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Remote Sensing, Volume 13, Issue 1

2021 January-1 - 158 articles

Cover Story: The use of a common geophysical retrieval algorithm (radiative models, ancillary datasets, inversion methodology) is a necessary starting point for achieving climate data record continuity across multiple sensors. Providing cloud product continuity across MODIS and Suomi NPP VIIRS observations is inherently challenging due to instrument differences, most notably the lack of common spectral coverage. To help mitigate these differences, a common cloud algorithm (CLDPROP) was developed by NASA for both MODIS and VIIRS observations by utilizing only a subset of spectral channels available on both imagers. These CLDPROP VIIRS and MODIS products were publicly released in 2019 covering the 2012-present time period. An evaluation of these products has identified remaining dataset discontinuities that will inform future algorithm development. View this paper
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Articles (158)

  • Article
  • Open Access
30 Citations
5,500 Views
17 Pages

Prediction of Maize Yield at the City Level in China Using Multi-Source Data

  • Xinxin Chen,
  • Lan Feng,
  • Rui Yao,
  • Xiaojun Wu,
  • Jia Sun and
  • Wei Gong

5 January 2021

Maize is a widely grown crop in China, and the relationships between agroclimatic parameters and maize yield are complicated, hence, accurate and timely yield prediction is challenging. Here, climate, satellite data, and meteorological indices were i...

  • Article
  • Open Access
18 Citations
5,592 Views
17 Pages

Mapping Frozen Ground in the Qilian Mountains in 2004–2019 Using Google Earth Engine Cloud Computing

  • Yuan Qi,
  • Shiwei Li,
  • Youhua Ran,
  • Hongwei Wang,
  • Jichun Wu,
  • Xihong Lian and
  • Dongliang Luo

5 January 2021

The permafrost in the Qilian Mountains (QLMs), the northeastern margin of the Qinghai–Tibet Plateau, changed dramatically in the context of climate warming and increasing anthropogenic activities, which poses significant influences on the stabi...

  • Feature Paper
  • Article
  • Open Access
65 Citations
11,041 Views
24 Pages

Applying RGB- and Thermal-Based Vegetation Indices from UAVs for High-Throughput Field Phenotyping of Drought Tolerance in Forage Grasses

  • Tom De Swaef,
  • Wouter H. Maes,
  • Jonas Aper,
  • Joost Baert,
  • Mathias Cougnon,
  • Dirk Reheul,
  • Kathy Steppe,
  • Isabel Roldán-Ruiz and
  • Peter Lootens

5 January 2021

The persistence and productivity of forage grasses, important sources for feed production, are threatened by climate change-induced drought. Breeding programs are in search of new drought tolerant forage grass varieties, but those programs still rely...

  • Article
  • Open Access
11 Citations
5,058 Views
19 Pages

5 January 2021

Space-based augmentation system (SBAS) provides correction information for improving the global navigation satellite system (GNSS) positioning accuracy in real-time, which includes satellite orbit/clock and ionospheric delay corrections. At SBAS serv...

  • Article
  • Open Access
6 Citations
3,638 Views
17 Pages

Type III Radio Bursts Observations on 20th August 2017 and 9th September 2017 with LOFAR Bałdy Telescope

  • Bartosz Dabrowski,
  • Paweł Flisek,
  • Katarzyna Mikuła,
  • Adam Froń,
  • Christian Vocks,
  • Jasmina Magdalenić,
  • Andrzej Krankowski,
  • PeiJin Zhang,
  • Pietro Zucca and
  • Gottfried Mann

5 January 2021

We present the observations of two type III solar radio events performed with LOFAR (LOw-Frequency ARray) station in Bałdy (PL612), Poland in single mode. The first event occurred on 20th August 2017 and the second one on 9th September 2017. Solar dy...

