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Remote Sensing, Volume 15, Issue 3

2023 February-1 - 325 articles

Cover Story: The Clouds and the Earth’s Radiant Energy System (CERES) has monitored clouds and radiation since 2000 with broadband radiometers collocated with cloud properties retrieved from radiances measured by the MODerate-Resolution Imaging Spectroradiometer (MODIS) on Terra and Aqua. Continuing the CERES cloud record employs radiances from the Visible Infrared Imaging Radiometer Suite (VIIRS) in the Suomi National Polar-orbiting Partnership. The MODIS retrieval techniques are adapted to VIIRS to minimize spectral and channel differences, with several additional changes. With a few exceptions, the resulting 2012–2020 VIIRS cloud amount, phase, height, optical depth, and hydrometeor size retrievals agree reasonably well with their Aqua MODIS counterparts. Various sources of disagreement are identified and will be mitigated in future editions. View this paper
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Articles (325)

  • Article
  • Open Access
21 Citations
4,163 Views
17 Pages

Spatiotemporal Distribution and Main Influencing Factors of Grasshopper Potential Habitats in Two Steppe Types of Inner Mongolia, China

  • Jing Guo,
  • Longhui Lu,
  • Yingying Dong,
  • Wenjiang Huang,
  • Bing Zhang,
  • Bobo Du,
  • Chao Ding,
  • Huichun Ye,
  • Kun Wang and
  • Ning Wang
  • + 3 authors

3 February 2023

Grasshoppers can greatly interfere with agriculture and husbandry, and they will breed and grow rapidly in suitable habitats. Therefore, it is necessary to extract the distribution of the grasshopper potential habitat (GPH), analyze the spatial-tempo...

  • Article
  • Open Access
1 Citations
4,261 Views
25 Pages

3 February 2023

The existing formulas for the synthetic aperture radar (SAR) Doppler centroid estimation standard deviation (STD) suffer from various limitations, especially for a dynamic sea surface. In this study, we derive an improved version of these formulas th...

  • Article
  • Open Access
6 Citations
4,271 Views
18 Pages

X-Band Radar Attenuation Correction Method Based on LightGBM Algorithm

  • Qiang Yang,
  • Yan Feng,
  • Li Guan,
  • Wenyu Wu,
  • Sichen Wang and
  • Qiangyu Li

3 February 2023

X-band weather radar can provide high spatial and temporal resolution data, which is essential to precipitation observation and prediction of mesoscale and microscale weather. However, X-band weather radar is susceptible to precipitation attenuation....

  • Article
  • Open Access
121 Citations
13,446 Views
24 Pages

Design and Application of a UAV Autonomous Inspection System for High-Voltage Power Transmission Lines

  • Ziran Li,
  • Yanwen Zhang,
  • Hao Wu,
  • Satoshi Suzuki,
  • Akio Namiki and
  • Wei Wang

3 February 2023

As the scale of the power grid continues to expand, the human-based inspection method struggles to meet the needs of efficient grid operation and maintenance. Currently, the existing UAV inspection system in the market generally has short endurance p...

  • Article
  • Open Access
34 Citations
6,775 Views
24 Pages

Impacts of Green Fraction Changes on Surface Temperature and Carbon Emissions: Comparison under Forestation and Urbanization Reshaping Scenarios

  • Faisal Mumtaz,
  • Jing Li,
  • Qinhuo Liu,
  • Aqil Tariq,
  • Arfan Arshad,
  • Yadong Dong,
  • Jing Zhao,
  • Barjeece Bashir,
  • Hu Zhang and
  • Chang Liu
  • + 1 author

3 February 2023

Global land cover dynamics alter energy, water, and greenhouse gas exchange between land and atmosphere, affecting local to global weather and climate change. Although reforestation can provide localized cooling, ongoing land use land cover (LULC) sh...

  • Technical Note
  • Open Access
5 Citations
2,620 Views
15 Pages

3 February 2023

In real estate appraisal, especially of residential buildings, one of the primary evaluation parameters is the property’s usable area. When determining the property price, Polish appraisers use data from comparable transactions included in the...

