grating-based infrared sounder designed for this purpose and is still operational today. AIRS has been followed by the Infrared Atmospheric Sounding Interferometer (IASI) on MetOp A and B, and the Cross-track Infrared Sounder (CrIS) on Suomi NPP and JPSS. All instruments are operating well improving weather forecast and providing a wealth of information about the atmosphere. Additional CrIS and IASI instruments are expected to be launched providing data of this type into the late 2030’s. AIRS, CrIS and IASI are all Low Earth Orbit (LEO) instruments with nominal spatial resolutions of 14km. Future IR sounders must achieve higher spatial and temporal resolution to match improvements in forecast models and be less costly to match anticipated future budget pressures. Higher temporal resolution can be achieved in several ways including operation in Geostationary Earth Orbit (GEO) or in constellations of LEO satellites. Higher spatial resolution can be achieved using larger format focal plane assemblies in the instruments and larger aperture telescopes. Grating spectrometers are well suited to large format FPAs by allowing a wide field of view in a compact package. They also provide long life and are easy to operate. Concepts for next generation grating spectrometer IR sounders that have been developed over the years at JPL are presented along with technology advancements made to enable these concepts to achieve their stated goals.","PeriodicalId":370971,"journal":{"name":"Asia-Pacific Remote Sensing","volume":"34 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-10-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125336919","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Microscene evaluation using the Bhattacharyya distance 利用Bhattacharyya距离进行微景评价
Pub Date : 2018-10-23 DOI: 10.1117/12.2327004
William F Basener, Marty Flynn
A microscene is a hyperspectral image collected using a hyperspectral sensor mounted above a tray, typically in a laboratory setting. Materials can be placed in the tray and illumination controlled to either analyze the materials used or to simulate overhead (aerial or satellite) imagery. Choosing the materials allows simulation of overhead imagery in controlled experiments, for example mixtures and abundances of chemicals, materials as they undergo physical and chemical processes such as oxidation and weathering, and vegetation at different stages in environmental processes. Microscene imagery enables experiments in controlled circumstances not easily producible in overhead imagery. Moreover, the cost of collecting microscene imagery is a small fraction of overhead collection. Microscene imagery is an emerging technology, and in this paper we address an evaluation microscene imagery to determine how well it simulates overhead imagery, comparing microscene imagery of vegetation to overhead AVIRIS and HYDICE imagery over vegetation. We use statistical measures to compare microscene imagery to overhead imagery, including comparing material spectra, means, eigenvalues, the Mahalanobis distance between image means, and for the first time the Bhattacharyya distance between image covariances. The Bhattacharyya is a statistical measure of the distance between two statistical distributions, related to the Mahalanobis distance.
微场景是使用安装在托盘上方的高光谱传感器收集的高光谱图像,通常在实验室设置中。材料可以放置在托盘和照明控制,要么分析所用的材料或模拟头顶(航空或卫星)图像。选择材料可以在受控实验中模拟头顶图像,例如化学物质的混合物和丰度,材料经历物理和化学过程,如氧化和风化,以及环境过程中不同阶段的植被。微景图像使实验能够在受控环境下进行,这在高架图像中很难实现。此外,收集微场景图像的成本是开销收集的一小部分。微景图像是一项新兴技术,在本文中,我们讨论了一个评估微景图像,以确定它如何很好地模拟架空图像,将植被的微景图像与架空AVIRIS和HYDICE图像进行比较。我们使用统计方法来比较微观场景图像与头顶图像,包括比较物质光谱、平均值、特征值、图像平均值之间的Mahalanobis距离,以及图像协方差之间的Bhattacharyya距离。Bhattacharyya是两个统计分布之间距离的统计度量,与Mahalanobis距离有关。
{"title":"Microscene evaluation using the Bhattacharyya distance","authors":"William F Basener, Marty Flynn","doi":"10.1117/12.2327004","DOIUrl":"https://doi.org/10.1117/12.2327004","url":null,"abstract":"A microscene is a hyperspectral image collected using a hyperspectral sensor mounted above a tray, typically in a laboratory setting. Materials can be placed in the tray and illumination controlled to either analyze the materials used or to simulate overhead (aerial or satellite) imagery. Choosing the materials allows simulation of overhead imagery in controlled experiments, for example mixtures and abundances of chemicals, materials as they undergo physical and chemical processes such as oxidation and weathering, and vegetation at different stages in environmental processes. Microscene imagery enables experiments in controlled circumstances not easily producible in overhead imagery. Moreover, the cost of collecting microscene imagery is a small fraction of overhead collection. Microscene imagery is an emerging technology, and in this paper we address an evaluation microscene imagery to determine how well it simulates overhead imagery, comparing microscene imagery of vegetation to overhead AVIRIS and HYDICE imagery over vegetation. We use statistical measures to compare microscene imagery to overhead imagery, including comparing material spectra, means, eigenvalues, the Mahalanobis distance between image means, and for the first time the Bhattacharyya distance between image covariances. The Bhattacharyya is a statistical measure of the distance between two statistical distributions, related to the Mahalanobis distance.","PeriodicalId":370971,"journal":{"name":"Asia-Pacific Remote Sensing","volume":"18 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-10-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125510852","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 6
期刊
Asia-Pacific Remote Sensing
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1