  • Article
  • Open Access
5 Citations
3,452 Views
15 Pages

A Fast Retrieval of Cloud Parameters Using a Triplet of Wavelengths of Oxygen Dimer Band around 477 nm

  • Haklim Choi,
  • Xiong Liu,
  • Gonzalo Gonzalez Abad,
  • Jongjin Seo,
  • Kwang-Mog Lee and
  • Jhoon Kim

5 January 2021

Clouds act as a major reflector that changes the amount of sunlight reflected to space. Change in radiance intensity due to the presence of clouds interrupts the retrieval of trace gas or aerosol properties from satellite data. In this paper, we deve...

  • Article
  • Open Access
15 Citations
4,731 Views
20 Pages

The Influence of Camera Calibration on Nearshore Bathymetry Estimation from UAV Videos

  • Gonzalo Simarro,
  • Daniel Calvete,
  • Theocharis A. Plomaritis,
  • Francesc Moreno-Noguer,
  • Ifigeneia Giannoukakou-Leontsini,
  • Juan Montes and
  • Ruth Durán

5 January 2021

Measuring the nearshore bathymetry is critical in coastal management and morphodynamic studies. The recent advent of Unmanned Aerial Vehicles (UAVs), in combination with coastal video monitoring techniques, allows for an alternative and low cost eval...

  • Article
  • Open Access
13 Citations
4,671 Views
19 Pages

5 January 2021

The key factors, namely, the radar data quality, raindrop size distribution (RSD) variability, and the data integration method, which significantly affect radar-based quantitative precipitation estimation (QPE) are investigated using the RCWF (S-band...

  • Article
  • Open Access
45 Citations
7,889 Views
28 Pages

5 January 2021

Soil degradation processes are widespread on agricultural land. Ground-based methods for detecting degradation require a lot of labor and time. Remote methods based on the analysis of vegetation indices can significantly reduce the volume of ground s...

  • Technical Note
  • Open Access
29 Citations
10,299 Views
8 Pages

Assessing the Behavioural Responses of Small Cetaceans to Unmanned Aerial Vehicles

  • Joana Castro,
  • Francisco O. Borges,
  • André Cid,
  • Marina I. Laborde,
  • Rui Rosa and
  • Heidi C. Pearson

5 January 2021

Unmanned Aerial Vehicles (UAVs), or drones, have recently emerged as a relatively affordable and accessible method for studying wildlife. Vertical Take-off and Landing (VTOL) UAVs are appropriate for morphometric, behavioural, abundance and demograph...

  • Article
  • Open Access
31 Citations
4,954 Views
19 Pages

Monitoring Spatiotemporal Changes of Impervious Surfaces in Beijing City Using Random Forest Algorithm and Textural Features

  • Xuegang Dong,
  • Zhiguo Meng,
  • Yongzhi Wang,
  • Yuanzhi Zhang,
  • Haoteng Sun and
  • Qingshuai Wang

5 January 2021

As the capital city of China, Beijing has experienced unprecedented economic and population growth and dramatic impervious surface changes during the last few decades. An application of the classification method combining the spectral and textural fe...

  • Article
  • Open Access
46 Citations
8,639 Views
31 Pages

5 January 2021

Thin clouds seriously affect the availability of optical remote sensing images, especially in visible bands. Short-wave infrared (SWIR) bands are less influenced by thin clouds, but usually have lower spatial resolution than visible (Vis) bands in hi...

  • Article
  • Open Access
29 Citations
6,772 Views
32 Pages

5 January 2021

With rapid urbanization, the disposal and management of urban construction waste have become the main concerns of urban management. The distribution of urban construction waste is characterized by its wide range, irregularity, and ease of confusion w...

  • Article
  • Open Access
16 Citations
4,431 Views
17 Pages

Advection of Biomass Burning Aerosols towards the Southern Hemispheric Mid-Latitude Station of Punta Arenas as Observed with Multiwavelength Polarization Raman Lidar

  • Athena Augusta Floutsi,
  • Holger Baars,
  • Martin Radenz,
  • Moritz Haarig,
  • Zhenping Yin,
  • Patric Seifert,
  • Cristofer Jimenez,
  • Albert Ansmann,
  • Ronny Engelmann and
  • Ulla Wandinger
  • + 2 authors

4 January 2021

In this paper, we present long-term observations of the multiwavelength Raman lidar PollyXT conducted in the framework of the DACAPO-PESO campaign. Regardless of the relatively clean atmosphere in the southern mid-latitude oceans region, we regularly...

