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Global tropopause height determination using GNSS radio occultation 利用全球导航卫星系统无线电掩星确定全球对流层顶高度
IF 6.4 3区 地球科学 Q1 Earth and Planetary Sciences Pub Date : 2023-08-01 DOI: 10.1016/j.ejrs.2023.04.004
Mohamed Zhran , Ashraf Mousa

The tropopause layer is a crucial stratum of the earth's atmosphere that attracts more interest from climate and atmospheric researchers. The observables of the global navigation satellite system (GNSS) allow for continuous and long-term research of the atmosphere. The Meteorological Operational Satellite Program (MetOp) mission has a large number of radio occultation (RO) events globally with a high vertical resolution. For investigating the atmosphere, GNSS RO is regarded as a great active remote sensing approach. The present paper investigates the tropopause height (TPH) globally using 5,738,483 GNSS RO measurements of MetOp from 2007 to 2021 to analyze the monthly and yearly variability patterns of TPHs. The spatiotemporal variation of TPH confirms a bell shape. According to the analysis, the TPH varies with latitude, with the highest level reaching up to 17 km in the equatorial region and decreasing gradually to get its lowest value of 8 km at the poles. The global TPH estimated from GNSS RO is very well matched with the TPH estimated from the ECMWF Reanalysis v5 (ERA5) model with a correlation of 0.9997 in 2021. The findings of this study will contribute to a better understanding of TPH variations. As a result, our findings may be helpful in advancing atmospheric modeling and estimating wet delay for GNSS observations.

对流层顶层是地球大气层的一个关键层,吸引了气候和大气研究人员的更多兴趣。全球导航卫星系统(GNSS)的可观测性允许对大气层进行持续和长期的研究。气象操作卫星计划(MetOp)任务在全球范围内有大量具有高垂直分辨率的无线电掩星(RO)事件。对于大气调查,GNSS RO被认为是一种很好的主动遥感方法。本文利用2007年至2021年MetOp的5738483次GNSS RO测量,对全球对流层顶高度(TPH)进行了调查,以分析TPH的月度和年度变化模式。TPH的时空变化证实了钟形。根据分析,TPH随纬度变化,赤道地区最高可达17公里,两极逐渐降低至最低8公里。2021年,GNSS RO估计的全球TPH与ECMWF再分析v5(ERA5)模型估计的TPH非常匹配,相关性为0.9997。这项研究的发现将有助于更好地了解TPH的变化。因此,我们的发现可能有助于推进全球导航卫星系统观测的大气建模和估计湿延迟。
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引用次数: 2
Land use land cover change detection and urban sprawl prediction for Kuwait metropolitan region, using multi-layer perceptron neural networks (MLPNN) 使用多层感知器神经网络(MLPNN)对科威特大都市地区的土地利用-土地覆盖变化检测和城市蔓延预测
IF 6.4 3区 地球科学 Q1 Earth and Planetary Sciences Pub Date : 2023-08-01 DOI: 10.1016/j.ejrs.2023.05.003
Ahmad E. Al-Dousari , Ashish Mishra , S. Singh

With the rapid expansion of cities, monitoring urban sprawl is recognized as a vital tool by many researchers who use this information in several applications like urban planning, microclimate modelling, policy development, etc. However, accurate land cover (LC) prediction is still challenging, even with technological advancements. Machine learning (ML) and artificial intelligence (AI) have gained a reputation amongst diverse science applications, including their popularity in monitoring land cover. Therefore, the present study investigates the performance of the ML-based classification algorithm random forest (RF) in monitoring LC classes for 2016 and 2021 for the metropolitan region of Kuwait City, Kuwait. The accuracy assessment for the derived land use maps achieved an overall accuracy of 93.6% and 95.3% and kappa coefficient values of 0.86 and 0.93 for 2016 and 2021, respectively. The results show an increase in built-up cover by ∼11 %. The land use maps for 2016 and 2021 were further used to predict the urban built-up for 2026 using an artificial neural network (ANN) based on multi-layer perceptron neural networks (MLPNNs). It was predicted with an overall accuracy of 83.6%. The built-up was predicted to increase by 15% in 2021–2026, and mostly expansion was observed on the western and southern sides. The outcomes exhibit that MLPNN techniques combined with Remote sensing and Geographic Information Systems (RS and GIS) can be adopted to derive the land cover and predict the urban sprawl with fair accuracy and precision. Such studies would prove valuable to city governments and urban planners to improve future sustainable development strategies.