  • Article
  • Open Access
7 Citations
3,843 Views
17 Pages

Stability Analysis of Rocky Slopes on the Cuenca–Girón–Pasaje Road, Combining Limit Equilibrium Methods, Kinematics, Empirical Methods, and Photogrammetry

  • Xavier Delgado-Reivan,
  • Cristhian Paredes-Miranda,
  • Silvia Loaiza,
  • Michelle Del Pilar Villalta Echeverria,
  • Maurizio Mulas and
  • Luis Jordá-Bordehore

3 February 2023

The 3D point clouds obtained from the low-cost, remote, and precise SfM (Structure from Motion) technique allow the extraction and acquisition of discontinuities and their characteristics both manually, with the compass and virtual ruler of the Cloud...

  • Article
  • Open Access
10 Citations
4,758 Views
24 Pages

AI-Prepared Autonomous Freshwater Monitoring and Sea Ground Detection by an Autonomous Surface Vehicle

  • Sebastian Pose,
  • Stefan Reitmann,
  • Gero Jörn Licht,
  • Thomas Grab and
  • Tobias Fieback

3 February 2023

Climate change poses special and new challenges to inland waters, requiring intensive monitoring. An application based on an autonomous operation swimming vehicle (ASV) is being developed that will provide simulations, spatially and depth-resolved wa...

  • Article
  • Open Access
6 Citations
2,625 Views
18 Pages

3 February 2023

Potentially toxic elements (PTEs) from natural and anthropogenic activities threaten the environment and human health. The associations of PTEs with natural hazards can be powerful and prominent mechanisms to release PTEs, considerably hastening thei...

  • Technical Note
  • Open Access
6 Citations
3,418 Views
17 Pages

3 February 2023

As drought vulnerability assessment is fundamental to risk management, it is urgent to develop scientific and reasonable assessment models to determine such vulnerability. A vulnerability curve is the key to risk assessment of various disasters, conn...

  • Article
  • Open Access
4 Citations
2,950 Views
19 Pages

3 February 2023

The middle atmosphere plays an important role in the research of various dynamical and energy processes. Microwave Limb Sounder (MLS), reanalyses and model simulations with NCAR’s Whole Atmosphere Community Climate Model (WACCM) data in the ran...

  • Article
  • Open Access
23 Citations
4,933 Views
24 Pages

3 February 2023

Aquaculture plays a key role in achieving Sustainable Development Goals (SDGs), while it is difficult to accurately extract single-object aquaculture ponds (SOAPs) from medium-resolution remote sensing images (Mr-RSIs). Due to the limited spatial res...

  • Article
  • Open Access
14 Citations
4,501 Views
24 Pages

Investigating the Potential of Crop Discrimination in Early Growing Stage of Change Analysis in Remote Sensing Crop Profiles

  • Mengfan Wei,
  • Hongyan Wang,
  • Yuan Zhang,
  • Qiangzi Li,
  • Xin Du,
  • Guanwei Shi and
  • Yiting Ren

3 February 2023

Currently, remote sensing crop identification is mostly based on all available images acquired throughout crop growth. However, the available image and data resources in the early growth stage are limited, which makes early crop identification challe...

  • Article
  • Open Access
2 Citations
2,843 Views
17 Pages

3 February 2023

Geostationary satellite-based remote sensing is a powerful tool to observe and understand the spatiotemporal variation of cloud optical-microphysical properties and their climatologies. Solar reflectances measured from the Advanced Baseline Imager (A...

  • Article
  • Open Access
49 Citations
7,599 Views
24 Pages

Estimation of Leaf Nitrogen Content in Rice Using Vegetation Indices and Feature Variable Optimization with Information Fusion of Multiple-Sensor Images from UAV

  • Sizhe Xu,
  • Xingang Xu,
  • Clive Blacker,
  • Rachel Gaulton,
  • Qingzhen Zhu,
  • Meng Yang,
  • Guijun Yang,
  • Jianmin Zhang,
  • Yongan Yang and
  • Liping Chen
  • + 3 authors

3 February 2023

LNC (leaf nitrogen content) in crops is significant for diagnosing the crop growth status and guiding fertilization decisions. Currently, UAV (unmanned aerial vehicles) remote sensing has played an important role in estimating the nitrogen nutrition...