  • Article
  • Open Access
49 Citations
10,793 Views
21 Pages

Comparison of Masking Algorithms for Sentinel-2 Imagery

  • Viktoria Zekoll,
  • Magdalena Main-Knorn,
  • Kevin Alonso,
  • Jerome Louis,
  • David Frantz,
  • Rudolf Richter and
  • Bringfried Pflug

4 January 2021

Masking of clouds, cloud shadow, water and snow/ice in optical satellite imagery is an important step in automated processing chains. We compare the performance of the masking provided by Fmask (“Function of mask” implemented in FORCE), ATCOR (“Atmos...

  • Article
  • Open Access
31 Citations
7,785 Views
19 Pages

4 January 2021

The Poyang Lake wetland in China is the largest wintering destination for Siberian cranes worldwide. Understanding the spatiotemporal characteristics of crane habitats is of great importance for ecological environment governance and biodiversity prot...

  • Article
  • Open Access
8 Citations
3,760 Views
19 Pages

4 January 2021

Offshore of many coastal regions, the ocean surface wind varies in speed and direction throughout the day, owing to forcing from land/sea temperature differences and orographic effects. Far offshore, both diurnal and semidiurnal wind vector variabili...

  • Article
  • Open Access
8 Citations
3,711 Views
15 Pages

Multi-Temporal Speckle Filtering of Polarimetric P-Band SAR Data over Dense Tropical Forests: Study Case in French Guiana for the BIOMASS Mission

  • Colette Gelas,
  • Ludovic Villard,
  • Laurent Ferro-Famil,
  • Laurent Polidori,
  • Thierry Koleck and
  • Sandrine Daniel

4 January 2021

The purpose of this paper is twofold, considering first the generalization of a multichannel speckle filter in order to handle temporal stacks of polarimetric SLC SAR data, and secondly the development of an ad hoc performance indicator based on the...

  • Article
  • Open Access
67 Citations
10,194 Views
24 Pages

Tree Species Classification of Forest Stands Using Multisource Remote Sensing Data

  • Haoming Wan,
  • Yunwei Tang,
  • Linhai Jing,
  • Hui Li,
  • Fang Qiu and
  • Wenjin Wu

4 January 2021

The spatial distribution of forest stands is one of the fundamental properties of forests. Timely and accurately obtained stand distribution can help people better understand, manage, and utilize forests. The development of remote sensing technology...

  • Article
  • Open Access
42 Citations
7,625 Views
29 Pages

Comparison of In Situ and Remote-Sensing Methods to Determine Turbidity and Concentration of Suspended Matter in the Estuary Zone of the Mzymta River, Black Sea

  • Ksenia Nazirova,
  • Yana Alferyeva,
  • Olga Lavrova,
  • Yuri Shur,
  • Dmitry Soloviev,
  • Tatiana Bocharova and
  • Alexey Strochkov

4 January 2021

The paper presents the results of a comparison of water turbidity and suspended particulate matter concentration (SPM) obtained from quasi-synchronous in situ and satellite remote-sensing data. Field measurements from a small boat were performed in A...

  • Article
  • Open Access
20 Citations
6,190 Views
16 Pages

4 January 2021

Surface soil water content (SWC) is a major determinant of crop production, and accurately retrieving SWC plays a crucial role in effective water management. Unmanned aerial systems (UAS) can acquire images with high temporal and spatial resolutions...

  • Article
  • Open Access
6 Citations
4,471 Views
14 Pages

Surface Tradeoffs and Elevational Shifts at the Largest Italian Glacier: A Thirty-Years Time Series of Remotely-Sensed Images

  • Nicola Alessi,
  • Camilla Wellstein,
  • Duccio Rocchini,
  • Gabriele Midolo,
  • Klaus Oeggl and
  • Stefan Zerbe

3 January 2021

Biodiversity loss occurring in mountain ecosystems calls for integrative approaches to improve monitoring processes in the face of human-induced changes. With a combination of vegetation and remotely-sensed time series data, we quantitatively identif...

