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Investigations into the development of a satellite-based aerosol climate data record using ATSR-2, AATSR and AVHRR data over north-eastern China from 1987 to 2012

机译:从1987年到2012年,使用ATSR-2,AATSR和AVHRR数据的卫星型气溶胶气候数据记录的开发调查

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Satellites provide information on the temporal and spatial distributions of aerosols on regional and global scales. With the same method applied to a single sensor all over the world, a consistent data set is to be expected. However, the application of different retrieval algorithms to the same sensor and the use of a series of different sensors may lead to substantial differences, and no single sensor or algorithm is better than any other everywhere and at all times. For the production of long-term climate data records, the use of multiple sensors cannot be avoided. The Along Track Scanning Radiometer (ATSR-2) and the Advanced ATSR (AATSR) aerosol optical depth (AOD) data sets have been used to provide a global AOD data record over land and ocean of 17?years (1995–2012), which is planned to be extended with AOD retrieved from a similar sensor. To investigate the possibility of extending the ATSR data record to earlier years, the use of an AOD data set from the Advanced Very High Resolution Radiometer (AVHRR) is investigated. AOD data sets used in this study were retrieved from the ATSR sensors using the ATSR Dual View algorithm ADV version 2.31, developed by Finnish Meteorological Institute (FMI), and from the AVHRR sensors using the aerosol optical depth over land (ADL) algorithm developed by RADI/CAS. Together, these data sets cover a multi-decadal period (1987–2012). The study area includes two contrasting areas, both in regards to aerosol content and composition and surface properties, i.e. a region over north-eastern China, encompassing a highly populated urban/industrialized area (Beijing–Tianjin–Hebei) and a sparsely populated mountainous area. Ground-based AOD observations available from ground-based sun photometer AOD data in AERONET and CARSNET are used as a reference, together with broadband extinction method (BEM) data at Beijing to cover the time before sun photometer observations became available in the early 2000s. In addition, MODIS-Terra C6.1 AOD data are used as a reference data set over the wide area where no ground-based data are available. All satellite data over the study area were validated against the reference data, showing the qualification of MODIS for comparison with ATSR and AVHRR. The comparison with MODIS shows that AVHRR performs better than ATSR in the north of the study area (40°N), whereas further south ATSR provides better results. The validation against sun photometer AOD shows that both AVHRR and ATSR underestimate the AOD, with ATSR failing to provide reliable results in the wintertime. This is likely due to the highly reflecting surface in the dry season, when AVHRR-retrieved AOD traces both MODIS and reference AOD data well. However, AVHRR does not provide AOD larger than about 0.6 and hence is not reliable when high AOD values have been observed over the last decade. In these cases, ATSR performs much better for AOD up to about 1.3. AVHRR-retrieved AOD compares favourably with BEM AOD, except for AOD higher than about 0.6. These comparisons lead to the conclusion that AVHRR and ATSR AOD data records each have their strengths and weaknesses that need to be accounted for when combining them in a single multi-decadal climate data record.
机译:卫星提供有关区域和全球范围内气溶胶的时间和空间分布的信息。利用与世界各地的单个传感器应用于单个传感器的方法,需要一致的数据集。然而,将不同的检索算法应用于同一传感器和一系列不同传感器的使用可能导致具有大量差异,并且没有单个传感器或算法优于任何其他地方和随时随地的差异。对于长期气候数据记录的生产,无法避免使用多个传感器。沿着轨道扫描辐射计(ATSR-2)和先进的ATSR(AATSR)气溶胶光学深度(AOD)数据集已用于提供17年(1995-2012)的土地和海洋的全球AOD数据记录,这计划与从类似传感器检索的AOD扩展。为了调查将ATSR数据记录延伸到较早年的可能性,研究了从高级高分辨率辐射计(AVHRR)中的AOD数据设置。本研究中使用的AOD数据集使用由芬兰气象研究所(FMI)开发的ATSR双视图算法ADP版本2.31,以及使用AEROSOL光学深度在陆地(ADL)算法上的AVHRR传感器中RADI / CAS。这些数据集合在一起涵盖多分码期(1987-2012)。研究区域包括两个对比区域,关于气溶胶含量和组成和表面特性,即在中国东北部的一个地区,包括一个高度人口稠密的城市/工业化地区(北京 - 天津 - 河北)和一个稀疏的人口山区。基于地面的Sun Photeter Aod数据可用AeroNet和Carnet的AOD数据可用作参考,以及北京的宽带消灭方法(BEM)数据,以覆盖在2000年代初期的太阳光度计观察之前的时间。此外,MODIS-Terra C6.1 AOD数据用作在没有可用地面数据的广域范围内设置的参考数据。研究区域上的所有卫星数据都针对参考数据验证,显示了与ATSR和AVHRR比较的MODIS的资格。与MODIS的比较表明,AVHRR在研究区北部(40°N)的北部表现优于ATSR,而另外的南ATSR提供了更好的结果。对Sun Photeter Aod的验证显示AVHRR和ATSR低估AOD,ATSR无法在冬季提供可靠的结果。当AVHRR检索的AOD追踪MODIS和参考AOD数据良好时,这可能是由于干燥季节中的高度反射表面。然而,AVHRR不提供大于约0.6的AOD,因此当在过去十年中观察到高AOD值时,因此不可靠。在这些情况下,ATSR对AOD执行更好的时间,高达约1.3。除了高于约0.6的AOD之外,AVHRR检索的AOD与BEM AOD相比有利地进行比较。这些比较导致AVHRR和ATSR AOD数据记录的得出结论,每个数据记录都有其优势和劣势,需要在单一多数码度气候数据记录中将它们结合起来。

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