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Remote Sensing, Volume 13, Issue 19

2021 October-1 - 229 articles

Cover Story: Radar altimetry not only provides information on the surface elevation but also on the nature of the land surfaces via the radar echo and derived parameters as the backscattering coefficient. The presence of water was detected along the altimeter groundtracks using an unsupervised classification approach on the backscattering coefficient. From this detection, a dense network of altimetry-based water level stations was built over the rivers and wetlands in the center of the Congo Basin. Comparisons against manually generated altimetry-based stations showed a good agreement between the two sources of water levels. Lower annual amplitude of the water levels was observed over the wetlands than over the rivers. The inclusion of changes in water levels over the wetlands has a strong implication for surface water storage estimates. View this paper
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Articles (229)

  • Communication
  • Open Access
4 Citations
2,785 Views
12 Pages

Photometric Observations of Aerosol Optical Properties and Emission Flux Rates of Stromboli Volcano Plume during the PEACETIME Campaign

  • Pasquale Sellitto,
  • Giuseppe Salerno,
  • Jean-François Doussin,
  • Sylvain Triquet,
  • François Dulac and
  • Karine Desboeufs

8 October 2021

The characterisation of aerosol emissions from volcanoes is a crucial step towards the assessment of their importance for regional air quality and regional-to-global climate. In this paper we present, for the first time, the characterisation of aeros...

  • Article
  • Open Access
9 Citations
4,691 Views
20 Pages

Direct Aerial Visual Geolocalization Using Deep Neural Networks

  • Winthrop Harvey,
  • Chase Rainwater and
  • Jackson Cothren

8 October 2021

Unmanned aerial vehicles (UAVs) must keep track of their location in order to maintain flight plans. Currently, this task is almost entirely performed by a combination of Inertial Measurement Units (IMUs) and reference to GNSS (Global Navigation Sate...

  • Article
  • Open Access
12 Citations
3,294 Views
29 Pages

8 October 2021

The classification of natural waters is a way to generalize and systematize ocean color science. However, there is no consensus on an optimal water classification template in many contexts. In this study, we conducted an unsupervised classification o...

  • Article
  • Open Access
4 Citations
4,402 Views
27 Pages

Societal Implications of Forest and Water Body Area Evolution in Czechia and Selected Regions

  • Diana Carolina Huertas Bernal,
  • Ratna Chrismiari Purwestri,
  • Mayang Christy Perdana,
  • Miroslav Hájek,
  • Meryem Tahri,
  • Petra Palátová and
  • Miroslava Hochmalová

8 October 2021

Land cover evolution is an environmental factor that can be used to characterize forest ecosystem services (FES). This study aims to analyze the change in forest cover and water bodies between 1990 and 2018 in the whole Czech Republic, and in the Cen...

  • Article
  • Open Access
3 Citations
4,217 Views
16 Pages

8 October 2021

Kinematic orbit determination (KOD) of low earth orbit (LEO) satellites only using single-frequency global navigation satellite system (GNSS) data is a suitable solution for space applications demanding meter-level orbit precision. For some small LEO...

  • Article
  • Open Access
22 Citations
5,003 Views
16 Pages

7 October 2021

Publicly available optical remote sensing images from platforms such as Sentinel-2 satellites contribute much to the Earth observation and research tasks. However, information loss caused by clouds largely decreases the availability of usable optical...

  • Article
  • Open Access
52 Citations
5,920 Views
30 Pages

A New Integrated Approach for Landslide Data Balancing and Spatial Prediction Based on Generative Adversarial Networks (GAN)

  • Husam A. H. Al-Najjar,
  • Biswajeet Pradhan,
  • Raju Sarkar,
  • Ghassan Beydoun and
  • Abdullah Alamri

7 October 2021

Landslide susceptibility mapping has significantly progressed with improvements in machine learning techniques. However, the inventory/data imbalance (DI) problem remains one of the challenges in this domain. This problem exists as a good quality lan...

  • Article
  • Open Access
3 Citations
3,414 Views
24 Pages

Assessing a Prototype Database for Comprehensive Global Aquatic Land Cover Mapping

  • Panpan Xu,
  • Nandin-Erdene Tsendbazar,
  • Martin Herold and
  • Jan G. P. W. Clevers

7 October 2021

The monitoring of Global Aquatic Land Cover (GALC) plays an essential role in protecting and restoring water-related ecosystems. Although many GALC datasets have been created before, a uniform and comprehensive GALC dataset is lacking to meet multipl...