随着城市的快速扩张,监测城市蔓延被许多研究人员视为一种重要工具,他们将这些信息用于城市规划、小气候建模、政策制定等多个应用。然而,即使技术进步,准确的土地覆盖预测仍然具有挑战性。机器学习(ML)和人工智能(AI)在各种科学应用中赢得了声誉,包括它们在监测土地覆盖方面的受欢迎程度。因此,本研究调查了基于ML的分类算法随机森林(RF)在2016年和2021年监测科威特城市大都会区LC类中的性能。2016年和2021年,衍生土地利用图的准确度评估总体准确度分别为93.6%和95.3%,kappa系数值分别为0.86和0.93。结果显示,堆积覆盖物增加了~11%。使用基于多层感知器神经网络(MLPNN)的人工神经网络(ANN),进一步使用2016年和2021年的土地利用图来预测2026年的城市建成区。预测的总体准确率为83.6%。预计2021-2026年建成区将增加15%,主要在西部和南部进行扩建。结果表明,MLPNN技术与遥感和地理信息系统(RS和GIS)相结合,可以准确、准确地推导出土地覆盖率,预测城市蔓延。这些研究将对城市政府和城市规划者改进未来可持续发展战略具有价值。
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引用次数: 4
Refinement of the Kuwait geoid using the modified Stokes' kernel and Airy-Heiskanen isostatic reduction for GIS and geomatics applications 使用修正的Stokes核和Airy-Heiskanen均衡简化对科威特大地水准面进行精化,用于GIS和地学应用
IF 6.4 3区 地球科学 Q1 Earth and Planetary Sciences Pub Date : 2023-08-01 DOI: 10.1016/j.ejrs.2023.05.001
Ahmed Zaki , Hamad Al-Ajami , Mostafa Rabah , Ahmed Saber , Mohamed El-Ashquer

Orthometric heights are important for various applications such as GIS, geomatics, engineering, and geoscience. The ellipsoidal heights can be computed by Global Navigation Satellite System (GNSS) as an accurate, rapid, and efficient method for height determination. The accurate geoid is essential to convert the ellipsoidal heights from GNSS to orthometric heights. The research developed a new geoid called “KW-FWGM2022″ specifically for Kuwait. We used a composite global geopotential model from SPW R5 with EGM2008 and the digital elevation model from SRTM1. The Wong and Gore modified with Airy-Heiskanen topographic-isotactic reduction were used to compute the geoid model. To assess the accuracy of the KW-FWGM2022 geoid, GNSS/leveling stations were used and the assessment showed that the model's accuracy was better than 1.8 cm as a standard deviation. This demonstrates that the KW-FWGM2022 geoid model is highly accurate and suitable for use in various GIS and Geomatics applications in Kuwait.

正交高度在地理信息系统、地学、工程和地球科学等各种应用中都很重要。椭球高度可以由全球导航卫星系统(GNSS)计算,作为一种准确、快速和有效的高度确定方法。精确的大地水准面对于将全球导航卫星系统的椭球高度转换为正射高度至关重要。该研究专门为科威特开发了一个名为“KW-FWGM2022”的新大地水准面。我们使用了SPW R5与EGM2008的复合全球位势模型和SRTM1的数字高程模型。采用Airy-Heiskanen地形等规归约修正的Wong和Gore方法计算大地水准面模型。为了评估KW-FWGM2022大地水准面的精度,使用了GNSS/水准测量站,评估表明,作为标准偏差,该模型的精度优于1.8cm。这表明KW-FWGM2022大地水准面模型高度准确,适用于科威特的各种GIS和地球信息学应用。
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引用次数: 0
Assessment of changing satellite gravity mission architectures using terrestrial gravity and GNSS-leveling data in the Kingdom of Saudi Arabia 利用沙特阿拉伯王国地面重力和全球导航卫星系统水准测量数据评估不断变化的卫星重力任务结构
IF 6.4 3区 地球科学 Q1 Earth and Planetary Sciences Pub Date : 2023-08-01 DOI: 10.1016/j.ejrs.2023.03.004
Mohamed El-Ashquer , Basem Elsaka , Saad Mogren , Karem Abdelmohsen , Ahmed Zaki