  • Technical Note
  • Open Access
10 Citations
2,440 Views
12 Pages

Evaluation of Sea Surface Wind Products from Scatterometer Onboard the Chinese HY-2D Satellite

  • Sheng Yang,
  • Lu Zhang,
  • Mingsen Lin,
  • Juhong Zou,
  • Bo Mu and
  • Hailong Peng

3 February 2023

The Chinese new marine dynamic environment satellite HY-2D was launched on 19 May 2021, carrying a Ku-band scatterometer (named HSCAT-D). In this study, wind products observed by the HSCAT-D were validated by comparing with wind data from the U.S. Na...

  • Article
  • Open Access
30 Citations
7,384 Views
17 Pages

3 February 2023

Accurately mapping land use/land cover changes (LULCC) and forest disturbances provides valuable information for understanding the influence of anthropogenic activities on the environment at regional and global scales. Many approaches using satellite...

  • Technical Note
  • Open Access
53 Citations
13,824 Views
13 Pages

A Survey on SAR and Optical Satellite Image Registration

  • Oscar Sommervold,
  • Michele Gazzea and
  • Reza Arghandeh

3 February 2023

After decades of research, automatic synthetic aperture radar (SAR)-optical registration remains an unsolved problem. SAR and optical satellites utilize different imaging mechanisms, resulting in imagery with dissimilar heterogeneous characteristics....

  • Technical Note
  • Open Access
1 Citations
2,744 Views
20 Pages

Construction of a Database of Pi-SAR2 Observation Data by Calibration and Scattering Power Decomposition Using the ABCI

  • Yuya Arima,
  • Toshifumi Moriyama,
  • Yoshio Yamaguchi,
  • Ryosuke Nakamura,
  • Chiaki Tsutsumi and
  • Shoichiro Kojima

2 February 2023

Pi-SAR2 is an airborne polarimetric synthetic aperture radar operated by the National Institute of Information and Communications Technology. The polarimetric observation data of Pi-SAR2 are very valuable because of its high resolution, but it cannot...

  • Article
  • Open Access
16 Citations
3,478 Views
20 Pages

2 February 2023

Semantic segmentation of high-spatial-resolution (HSR) remote sensing (RS) images has been extensively studied, and most of the existing methods are based on convolutional neural network (CNN) models. However, the CNN is regarded to have less power i...

  • Article
  • Open Access
29 Citations
4,392 Views
28 Pages

Two-Branch Convolutional Neural Network with Polarized Full Attention for Hyperspectral Image Classification

  • Haimiao Ge,
  • Liguo Wang,
  • Moqi Liu,
  • Yuexia Zhu,
  • Xiaoyu Zhao,
  • Haizhu Pan and
  • Yanzhong Liu

2 February 2023

In recent years, convolutional neural networks (CNNs) have been introduced for pixel-wise hyperspectral image (HSI) classification tasks. However, some problems of the CNNs are still insufficiently addressed, such as the receptive field problem, smal...

  • Article
  • Open Access
18 Citations
4,272 Views
24 Pages

2 February 2023

Synthetic aperture radar (SAR), as an active microwave sensor, can inevitably receive radio frequency interference (RFI) generated by various electromagnetic equipment. When the SAR system receives RFI, it will affect SAR imaging and limit the applic...

  • Article
  • Open Access
14 Citations
5,619 Views
17 Pages

Coupling Flank Collapse and Magma Dynamics on Stratovolcanoes: The Mt. Etna Example from InSAR and GNSS Observations

  • Giuseppe Pezzo,
  • Mimmo Palano,
  • Lisa Beccaro,
  • Cristiano Tolomei,
  • Matteo Albano,
  • Simone Atzori and
  • Claudio Chiarabba

2 February 2023

Volcano ground deformation is a tricky puzzle in which different phenomena contribute to the surface displacements with different spatial–temporal patterns. We documented some high variable deformation patterns in response to the different volc...