  • Article
  • Open Access
23 Citations
8,226 Views
22 Pages

Detecting Tree Species Effects on Forest Canopy Temperatures with Thermal Remote Sensing: The Role of Spatial Resolution

  • Ronny Richter,
  • Christopher Hutengs,
  • Christian Wirth,
  • Lutz Bannehr and
  • Michael Vohland

3 January 2021

Canopy temperatures are important for understanding tree physiology, ecology, and their cooling potential, which provides a valuable ecosystem service, especially in urban environments. Linkages between tree species composition in forest stands and a...

  • Article
  • Open Access
46 Citations
5,090 Views
22 Pages

2 January 2021

In indoor target tracking based on wireless sensor networks, the particle filtering algorithm has been widely used because of its outstanding performance in coping with highly non-linear problems. Resampling is generally required to address the inher...

  • Article
  • Open Access
10 Citations
5,521 Views
23 Pages

Deriving Tree Size Distributions of Tropical Forests from Lidar

  • Franziska Taubert,
  • Rico Fischer,
  • Nikolai Knapp and
  • Andreas Huth

2 January 2021

Remote sensing is an important tool to monitor forests to rapidly detect changes due to global change and other threats. Here, we present a novel methodology to infer the tree size distribution from light detection and ranging (lidar) measurements. O...

  • Article
  • Open Access
30 Citations
5,319 Views
16 Pages

2 January 2021

Downscaling microwave remotely sensed soil moisture (SM) is an effective way to obtain spatial continuous SM with fine resolution for hydrological and agricultural applications on a regional scale. Downscaling factors and functions are two basic comp...

  • Article
  • Open Access
178 Citations
15,766 Views
22 Pages

Wheat Yellow Rust Detection Using UAV-Based Hyperspectral Technology

  • Anting Guo,
  • Wenjiang Huang,
  • Yingying Dong,
  • Huichun Ye,
  • Huiqin Ma,
  • Bo Liu,
  • Wenbin Wu,
  • Yu Ren,
  • Chao Ruan and
  • Yun Geng

1 January 2021

Yellow rust is a worldwide disease that poses a serious threat to the safety of wheat production. Numerous studies on near-surface hyperspectral remote sensing at the leaf scale have achieved good results for disease monitoring. The next step is to m...

  • Article
  • Open Access
21 Citations
4,554 Views
18 Pages

Enhanced Estimation of Significant Wave Height with Dual-Polarization Sentinel-1 SAR Imagery

  • Fabian Surya Pramudya,
  • Jiayi Pan,
  • Adam Thomas Devlin and
  • Hui Lin

1 January 2021

Sentinel-1 synthetic aperture radar (SAR) is one of the most advanced open-access satellite systems available, benefitting from its capability for earth observation under all-weather conditions. In this study, more than 280 Sentinel-1 SAR images are...

  • Perspective
  • Open Access
27 Citations
5,444 Views
13 Pages

An Overview of Requirements, Procedures and Current Advances in the Calibration/Validation of Radar Altimeters

  • Graham D. Quartly,
  • Ge Chen,
  • Francesco Nencioli,
  • Rosemary Morrow and
  • Nicolas Picot

1 January 2021

Analysis of the radar echoes from a spaceborne altimeter gives information on sea surface height, wave height and wind speed, as well as other parameters over land and ice. The first spaceborne radar altimeter was pioneered on Skylab in 1974. Since t...

  • Article
  • Open Access
41 Citations
5,346 Views
20 Pages

1 January 2021

A task for environmental health research is to produce complete pollution exposure maps despite limited monitoring data. Satellite-derived aerosol optical depth (AOD) is frequently used as a predictor in various models to improve PM2.5 estimation, de...