  • Article
  • Open Access
9 Citations
4,010 Views
20 Pages

Robust Kalman Filter Soil Moisture Inversion Model Using GPS SNR Data—A Dual-Band Data Fusion Approach

  • Lili Jing,
  • Lei Yang,
  • Wentao Yang,
  • Tianhe Xu,
  • Fan Gao,
  • Yilin Lu,
  • Bo Sun,
  • Dongkai Yang,
  • Xuebao Hong and
  • José Darrozes
  • + 2 authors

7 October 2021

This article aims to attempt to increase the number of satellites that can be used for monitoring soil moisture to obtain more precise results using GNSS-IR (Global Navigation Satellite System-Interferometric Reflectometry) technology to estimate soi...

  • Article
  • Open Access
12 Citations
4,102 Views
22 Pages

7 October 2021

Natural disasters and catastrophes are responsible for numerous casualties and important economic losses. They can be monitored either with in-situ or spaceborne instruments. However, these monitoring systems are not optimal for an early detection an...

  • Article
  • Open Access
10 Citations
4,129 Views
24 Pages

A Comparison of Volumetric Reconstruction Methods of Archaeological Deposits Using Point-Cloud Data from Ahuahu, Aotearoa New Zealand

  • Joshua Emmitt,
  • Patricia Pillay,
  • Matthew Barrett,
  • Stacey Middleton,
  • Timothy Mackrell,
  • Bruce Floyd and
  • Thegn N. Ladefoged

7 October 2021

Collection of 3D data in archaeology is a long-standing practice. Traditionally, the focus of these data has been visualization as opposed to analysis. Three-dimensional data are often recorded during archaeological excavations, with the provenience...

  • Article
  • Open Access
18 Citations
4,577 Views
27 Pages

6 October 2021

Multitemporal very-high-resolution (VHR) satellite images are used as core data in the field of remote sensing because they express the topography and features of the region of interest in detail. However, geometric misalignment and radiometric dissi...

  • Article
  • Open Access
9 Citations
3,262 Views
22 Pages

6 October 2021

Annually, over 100 million tons of nitrogen fertilizer are applied in wheat fields to ensure maximum productivity. This amount is often more than needed for optimal yield and can potentially have negative economic and environmental consequences. Moni...

  • Article
  • Open Access
4 Citations
4,957 Views
23 Pages

Satellite Image Time Series Clustering via Time Adaptive Optimal Transport

  • Zheng Zhang,
  • Ping Tang,
  • Weixiong Zhang and
  • Liang Tang

6 October 2021

Satellite Image Time Series (SITS) have become more accessible in recent years and SITS analysis has attracted increasing research interest. Given that labeled SITS training samples are time and effort consuming to acquire, clustering or unsupervised...

  • Article
  • Open Access
52 Citations
9,768 Views
31 Pages

Paddy Rice Mapping in Thailand Using Time-Series Sentinel-1 Data and Deep Learning Model

  • Lu Xu,
  • Hong Zhang,
  • Chao Wang,
  • Sisi Wei,
  • Bo Zhang,
  • Fan Wu and
  • Yixian Tang

6 October 2021

The elimination of hunger is the top concern for developing countries and is the key to maintain national stability and security. Paddy rice occupies an essential status in food supply, whose accurate monitoring is of great importance for human susta...

  • Article
  • Open Access
8 Citations
3,282 Views
22 Pages

6 October 2021

Previous studies have observed seasonal cooling effects in paddy rice as compared to temperate forest through enhanced evapotranspiration (ET) in Northeast Asia, while rare studies have revealed biophysical factors responsible for spatial variations...

  • Article
  • Open Access
9 Citations
4,310 Views
18 Pages

6 October 2021

Most multi-view based human pose estimation techniques assume the cameras are fixed. While in dynamic scenes, the cameras should be able to move and seek the best views to avoid occlusions and extract 3D information of the target collaboratively. In...

  • Article
  • Open Access
28 Citations
3,981 Views
25 Pages

6 October 2021

This manuscript describes and tests a set of improvements to the cBathy algorithm, published in 2013 by Holman et al. [hereafter HPH13], for the estimation of bathymetry based on optical observations of propagating nearshore waves. Three versions are...

  • Article
  • Open Access
4 Citations
3,712 Views
31 Pages

Global Land High-Resolution Cloud Climatology Based on an Improved MOD09 Cloud Mask

  • Shuyan Zhang,
  • Yong Ma,
  • Fu Chen,
  • Erping Shang,
  • Wutao Yao,
  • Yubao Qiu and
  • Jianbo Liu

6 October 2021

Clouds play an important role in the energy and moisture cycle of the earth–atmosphere system, which affects many important processes in nature and human societies. However, there are very few fine-grained and high-precision global cloud climatology...