  • Article
  • Open Access
18 Citations
4,788 Views
20 Pages

Very High Resolution Automotive SAR Imaging from Burst Data

  • Mattia Giovanni Polisano,
  • Marco Manzoni,
  • Stefano Tebaldini,
  • Andrea Monti-Guarnieri,
  • Claudio Maria Prati and
  • Ivan Russo

2 February 2023

This paper proposes a method for efficient and accurate removal of grating lobes in automotive Synthetic Aperture Radar (SAR) images. Grating lobes can indeed be mistaken as real targets, inducing in this way false alarms in the target detection proc...

  • Article
  • Open Access
33 Citations
7,928 Views
26 Pages

2 February 2023

Europe’s mountain forests, which are naturally valuable areas due to their high biodiversity and well-preserved natural characteristics, are experiencing major alterations, so an important component of monitoring is obtaining up-to-date informa...

  • Article
  • Open Access
27 Citations
5,006 Views
28 Pages

2 February 2023

Quick population increase and the desire for urbanization are the main drivers for accelerating urban expansion on agricultural lands in Egypt. This issue is obvious in governorates with no desert backyards. This study aims to (1) explore the trend o...

  • Article
  • Open Access
54 Citations
8,443 Views
24 Pages

2 February 2023

Change detection is a technique that can observe changes in the surface of the earth dynamically. It is one of the most significant tasks in remote sensing image processing. In the past few years, with the ability of extracting rich deep image featur...

  • Article
  • Open Access
4 Citations
4,992 Views
19 Pages

The Deep Atmospheric Composition of Jupiter from Thermochemical Calculations Based on Galileo and Juno Data

  • Frank Rensen,
  • Yamila Miguel ,
  • Mantas Zilinskas,
  • Amy Louca,
  • Peter Woitke,
  • Christiane Helling and
  • Oliver Herbort

2 February 2023

The deep atmosphere of Jupiter is obscured beneath thick clouds. This causes direct observations to be difficult, and thermochemical equilibrium models fill in the observational gaps. This research uses Galileo and Juno data together with the Gibbs f...

  • Article
  • Open Access
11 Citations
3,837 Views
19 Pages

Extension of Scattering Power Decomposition to Dual-Polarization Data for Tropical Forest Monitoring

  • Ryu Sugimoto,
  • Ryosuke Nakamura,
  • Chiaki Tsutsumi and
  • Yoshio Yamaguchi

2 February 2023

A new scattering power decomposition method is developed for accurate tropical forest monitoring that utilizes data in dual-polarization mode instead of quad-polarization (POLSAR) data. This improves the forest classification accuracy and helps to re...

  • Article
  • Open Access
4 Citations
2,602 Views
21 Pages

2 February 2023

Marine dynamic disasters, such as storm surges and huge waves, can cause large economic and human losses. The assessment of marine dynamic disasters is, thus, important, but improvements to its reliability are needed. The current study improved and i...

  • Article
  • Open Access
9 Citations
3,317 Views
34 Pages

Accuracy Analysis and Appropriate Strategy for Determining Dynamic and Quasi-Static Bridge Structural Response Using Simultaneous Measurements with Two Real Aperture Ground-Based Radars

  • Milan Talich,
  • Jan Havrlant,
  • Lubomír Soukup,
  • Tomáš Plachý,
  • Michal Polák,
  • Filip Antoš,
  • Pavel Ryjáček and
  • Vojtěch Stančík

2 February 2023

Over the past 10 years, ground-based radar interferometry has become a frequently used technology for determining dynamic deflections of bridge structures induced by vehicle passages. When measuring with only one radar device, the so-called Interpret...

  • Article
  • Open Access
9 Citations
5,407 Views
23 Pages

Deep Learning-Based Emulation of Radiative Transfer Models for Top-of-Atmosphere BRDF Modelling Using Sentinel-3 OLCI

  • Saeid Ojaghi,
  • Yacine Bouroubi,
  • Samuel Foucher,
  • Martin Bergeron and
  • Cedric Seynat

2 February 2023

The Bidirectional Reflectance Distribution Function (BRDF) defines the anisotropy of surface reflectance and plays a fundamental role in many remote sensing applications. This study proposes a new machine learning-based model for characterizing the B...