  • Article
  • Open Access
12 Citations
5,708 Views
23 Pages

YOLOv3-Based Matching Approach for Roof Region Detection from Drone Images

  • Chia-Cheng Yeh,
  • Yang-Lang Chang,
  • Mohammad Alkhaleefah,
  • Pai-Hui Hsu,
  • Weiyong Eng,
  • Voon-Chet Koo,
  • Bormin Huang and
  • Lena Chang

1 January 2021

Due to the large data volume, the UAV image stitching and matching suffers from high computational cost. The traditional feature extraction algorithms—such as Scale-Invariant Feature Transform (SIFT), Speeded Up Robust Features (SURF), and Orie...

  • Technical Note
  • Open Access
27 Citations
4,958 Views
20 Pages

1 January 2021

To accurately describe dynamic vegetation changes, high temporal and spectral resolution data are urgently required. Optical images contain rich spectral information but are limited by poor weather conditions and cloud contamination. Conversely, synt...

  • Article
  • Open Access
28 Citations
6,263 Views
30 Pages

1 January 2021

The complexity and variety of buildings and the defects of point cloud data are the main challenges faced by 3D urban reconstruction from point clouds, especially in metropolitan areas. In this paper, we developed a method that embeds multiple relati...

  • Article
  • Open Access
40 Citations
4,767 Views
29 Pages

Feature Line Embedding Based on Support Vector Machine for Hyperspectral Image Classification

  • Ying-Nong Chen,
  • Tipajin Thaipisutikul,
  • Chin-Chuan Han,
  • Tzu-Jui Liu and
  • Kuo-Chin Fan

1 January 2021

In this paper, a novel feature line embedding (FLE) algorithm based on support vector machine (SVM), referred to as SVMFLE, is proposed for dimension reduction (DR) and for improving the performance of the generative adversarial network (GAN) in hype...

  • Article
  • Open Access
6 Citations
4,018 Views
22 Pages

Intra-Annual Variabilities of Rubus caesius L. Discrimination on Hyperspectral and LiDAR Data

  • Anna Jarocińska,
  • Dominik Kopeć,
  • Barbara Tokarska-Guzik and
  • Edwin Raczko

31 December 2020

The study was focused on a plant native to Poland, the European dewberry Rubus caesius L., which is a species with the ability to become excessively abundant within its original range, potentially causing significant changes in ecosystems, including...

  • Article
  • Open Access
90 Citations
12,731 Views
21 Pages

Few-Shot Classification of Aerial Scene Images via Meta-Learning

  • Pei Zhang,
  • Yunpeng Bai,
  • Dong Wang,
  • Bendu Bai and
  • Ying Li

31 December 2020

Convolutional neural network (CNN) based methods have dominated the field of aerial scene classification for the past few years. While achieving remarkable success, CNN-based methods suffer from excessive parameters and notoriously rely on large amou...

  • Technical Note
  • Open Access
12 Citations
3,873 Views
15 Pages

Validation and Trend Analysis of Stratospheric Ozone Data from Ground-Based Observations at Lauder, New Zealand

  • Leonie Bernet,
  • Ian Boyd,
  • Gerald Nedoluha,
  • Richard Querel,
  • Daan Swart and
  • Klemens Hocke

31 December 2020

Changes in stratospheric ozone have to be assessed continuously to evaluate the effectiveness of the Montreal Protocol. In the southern hemisphere, few ground-based observational datasets exist, making measurements at the Network for the Detection of...

  • Article
  • Open Access
17 Citations
4,262 Views
17 Pages

31 December 2020

Satellite observations of sea surface salinity (SSS) have been validated in a number of instances using different forms of in situ data, including Argo floats, moorings and gridded in situ products. Since one of the most energetic time scales of vari...

  • Article
  • Open Access
10 Citations
3,622 Views
21 Pages

Climatology of the Combined ASTER MODIS Emissivity over Land (CAMEL) Version 2

  • Michelle Loveless,
  • E. Eva Borbas,
  • Robert Knuteson,
  • Kerry Cawse-Nicholson,
  • Glynn Hulley and
  • Simon Hook

31 December 2020

The Combined ASTER (Advanced Spaceborne Thermal Emission and Reflection Radiometer) MODIS (Moderate Resolution Imaging Spectroradiometer) Emissivity over Land (CAMEL) Version 2 (V002) has been available since March 2019 from the NASA LP DAAC (Land Pr...