  • Article
  • Open Access
18 Citations
5,101 Views
13 Pages

Landscape Structure of Woody Cover Patches for Endangered Ocelots in Southern Texas

  • Jason V. Lombardi,
  • Humberto L. Perotto-Baldivieso,
  • Maksim Sergeyev,
  • Amanda M. Veals,
  • Landon Schofield,
  • John H. Young and
  • Michael E. Tewes

6 October 2021

Few ecological studies have explored landscape suitability using the gradient concept of landscape structure for wildlife species. Identification of conditions influencing the landscape ecology of endangered species allows for development of more rob...

  • Article
  • Open Access
9 Citations
3,642 Views
19 Pages

6 October 2021

The International Reference Ionosphere (IRI) is an empirical model widely used to describe ionospheric characteristics. In the previous research, high-precision total ionospheric electron content (TEC) data derived from global navigation satellite sy...

  • Article
  • Open Access
8 Citations
5,435 Views
18 Pages

Day–Night Monitoring of Volcanic SO2 and Ash Clouds for Aviation Avoidance at Northern Polar Latitudes

  • Nickolay Krotkov,
  • Vincent Realmuto,
  • Can Li,
  • Colin Seftor,
  • Jason Li,
  • Kelvin Brentzel,
  • Martin Stuefer,
  • Jay Cable,
  • Carl Dierking and
  • Jeremy Kirkendall
  • + 10 authors

6 October 2021

We describe NASA’s Applied Sciences Disasters Program, which is a collaborative project between the Direct Readout Laboratory (DRL), ozone processing team, Jet Propulsion Laboratory, Geographic Information Network of Alaska (GINA), and Finnish Meteor...

  • Article
  • Open Access
10 Citations
3,318 Views
28 Pages

Applying a Hand-Held Laser Scanner to Monitoring Gully Erosion: Workflow and Evaluation

  • Anne Kinsey-Henderson,
  • Aaron Hawdon,
  • Rebecca Bartley,
  • Scott N. Wilkinson and
  • Thomas Lowe

6 October 2021

Detailed understanding of gully erosion processes is essential for monitoring gully remediation and requires fine-scale monitoring. Hand-held laser scanning systems (HLS) enable rapid ground-based data acquisition at centimeter precision and ranges o...

  • Article
  • Open Access
11 Citations
3,757 Views
18 Pages

Multi-Sensor, Active Fire-Supervised, One-Class Burned Area Mapping in the Brazilian Savanna

  • Allan A. Pereira,
  • Renata Libonati,
  • Julia A. Rodrigues,
  • Joana Nogueira,
  • Filippe L. M. Santos,
  • Duarte Oom,
  • Waislan Sanches,
  • Swanni T. Alvarado and
  • José M. C. Pereira

6 October 2021

Increasing efforts are being devoted to understanding fire patterns and changes highlighting the need for a consistent database about the location and extension of burned areas (BA). Satellite-derived BA mapping accuracy in the Brazilian savannas is...

  • Article
  • Open Access
10 Citations
3,704 Views
18 Pages

6 October 2021

A slow-moving landslide on the Huafan University campus, which is located on a dip slope in northern Taiwan, has been observed since 1990. However, reliable monitoring data are difficult to acquire after 2018 due to the lack of continuous maintenance...

  • Article
  • Open Access
10 Citations
4,637 Views
22 Pages

Gap-Filling of NDVI Satellite Data Using Tucker Decomposition: Exploiting Spatio-Temporal Patterns

  • Andri Freyr Þórðarson,
  • Andreas Baum,
  • Mónica García,
  • Sergio M. Vicente-Serrano and
  • Anders Stockmarr

6 October 2021

Remote sensing satellite images in the optical domain often contain missing or misleading data due to overcast conditions or sensor malfunctioning, concealing potentially important information. In this paper, we apply expectation maximization (EM) Tu...

  • Article
  • Open Access
76 Citations
7,514 Views
20 Pages

6 October 2021

Soil nutrients, including soil available potassium (SAK), soil available phosphorous (SAP), and soil organic matter (SOM), play an important role in farmland soil productivity, food security, and agricultural management. Spectroscopic analysis has pr...

  • Article
  • Open Access
20 Citations
5,069 Views
38 Pages

6 October 2021

Booming urbanization triggers a significant modification of surface landscape configuration and hence complex urban climates. Considerable concerns exist regarding impacts of impervious surface area (ISA) and/or urban green space (UGS) on land surfac...