This research investigates the effect of the ‘future’ gravity mission (FGM) architectures i.e. Bender, Helix, Pendulum, and Cartwheel up to spherical harmonics (SH) degree/order (d/o) 120/120 to improve the estimation of the gravitational field in the Saudi Arabia. For this purpose, we evaluate ground-truth gravity anomalies and GNSS/Leveling data with the satellite-based gravity models of each aforementioned FGMs. The comparison with gravity anomalies given by the FGM provides refinements of about 57 – 61 μGal with respect to (w.r.t.) those of GRACE- and GOCE-based GGMs. The comparison with GNSS/Leveling indicates that the least differences in terms of standard deviations (STD) of geoid heights are provided by the Bender-type FGM that provides the overall least STD differences of about 62.58 cm w.r.t. the GRACE- and GOCE-based GGMs, that provide STD differences of about 62.88 cm and 62.62 cm, respectively. The outcome of this study shows that implementing additional gravity information in different flight directions of the proposed FGMs (i.e along-track, cross-track, and radial) showed slight improvement (sub of a millimeter).

本研究调查了“未来”重力任务(FGM)架构(即Bender、Helix、Pendulum和Cartwheel)对球面谐波(SH)度/阶(d/o)120/120的影响,以改进沙特阿拉伯重力场的估计。为此,我们使用上述每个FGM的卫星重力模型来评估地面实况重力异常和GNSS/水准测量数据。与基于GRACE和GOCE的GGM相比,FGM给出的重力异常的比较提供了约57–61μGal的精细化。与GNSS/水准测量的比较表明,大地水准面高度标准差(STD)方面的最小差异是由Bender型FGM提供的,该FGM提供了与基于GRACE和GOCE的GGM相比约62.58cm的总体最小STD差异,该GGM分别提供约62.88cm和62.62cm的STD差异。这项研究的结果表明,在所提出的FGM的不同飞行方向(即沿轨道、跨轨道和径向)上实现额外的重力信息显示出轻微的改进(不到一毫米)。
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引用次数: 0
Modelling land use/land cover projection using different scenarios in the Cisadane Watershed, Indonesia: Implication on deforestation and food security 印度尼西亚Cisadane流域不同情景下土地利用/土地覆盖预测模型:对森林砍伐和粮食安全的影响
IF 6.4 3区 地球科学 Q1 Earth and Planetary Sciences Pub Date : 2023-08-01 DOI: 10.1016/j.ejrs.2023.04.002
Wiwin Ambarwulan , Fajar Yulianto , Widiatmaka Widiatmaka , Ati Rahadiati , Suria Darma Tarigan , Irman Firmansyah , Muhrina Anggun Sari Hasibuan

Critical watersheds that exceed their carrying capacity occur in many regions of the world; their formation is facilitated by a significant driving factor known as land use/land cover (LULC) changes. This study aims to identify the LULC changes in Cisadane Watershed, Indonesia, in 2010, 2015, 2021, and simulate future LULC for 2030 and 2050. Landsat 2010 and 2015 and Sentinel 2A images from 2020 were employed for deriving LULC maps using Random Forest. This study applied a Land change modeler (LCM) under the multi-layer perception Markov chain (MLP-MC) to predict the future LULC in three scenarios. The scenarios are business as usual (BAU), protecting paddy fields (PPF), and protecting forest areas (PFA). The results showed that all the LULC maps demonstrated excellent accuracy, indicated by >83% overall accuracy. Furthermore, BAU produces the worst effect of decreasing forest and paddy field areas. PPF tends to cause forest loss, while PFA is predicted to reduce the paddy fields. There is a trade-off between maintaining food security and conserving natural resources. The study reveals the importance of efficient land use planning in the future amidst increasing resource demand due to population growth while existing land resources are limited.