  • Article
  • Open Access
5 Citations
2,870 Views
19 Pages

Electromagnetic Scattering and Doppler Spectrum Simulation of Land–Sea Junction Composite Rough Surface

  • Shui-Rong Chai,
  • Fang-Yin Zhu,
  • Juan Li,
  • Zhen-Xiang He,
  • Yu-Feng Zou,
  • Yi-Wen Wei,
  • Ke Li,
  • Li-Xin Guo and
  • Long Li

2 February 2023

In this paper, a weighted arctangent function is used in conjunction with the spectral method to generate a land–sea junction composite rough surface under the spatially homogeneous and time-stationary hypotheses. The exponential correlation fu...

  • Article
  • Open Access
5 Citations
6,847 Views
25 Pages

A Seagrass Mapping Toolbox for South Pacific Environments

  • Julie Bremner,
  • Caroline Petus,
  • Tony Dolphin,
  • Jon Hawes,
  • Benoît Beguet and
  • Michelle J. Devlin

2 February 2023

Seagrass beds provide a range of ecosystem services but are at risk from anthropogenic pressures. While recent progress has been made, the distribution and condition of South Pacific seagrass is relatively poorly known and selecting an appropriate ap...

  • Article
  • Open Access
31 Citations
5,565 Views
35 Pages

2 February 2023

The complexity of historical urban centres progressively needs a strategic improvement in methods and the scale of knowledge concerning the vulnerability aspect of seismic risk. A geographical multi-scale point of view is increasingly preferred in th...

  • Article
  • Open Access
7 Citations
2,627 Views
17 Pages

1 February 2023

In this study, we present nearly 9 years of the quasi16-day wave (Q16DW) in the mesosphere and lower thermosphere (MLT) wind at middle latitudes based on long-term wind observations between April 2014 and December 2022 by the Mengcheng (33.4°N, 1...

  • Article
  • Open Access
3 Citations
2,802 Views
22 Pages

High-Resolution Imaging of Radiation Brightness Temperature Obtained by Drone-Borne Microwave Radiometer

  • Xiangkun Wan,
  • Xiaofeng Li,
  • Tao Jiang,
  • Xingming Zheng,
  • Lei Li and
  • Xigang Wang

1 February 2023

A digital automatic gain compensation (AGC) drone-borne K-band microwave radiometer with continuous high-speed acquisition and fast storage functions is designed and applied to obtain high-resolution radiation brightness temperature (TB) images. In t...

  • Article
  • Open Access
28 Citations
4,592 Views
15 Pages

1 February 2023

Scene classification is a critical technology to solve the challenges of image search and image recognition. It has become an indispensable and challenging research topic in the field of remote sensing. At present, most scene classifications are solv...

  • Review
  • Open Access
116 Citations
16,308 Views
40 Pages

A Review of Data Augmentation Methods of Remote Sensing Image Target Recognition

  • Xuejie Hao,
  • Lu Liu,
  • Rongjin Yang,
  • Lizeyan Yin,
  • Le Zhang and
  • Xiuhong Li

1 February 2023

In recent years, remote sensing target recognition algorithms based on deep learning technology have gradually become mainstream in the field of remote sensing because of the great improvements that have been made in the accuracy of image target reco...

  • Article
  • Open Access
5 Citations
2,603 Views
20 Pages

1 February 2023

Image segmentation is an important task in image processing and analysis but due to the same ground object having different spectra and different ground objects having similar spectra, segmentation, particularly on high-resolution remote sensing imag...

  • Technical Note
  • Open Access
7 Citations
4,280 Views
14 Pages

1 February 2023

This study focused on surface radiation budget, one of the essential factors for understanding climate change. Arctic surface radiation budget was summarized and explained using a satellite product, Clouds and the Earth’s Radiant Energy System...

  • Article
  • Open Access
20 Citations
2,968 Views
16 Pages

A Method for Predicting Landslides Based on Micro-Deformation Monitoring Radar Data

  • Weixian Tan,
  • Yadong Wang,
  • Pingping Huang,
  • Yaolong Qi,
  • Wei Xu,
  • Chunming Li and
  • Yuejuan Chen

1 February 2023

Mine slope landslides seriously threaten the safety of people’s lives and property in mining areas. Landslide prediction is an effective way to reduce losses due to such disasters. In recent years, micro-deformation monitoring radar has been wi...