  • Article
  • Open Access
192 Citations
15,821 Views
28 Pages

31 December 2020

Rapid population growth has raised the groundwater resources demand for socio-economic development in the Shatt Al-Arab basin. The sustainable management of groundwater resources requires precise quantitative evaluation, which can be achieved by appl...

  • Article
  • Open Access
14 Citations
3,041 Views
26 Pages

31 December 2020

There is necessity of considering air temperature to simulate the hydrology and management within water resources systems. In many cases, a big issue is considering the scarcity of data due to poor accessibility and limited funds. This paper proposes...

  • Article
  • Open Access
24 Citations
3,891 Views
26 Pages

31 December 2020

This paper proposes a Nested Sliding Window (NSW) method based on the correlation between pixel vectors, which can extract spatial information from the hyperspectral image (HSI) and reconstruct the original data. In the NSW method, the neighbourhood...

  • Article
  • Open Access
12 Citations
4,254 Views
17 Pages

Residual Augmented Attentional U-Shaped Network for Spectral Reconstruction from RGB Images

  • Jiaojiao Li,
  • Chaoxiong Wu,
  • Rui Song,
  • Yunsong Li and
  • Weiying Xie

31 December 2020

Deep convolutional neural networks (CNNs) have been successfully applied to spectral reconstruction (SR) and acquired superior performance. Nevertheless, the existing CNN-based SR approaches integrate hierarchical features from different layers indis...

  • Feature Paper
  • Article
  • Open Access
6 Citations
3,995 Views
20 Pages

Potential of Hyperspectral Thermal Infrared Spaceborne Measurements to Retrieve Ice Cloud Physical Properties: Case Study of IASI and IASI-NG

  • Lucie Leonarski,
  • Laurent C.-Labonnote,
  • Mathieu Compiègne,
  • Jérôme Vidot,
  • Anthony J. Baran and
  • Philippe Dubuisson

31 December 2020

The present study aims to quantify the potential of hyperspectral thermal infrared sounders such as the Infrared Atmospheric Sounding Interferometer (IASI) and the future IASI next generation (IASI-NG) for retrieving the ice cloud layer altitude and...

  • Article
  • Open Access
14 Citations
7,172 Views
27 Pages

Multispectral Remote Sensing as a Tool to Support Organic Crop Certification: Assessment of the Discrimination Level between Organic and Conventional Maize

  • Antoine Denis,
  • Baudouin Desclee,
  • Silke Migdall,
  • Herbert Hansen,
  • Heike Bach,
  • Pierre Ott,
  • Amani Louis Kouadio and
  • Bernard Tychon

31 December 2020

The annual certification of organic agriculture products includes an in situ inspection of the fields declared organic. This inspection is more difficult, time-consuming, and costly for large farms or in production regions located in remote areas. Th...

  • Article
  • Open Access
8 Citations
6,020 Views
18 Pages

Time-Lapse Landform Monitoring in the Pisciarelli (Campi Flegrei-Italy) Fumarole Field Using UAV Photogrammetry

  • Alessandro Fedele,
  • Renato Somma,
  • Claudia Troise,
  • Karen Holmberg,
  • Giuseppe De Natale and
  • Fabio Matano

31 December 2020

The utility of new imaging technologies to better understand hazardous geological environments cannot be overstated. The combined use of unmanned aerial vehicles (UAV) and digital photogrammetry (DP) represents a rapidly evolving technique that permi...

  • Article
  • Open Access
82 Citations
11,251 Views
22 Pages

31 December 2020

Although the deep semantic segmentation network (DSSN) has been widely used in remote sensing (RS) image semantic segmentation, it still does not fully mind the spatial relationship cues between objects when extracting deep visual features through co...

  • Article
  • Open Access
45 Citations
6,281 Views
25 Pages

31 December 2020

In mountainous landscapes, where strongly deformed pelitic sediments outcrop, earthflows can dominate denudation processes and landscape evolution. This paper investigated geological and geomorphological features and space-time evolution over a 65-ye...

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Remote Sens. - ISSN 2072-4292