超过其承载能力的关键流域出现在世界许多区域;土地利用/土地覆盖(LULC)变化这一重要驱动因素促进了它们的形成。本研究旨在确定印度尼西亚Cisadane流域2010年、2015年和2021年的LULC变化,并模拟2030年和2050年的未来LULC。Landsat 2010和2015以及Sentinel 2A从2020年开始使用随机森林来获得LULC地图。本文应用多层感知马尔可夫链(MLP-MC)下的土地变化模型(LCM)对未来三种情景下的土地变化变化进行了预测。这三种情况分别是:一切照旧(BAU)、保护稻田(PPF)和保护森林(PFA)。结果表明,所有的LULC地图都具有良好的精度,总体精度为83%。此外,BAU对森林和水田面积减少的影响最大。PPF会造成森林损失,而PFA会减少水田面积。在维持粮食安全和保护自然资源之间存在权衡。该研究揭示了在人口增长导致资源需求增加而现有土地资源有限的情况下,未来有效的土地利用规划的重要性。
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引用次数: 1
SAR image formation scheme implementation and endorsement sprouting from Level-0 data decoding 从0级数据解码萌芽的SAR成像方案实现与背书
IF 6.4 3区 地球科学 Q1 Earth and Planetary Sciences Pub Date : 2023-08-01 DOI: 10.1016/j.ejrs.2023.03.002
Ahmed Azouz, Mohamed Fouad, Ahmed ELbohy, Ahmed Abdalla, Ahmed Mashaly

Synthetic Aperture Radar (SAR) data processing evolving from level-0 raw data is complicated, especially in data decoding, manifesting in obtaining a well-focused SAR image. This paper is intended to present a complete MATLAB-based SAR data processing tool, which helps the end-user to treat simply the steps of image generation. This paper would enrich the research community in the field of SAR processors, especially in the area of understanding, handling, and developing a SAR processor based on space packet protocol standard (STD 01) used in many SAR systems such as Sentinel-1, ERS-1, CubeL, JPSS-2, 3, and 4. Also, this work opens the door for researchers to decode other space packet protocol standards and even to create an algorithm based on fully understanding the image formation algorithm from its roots. Moreover, the work in this paper could be a stepping-stone for the beginner in the field of SAR signal processing to become familiarized with SAR image generation procedures. The level-0 raw data used in this paper is based on Sentinel 1 SAR satellite obtained from the European Space Agency Copernicus website, a free open-source for level-0 and level-1 data types. The MATLAB program allows users to compare their generated image with the level-1 single-look complex (S1-L1-SLC) image utilizing entropy, contrast, and sharpness image quality metrics.

The results showed that the images produced by the proposed algorithm are comparable to Sentinel-1 level-1 SAR images for the same scene and achieved satisfactory accuracy under the requirements for image quality.

从0级原始数据演变而来的合成孔径雷达(SAR)数据处理非常复杂,尤其是在数据解码方面,表现为获得聚焦良好的SAR图像。本文旨在提供一个完整的基于MATLAB的SAR数据处理工具,帮助最终用户简单地处理图像生成的步骤。本文将丰富SAR处理器领域的研究界,特别是在理解、处理和开发基于空间分组协议标准(STD 01)的SAR处理器方面,该标准用于许多SAR系统,如Sentinel-1、ERS-1、CubeL、JPSS-2、3和4。此外,这项工作为研究人员解码其他空间分组协议标准,甚至在从根源上充分理解图像形成算法的基础上创建算法打开了大门。此外,本文的工作可以成为SAR信号处理领域的初学者熟悉SAR图像生成过程的垫脚石。本文中使用的0级原始数据基于从欧洲航天局哥白尼网站获得的Sentinel 1 SAR卫星,该网站是0级和1级数据类型的免费开源网站。MATLAB程序允许用户利用熵、对比度和清晰度图像质量度量将他们生成的图像与一级单视复杂(S1-L1-SLC)图像进行比较。结果表明,在同一场景下,该算法生成的图像与Sentinel-1一级合成孔径雷达图像相当,在满足图像质量要求的情况下,达到了令人满意的精度。
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引用次数: 1
Investigating temporal changes in coastal edge lines and ownership by remote sensing: The case of the Dörtyol district (Turkey) 通过遥感调查沿海边缘线和所有权的时间变化:以Dörtyol地区为例(土耳其)
IF 6.4 3区 地球科学 Q1 Earth and Planetary Sciences Pub Date : 2023-08-01 DOI: 10.1016/j.ejrs.2023.03.003
Fazil Nacar