  • Article
  • Open Access
29 Citations
8,268 Views
26 Pages

6 October 2021

Globally, biological invasions are considered as one of the major contributing factors for the loss of indigenous biological diversity. Hyperspectral remote sensing plays an important role in the detection and mapping of invasive plant species. The m...

  • Communication
  • Open Access
11 Citations
5,025 Views
17 Pages

6 October 2021

Landslides are the most common natural hazard in British Columbia. The province has recorded the largest number of historical landslide fatalities in Canada, and damage to infrastructure comes at a great cost. In order to understand the potential imp...

  • Article
  • Open Access
12 Citations
4,394 Views
18 Pages

Vegetation Productivity Losses Linked to Mediterranean Hot and Dry Events

  • Tiago Ermitão,
  • Célia M. Gouveia,
  • Ana Bastos and
  • Ana C. Russo

6 October 2021

Persistent hot and dry conditions play an important role in vegetation dynamics, being generally associated with reduced activity. In the Mediterranean region, ecosystems are adapted to such conditions. However, prolonged and intense heat and drought...

  • Article
  • Open Access
16 Citations
3,590 Views
20 Pages

5 October 2021

A global navigation satellite system (GNSS) receiver with multi-antenna using clock synchronization technology is a powerful piece of equipment for precise attitude determination and reducing costs. The single-difference (SD) can eliminate both the s...

  • Article
  • Open Access
9 Citations
3,590 Views
31 Pages

5 October 2021

Mangrove forests are of high biological, economic, and ecological importance globally. Growing within the intertidal zone, they are particularly vulnerable to the effects of climate change in addition to being threatened on local scales by over-explo...

  • Article
  • Open Access
67 Citations
6,829 Views
16 Pages

5 October 2021

Cross-view geolocalization matches the same target in different images from various views, such as views of unmanned aerial vehicles (UAVs) and satellites, which is a key technology for UAVs to autonomously locate and navigate without a positioning s...

  • Article
  • Open Access
25 Citations
4,654 Views
22 Pages

5 October 2021

Microwave land surface emissivity (MLSE) is an important geophysical parameter to determine the microwave radiative transfer over land and has broad applications in satellite remote sensing of atmospheric parameters (e.g., precipitation, cloud proper...

  • Article
  • Open Access
28 Citations
7,320 Views
24 Pages

Benchmarking Deep Learning for On-Board Space Applications

  • Maciej Ziaja,
  • Piotr Bosowski,
  • Michal Myller,
  • Grzegorz Gajoch,
  • Michal Gumiela,
  • Jennifer Protich,
  • Katherine Borda,
  • Dhivya Jayaraman,
  • Renata Dividino and
  • Jakub Nalepa

5 October 2021

Benchmarking deep learning algorithms before deploying them in hardware-constrained execution environments, such as imaging satellites, is pivotal in real-life applications. Although a thorough and consistent benchmarking procedure can allow us to es...

  • Article
  • Open Access
12 Citations
4,237 Views
26 Pages

Climate Effects on Vertical Forest Phenology of Fagus sylvatica L., Sensed by Sentinel-2, Time Lapse Camera, and Visual Ground Observations

  • Lars Uphus,
  • Marvin Lüpke,
  • Ye Yuan,
  • Caryl Benjamin,
  • Jana Englmeier,
  • Ute Fricke,
  • Cristina Ganuza,
  • Michael Schwindl,
  • Johannes Uhler and
  • Annette Menzel

5 October 2021

Contemporary climate change leads to earlier spring phenological events in Europe. In forests, in which overstory strongly regulates the microclimate beneath, it is not clear if further change equally shifts the timing of leaf unfolding for the over-...

  • Article
  • Open Access
8 Citations
3,306 Views
20 Pages

5 October 2021

The present work aims to demonstrate how machine learning (ML) techniques can be used for automatic feature detection and extraction in fluvial environments. The use of photogrammetry and machine learning algorithms has improved the understanding of...

  • Article
  • Open Access
9 Citations
6,133 Views
21 Pages

5 October 2021

This work presents Satellite Style and Structure Generative Adversarial Network (SSGAN), a generative model of high resolution satellite imagery to support image segmentation. Based on spatially adaptive denormalization modules (SPADE) that modulate...

  • Article
  • Open Access
32 Citations
5,722 Views
19 Pages

5 October 2021

Given the explosive growth of information technology and the development of computer vision with convolutional neural networks, wildfire field data information systems are adopting automation and intelligence. However, some limitations remain in acqu...