  • Article
  • Open Access
15 Citations
3,161 Views
19 Pages

1 February 2023

Reliable measures of nighttime atmospheric fine particulate matter (PM2.5) concentrations are essential for monitoring their continuous diurnal variation. Here, we proposed a night PM2.5 concentration estimation (NightPMES) model based on the random...

  • Article
  • Open Access
18 Citations
3,519 Views
19 Pages

1 February 2023

This study investigates the sensibility of Sentinel-1 C-band backscatter to the moisture content of tree canopies over an area of about 500 km2 in north-western Portugal, with specific analysis over burnt areas. Sentinel-1 C-VV and C-VH backscatter v...

  • Article
  • Open Access
13 Citations
5,547 Views
17 Pages

Monitoring Corn Nitrogen Concentration from Radar (C-SAR), Optical, and Sensor Satellite Data Fusion

  • Adrián Lapaz Olveira,
  • Hernán Saínz Rozas,
  • Mauricio Castro-Franco,
  • Walter Carciochi,
  • Luciana Nieto,
  • Mónica Balzarini,
  • Ignacio Ciampitti and
  • Nahuel Reussi Calvo

1 February 2023

Corn (Zea mays L.) nitrogen (N) management requires monitoring plant N concentration (Nc) with remote sensing tools to improve N use, increasing both profitability and sustainability. This work aims to predict the corn Nc during the growing cycle fro...

  • Article
  • Open Access
2 Citations
3,190 Views
32 Pages

A KG-Based Integrated UAV Approach for Engineering Semantic Trajectories in the Cultural Heritage Documentation Domain

  • Konstantinos Kotis,
  • Sotiris Angelis,
  • Efthymia Moraitou,
  • Vasilis Kopsachilis,
  • Ermioni-Eirini Papadopoulou,
  • Nikolaos Soulakellis and
  • Michail Vaitis

31 January 2023

Data recordings of the movement of vehicles can be enriched with heterogeneous and multimodal data beyond latitude, longitude, and timestamp and enhanced with complementary segmentations, constituting a semantic trajectory. Semantic Web (SW) technolo...

  • Article
  • Open Access
6 Citations
3,039 Views
22 Pages

31 January 2023

Estimating reflector heights at stationary GNSS sites with interferometric reflectometry (IR) is a well-established technique in ocean remote sensing. Additionally, IR offers the possibility to estimate the significant wave height (SWH) with a linear...

  • Review
  • Open Access
38 Citations
8,225 Views
26 Pages

Long-Term Wetland Monitoring Using the Landsat Archive: A Review

  • Quentin Demarquet,
  • Sébastien Rapinel,
  • Simon Dufour and
  • Laurence Hubert-Moy

31 January 2023

Wetlands, which provide multiple functions and ecosystem services, have decreased and been degraded worldwide for several decades due to human activities and climate change. Managers and scientists need tools to characterize and monitor wetland areas...

  • Article
  • Open Access
8 Citations
3,351 Views
21 Pages

Risk Evaluation of the Sanalona Earthfill Dam Located in Mexico Using Satellite Geodesy Monitoring and Numerical Modeling

  • J. René Vázquez-Ontiveros,
  • Antonio Miguel Ruiz-Armenteros,
  • M. Clara de Lacy,
  • J. Ramon Gaxiola-Camacho,
  • Miguel Anaya-Díaz and
  • G. Esteban Vázquez-Becerra

31 January 2023

Dams are essential structures in the growth of a region due to their ability to store large amounts of water and manage it for different social activities, mainly for human consumption. The study of the structural behavior of dams during their useful...

  • Article
  • Open Access
3 Citations
3,808 Views
28 Pages

A Circum-Arctic Monitoring Framework for Quantifying Annual Erosion Rates of Permafrost Coasts

  • Marius Philipp,
  • Andreas Dietz,
  • Tobias Ullmann and
  • Claudia Kuenzer

31 January 2023

This study demonstrates a circum-Arctic monitoring framework for quantifying annual change of permafrost-affected coasts at a spatial resolution of 10 m. Frequent cloud coverage and challenging lighting conditions, including polar night, limit the us...

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Remote Sens. - ISSN 2072-4292