Coasts are spaces that have natural resources and host frequent human activities such as settlement, transportation, tourism, and trade. This is why coasts continue to deteriorate and change. There is a lot of legislation in Turkey about the protection and use of coastlines. Designating the coastal edge line and coastal planning are important procedures. In the identification of changes on the coast, aerial photographs and satellite images obtained at different times are frequently utilized. This way, destruction on the coast is easily revealed. These examinations guide official institutions regarding the protection-use balance, as well as the inspections and procedures that need to be carried out. In this study, the coastal areas of the Dörtyol district of the province of Hatay in the Gulf of İskenderun in the Eastern Mediterranean Region were investigated. Aerial photographs dated 1975 and 2011 and an orthophoto map dated 2015 were used in the analyses. Ownership analyses were carried out by comparing these photographs and maps to the approval coastal edge line points. Encroachments into the approved coastal edge line and local (plot-based) plan revisions were investigated. As a result of these examinations, the effects of changes in land use planning on ownership and the coastal edge line were revealed. Contributions will be made to the conduct of necessary interventions by sharing the results of this study with institutions responsible for preservation, planning, and inspection.

海岸是拥有自然资源的空间,也是人类定居、交通、旅游和贸易等频繁活动的场所。这就是海岸持续恶化和变化的原因。土耳其有很多关于海岸线保护和利用的立法。海岸边界线的划定和海岸规划是重要的程序。在识别海岸变化时,经常使用在不同时间获得的航空照片和卫星图像。这样,海岸上的破坏很容易被发现。这些检查指导官方机构如何平衡保护和使用,以及需要进行的检查和程序。在这项研究中,调查了东地中海地区İskenderun湾哈塔伊省Dörtyol地区的沿海地区。分析中使用了1975年和2011年的航空照片以及2015年的正射影像图。通过将这些照片和地图与批准的海岸边缘点进行比较,进行所有权分析。对已批准的海岸边缘线的侵占和局部(基于地块的)规划修订进行了调查。通过这些检查,揭示了土地利用规划变化对所有权和海岸边缘线的影响。通过与负责保护、规划和检查的机构分享本研究的结果,将为实施必要的干预做出贡献。
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引用次数: 0
Assessment of the desertification sensitivity of Northwestern El Minya Governorate, Egypt using MEDALUS model 使用MEDALUS模型评估埃及西北部El Minya省的荒漠化敏感性
IF 6.4 3区 地球科学 Q1 Earth and Planetary Sciences Pub Date : 2023-07-31 DOI: 10.1016/j.ejrs.2023.07.013
Hoda Nour-Eldin, Adel Shalaby, Rania M. Mohamed, Ehab Youssef, Neven G. Rostom, H.S. Khedr