  • Article
  • Open Access
24 Citations
3,847 Views
18 Pages

Increased Ecosystem Carbon Storage between 2001 and 2019 in the Northeastern Margin of the Qinghai-Tibet Plateau

  • Peijie Wei,
  • Shengyun Chen,
  • Minghui Wu,
  • Yinglan Jia,
  • Haojie Xu and
  • Deming Liu

5 October 2021

Global alpine ecosystems contain a large amount of carbon, which is sensitive to global change. Changes to alpine carbon sources and sinks have implications for carbon and climate feedback processes. To date, few studies have quantified the spatial-t...

  • Article
  • Open Access
11 Citations
4,210 Views
15 Pages

5 October 2021

Atmospheric carbon monoxide (CO) significantly impacts climate change and human health, and has become the focus of increased air quality and climate research. Since 2018, the Troposphere Monitoring Instrument (TROPOMI) has provided total column amou...

  • Article
  • Open Access
6 Citations
2,689 Views
16 Pages

5 October 2021

Open burning is often used to remove crop residue during the harvest season. Despite a series of regulations by the Chinese government, the open burning of crop residue still frequently occurs in China, and the monitoring and forecasting crop fires h...

  • Communication
  • Open Access
59 Citations
6,143 Views
13 Pages

5 October 2021

In July–August 2021, intense marine heatwaves (MHWs) occurred at the sea surface over extensive areas of the northwestern Pacific Ocean, including the entire Sea of Japan and part of the Sea of Okhotsk. In extent and intensity, these MHWs were the la...

  • Article
  • Open Access
21 Citations
3,651 Views
20 Pages

4 October 2021

Insulator detection is one of the most significant issues in high-voltage transmission line inspection using unmanned aerial vehicles (UAVs) and has attracted attention from researchers all over the world. The state-of-the-art models in object detect...

  • Technical Note
  • Open Access
6 Citations
4,493 Views
14 Pages

Characteristics of the Annual Maximum and Minimum Water Temperatures in Tonle Sap Lake, Cambodia from 2000 to 2019

  • Yoichi Fujihara,
  • Koki Okuyama,
  • Keisuke Hoshikawa,
  • Hideto Fujii,
  • Takashi Nakamura,
  • Sambo Lun and
  • Sokly Siev

4 October 2021

The Tonle Sap Lake contains unique hydrological environments and ecosystems. Although water temperature is an important consideration in lake management, information on the water temperature of the lake is limited. Thus, we investigated the character...

  • Technical Note
  • Open Access
12 Citations
4,730 Views
14 Pages

Galileo E5 AltBOC Signals: Application for Single-Frequency Total Electron Content Estimations

  • Artem M. Padokhin,
  • Anna A. Mylnikova,
  • Yury V. Yasyukevich,
  • Yury V. Morozov,
  • Gregory A. Kurbatov and
  • Artem M. Vesnin

4 October 2021

Global navigation satellite system signals are known to be an efficient tool to monitor the Earth ionosphere. We suggest Galileo E5 AltBOC phase and pseudorange observables—a single-frequency combination—to estimate the ionospheric total electron con...

  • Article
  • Open Access
29 Citations
5,349 Views
21 Pages

Comparison of UAS-Based Structure-from-Motion and LiDAR for Structural Characterization of Short Broadacre Crops

  • Fei Zhang,
  • Amirhossein Hassanzadeh,
  • Julie Kikkert,
  • Sarah Jane Pethybridge and
  • Jan van Aardt

4 October 2021

The use of small unmanned aerial system (UAS)-based structure-from-motion (SfM; photogrammetry) and LiDAR point clouds has been widely discussed in the remote sensing community. Here, we compared multiple aspects of the SfM and the LiDAR point clouds...

  • Article
  • Open Access
14 Citations
2,692 Views
23 Pages

4 October 2021

Soluble salts in saline soil often exist in the form of salt base ions, and excessive water-soluble base ions can harm plant growth. As one of the water-soluble base ions, Na+ ion, is the main indicator of the degree of soil salinization. The pretrea...

  • Article
  • Open Access
61 Citations
7,165 Views
21 Pages

Maize Yield Prediction at an Early Developmental Stage Using Multispectral Images and Genotype Data for Preliminary Hybrid Selection

  • Monica F. Danilevicz,
  • Philipp E. Bayer,
  • Farid Boussaid,
  • Mohammed Bennamoun and
  • David Edwards

4 October 2021

Assessing crop production in the field often requires breeders to wait until the end of the season to collect yield-related measurements, limiting the pace of the breeding cycle. Early prediction of crop performance can reduce this constraint by allo...

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Remote Sens. - ISSN 2072-4292