Desertification leads to a decline in land production, resulting from biophysical interaction and human factors with temporal and spatial changes. This paper aims to evaluate the desertification sensitivity using Mediterranean Desertification and Land Use (MEDALUS) approach in the Northwestern El Minya Governorate in Egypt. The study area is one of the promising and important areas for land reclamation and developmental projects. Four indicators; climate, vegetation, management, and soil, were used in this study. Landsat 8 (OLI) satellite image 2021 was processed to calculate NDVI index to assess vegetation quality index. Then, it was classified into land cover classes to calculate the management quality index. ASTERDEM satellite data and the climate data were used in the climate quality index. Seventy soil samples were collected and analyzed for chemical and physical properties to be used for the retrieval of soil quality index. These indicators were integrated and used as input criteria in the model of desertification sensitivity. The physiographic unit extraction indicated that significant landforms were included in the study area namely; Old wadi Sediments, Peniplain, old river terraces, Shoulders, Sand sheets, Rock outcrops, and Sand dunes, Erosional Plains, Hill and Plain out wash. The obtained results showed that the severely sensitive area to desertification was represented by 86.7 % of the study area. The main factors affecting the sensitivity were climate conditions (arid, semi-arid), low soil quality and management in addition to the low vegetation cover. Furthermore, about 3% of the study area was located in the moderate sensitive class while the low sensitive area exhibits 1.06 %. Present study supports decision makers to reduce the constraining environmental conditions.

荒漠化导致土地产量下降,这是生物物理相互作用和人类因素随时间和空间变化造成的。本文旨在利用地中海荒漠化和土地利用(MEDALUS)方法评估埃及西北部明亚省的荒漠化敏感性。该研究区是土地复垦和开发项目的一个有前景的重要区域。四个指标;气候,植被,管理和土壤,在这项研究中使用。对2021年陆地卫星8号(OLI)卫星图像进行处理,计算NDVI指数,以评估植被质量指数。然后,将其划分为土地覆盖类别,以计算管理质量指数。在气候质量指数中使用了ASTEREM卫星数据和气候数据。收集了70个土壤样本,并对其化学和物理特性进行了分析,以用于检索土壤质量指数。这些指标被纳入荒漠化敏感性模型,并被用作投入标准。地貌单元提取表明,研究区内包括重要地貌,即:;结果表明,荒漠化严重敏感区占研究区的86.7%。影响敏感性的主要因素是气候条件(干旱、半干旱)、低土壤质量和管理以及低植被覆盖。此外,约3%的研究区域位于中度敏感类别,而低敏感区域为1.06%。目前的研究支持决策者减少约束性环境条件。
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引用次数: 0
Automatic segment-wise restoration for wide irregular stripe noise in SDGSAT-1 multispectral data using side-slither data 利用侧缝数据对SDGSAT-1多光谱数据中宽不规则条纹噪声的自动分段恢复
IF 6.4 3区 地球科学 Q1 Earth and Planetary Sciences Pub Date : 2023-07-31 DOI: 10.1016/j.ejrs.2023.07.012
Yongkun Liu , Tengfei Long , Weili Jiao , Yihong Du , Guojin He , Bo Chen , Peng Huang

The raw orbital images captured by the new launched SDGSAT-1 Multispectral Image for Inshore (MII) are plagued by wide-irregular stripe noise, due to inconsistent unit response. This paper proposed a new method for destriping wide-irregular stripe noise in MII using the characteristics of side-slither data. Firstly, the raw side-slither data was standardized using line detection to guarantee that each row observed the same ground object. Then, the whole orbital side-slither image was segmented into blocks of equal length, and it was found that the response of wide-irregular stripe noise is consistent within a certain length. The Inverse Distance Weight was used to interpolate the DN values of striped pixels as referenced values, and the segmented length was determined by calculating Pearson correlation coefficient between the original and referenced DN values. Thirdly, the Random Sample Consensus (RANSAC) algorithm was used to find the inliers and calculate the correction parameters, after it was discovered that the original and referenced DN values had a linear correlation. The proposed method, SIR (consists of image segmentation, pixel interpolation and RANSAC fitting), can directly destripe the raw orbital image. One orbital side-slither data and six ordinary orbital data were selected for verification. Twelve state-of-the-art methods were chosen for comparison with SIR. The accuracy scores of SIR on three assessment indexes were higher than those of twelve other methods. The destriping outcomes for the images of city, cloud, forest, and river demonstrated the effectiveness of SIR in correcting wide-irregular stripe noise in MII images.

新发射的SDGSAT-1近海多光谱图像(MII)捕获的原始轨道图像由于单元响应不一致而受到宽不规则条纹噪声的困扰。本文利用侧缝数据的特点,提出了一种去除MII中宽不规则条纹噪声的新方法。首先,使用线检测对原始侧缝数据进行标准化,以确保每行观测到相同的地面物体。然后,将整个轨道侧狭缝图像分割成相等长度的块,发现在一定长度内,宽不规则条纹噪声的响应是一致的。使用反向距离权重来插值条纹像素的DN值作为参考值,并通过计算原始DN值和参考DN值之间的Pearson相关系数来确定分割长度。第三,在发现原始DN值和参考DN值具有线性相关性后,使用随机样本一致性(RANSAC)算法来寻找内点并计算校正参数。该方法由图像分割、像素插值和RANSAC拟合组成,可以直接对原始轨道图像进行去熟处理。选择了一个轨道侧狭缝数据和六个普通轨道数据进行验证。选择了12种最先进的方法与SIR进行比较。SIR在3个评价指标上的准确度得分均高于其他12种方法。城市、云、森林和河流图像的去撕裂结果证明了SIR在校正MII图像中的宽不规则条纹噪声方面的有效性。
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引用次数: 1
An effective atmospheric correction method for the wide swath of Chinese GF-1 and GF-6 WFV images on lands 一种有效的陆地GF-1和GF-6宽波段WFV图像大气校正方法
IF 6.4 3区 地球科学 Q1 Earth and Planetary Sciences Pub Date : 2023-07-27 DOI: 10.1016/j.ejrs.2023.07.011
Yi Dong , Wei Su , Fu Xuan , Jiayu Li , Feng Yin , Jianxi Huang , Yelu Zeng , Xuecao Li , Wancheng Tao

Accurate land surface reflectance plays an important role in the accurate inversion of surface parameters, and atmospheric correction plays a decisive role in obtaining accurate reflectance. For GF-1 WFV and GF-6 WFV images, there are two major issues to be addressed, including the spectral differences between nadir with far off-nadir pixels and the spatial variability of atmospheric components for wide imaging. Therefore, this study focuses on these two issues using the Sensor Invariant Atmospheric Correction (SIAC) method. Our results reveal that the SIAC approach improves the correlation accuracy from 0.8868 to 0.9173 for GF-1 WFV image compared with Sentinel-2 reflectance, from 0.9530 to 0.9620 for GF-6 WFV image compared with the results using FLAASH model. For alleviating wide-swathed anisotropy, the directional imaging angle is calculated with the result ranging from 5.6450° to 33.7497°. Furthermore, the atmospheric components have been inversed pixel by pixel with obvious spatial variation. And the correlation of inversed aerosol optical thickness (AOT) and total column water vapor (TCWV) with a spatial resolution of 500 m TCWV with measured results of AERONET (AErosol RObotic NETwork) observation stations are 0.9175 and 0.4442, respectively. These results reveal that the atmospheric correction method works well, which is effective for the wide swath of Chinese GF-1 WFV and GF-6 WFV images on land.

准确的地表反射率在地表参数的准确反演中起着重要作用,大气校正在获得准确反射率方面起着决定性作用。对于GF-1 WFV和GF-6 WFV图像,有两个主要问题需要解决,包括最低点与远离最低点像素之间的光谱差异,以及用于宽成像的大气成分的空间可变性。因此,本研究使用传感器不变大气校正(SIAC)方法来关注这两个问题。我们的结果表明,与Sentinel-2反射率相比,SIAC方法将GF-1 WFV图像的相关精度从0.8868提高到0.9173,与使用FLAASH模型的结果相比,GF-6 WFV图像将相关精度从0.9530提高到0.9620。为了缓解广域各向异性,计算了方向成像角度,结果在5.6450°至33.7497°之间。此外,大气成分逐像素反演,空间变化明显。空间分辨率为500 m的反演气溶胶光学厚度(AOT)和总柱水蒸气(TCWV)与AERONET(aerosol RObotic NETwork)观测站的测量结果的相关性分别为0.9175和0.4442。这些结果表明,大气校正方法效果良好,对中国GF-1和GF-6 WFV陆地宽幅图像是有效的。
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Egyptian Journal of Remote Sensing and Space Sciences
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