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Remote Sensing, Volume 13, Issue 17

2021 September-1 - 208 articles

Cover Story: A highwall is the core of most mines as mineral feeding mining production originates there. Unexpected rock and earth falls can risk human lives and the economy activity; hence, continuous and detailed highwall monitoring is required. Topographic surveys of a highwall are very complex due a variety of challenging conditions: highwalls are vertical, long, and they often lack easy and safe access paths. We demonstrate based on SfM methodology that a facade drone flight mode combined with a nadir camera angle and automatically programmed with a computer-based mission planning software provides the most accurate and detailed topographies in the shortest time and with increased flight safety. View this paper.
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Articles (208)

  • Article
  • Open Access
21 Citations
5,427 Views
19 Pages

Projecting Future Vegetation Change for Northeast China Using CMIP6 Model

  • Wei Yuan,
  • Shuang-Ye Wu,
  • Shugui Hou,
  • Zhiwei Xu,
  • Hongxi Pang and
  • Huayu Lu

6 September 2021

Northeast China lies in the transition zone from the humid monsoonal to the arid continental climate, with diverse ecosystems and agricultural land highly susceptible to climate change. This region has experienced significant greening in the past thr...

  • Article
  • Open Access
5 Citations
6,377 Views
16 Pages

Detection of Microplastics in Water and Ice

  • Seohyun Jang,
  • Joo-Hyung Kim and
  • Jihyun Kim

6 September 2021

It is possible to detect various microplastics (MPs) floating on water or contained in ice due to the unique optical characteristics of plastics of various chemical compositions and structures. When the MPs are measured in the spectral region between...

  • Feature Paper
  • Article
  • Open Access
20 Citations
5,286 Views
26 Pages

Mapping Multi-Temporal Population Distribution in China from 1985 to 2010 Using Landsat Images via Deep Learning

  • Haoming Zhuang,
  • Xiaoping Liu,
  • Yuchao Yan,
  • Jinpei Ou,
  • Jialyu He and
  • Changjiang Wu

6 September 2021

Fine knowledge of the spatiotemporal distribution of the population is fundamental in a wide range of fields, including resource management, disaster response, public health, and urban planning. The United Nations’ Sustainable Development Goals also...

  • Communication
  • Open Access
15 Citations
3,637 Views
13 Pages

6 September 2021

3D reconstruction has raised much interest in the field of CSAR. However, three dimensional imaging results with single pass CSAR data reveals that the 3D resolution of the system is poor for anisotropic scatterers. According to the imaging mechanism...

  • Article
  • Open Access
41 Citations
5,845 Views
30 Pages

6 September 2021

Accurate geopositioning of optical satellite imagery is a fundamental step for many photogrammetric applications. Considering the imaging principle and data processing manner, SAR satellites can achieve high geopositioning accuracy. Therefore, SAR da...

  • Article
  • Open Access
9 Citations
4,820 Views
21 Pages

6 September 2021

Digital aerial photogrammetry (DAP) has emerged as a potentially cost-effective alternative to airborne laser scanning (ALS) for forest inventory methods that employ point cloud data. Forest inventory derived from DAP using area-based methods has bee...

  • Technical Note
  • Open Access
7 Citations
4,081 Views
16 Pages

Data-Driven Interpolation of Sea Surface Suspended Concentrations Derived from Ocean Colour Remote Sensing Data

  • Jean-Marie Vient,
  • Frederic Jourdin,
  • Ronan Fablet,
  • Baptiste Mengual,
  • Ludivine Lafosse and
  • Christophe Delacourt

6 September 2021

Due to complex natural and anthropogenic interconnected forcings, the dynamics of suspended sediments within the ocean water column remains difficult to understand and monitor. Numerical models still lack capabilities to account for the variabilities...

  • Article
  • Open Access
9 Citations
4,846 Views
22 Pages

6 September 2021

The aerodynamic roughness length (Z0) and surface geometry at ultra-high resolution in precision agriculture and agroforestry have substantial potential to improve aerodynamic process modeling for sustainable farming practices and recreational activi...

  • Article
  • Open Access
17 Citations
4,574 Views
30 Pages

Boosting Few-Shot Hyperspectral Image Classification Using Pseudo-Label Learning

  • Chen Ding,
  • Yu Li,
  • Yue Wen,
  • Mengmeng Zheng,
  • Lei Zhang,
  • Wei Wei and
  • Yanning Zhang

6 September 2021

Deep neural networks have underpinned much of the recent progress in the field of hyperspectral image (HSI) classification owing to their powerful ability to learn discriminative features. However, training a deep neural network often requires the av...

  • Article
  • Open Access
7 Citations
5,866 Views
24 Pages

6 September 2021

Freshwater is becoming scarce worldwide with the rapidly growing population, developing industries, burgeoning agriculture, and increasing consumption. Assessment of ecosystem services has been regarded as a promising way to reconcile the increasing...

  • Project Report
  • Open Access
25 Citations
6,376 Views
27 Pages

Air Quality over China

  • Gerrit de Leeuw,
  • Ronald van der A,
  • Jianhui Bai,
  • Yong Xue,
  • Costas Varotsos,
  • Zhengqiang Li,
  • Cheng Fan,
  • Xingfeng Chen,
  • Ioannis Christodoulakis and
  • Ying Zhang
  • + 7 authors

6 September 2021

The strong economic growth in China in recent decades, together with meteorological factors, has resulted in serious air pollution problems, in particular over large industrialized areas with high population density. To reduce the concentrations of p...

  • Article
  • Open Access
4 Citations
2,884 Views
22 Pages

6 September 2021

High-frequency motion errors can drastically decrease the image quality in mini-unmanned-aerial-vehicle (UAV)-based bistatic synthetic aperture radar (BiSAR), where the spatial variance is much more complex than that in monoSAR. High-monofrequency mo...

  • Technical Note
  • Open Access
21 Citations
4,373 Views
15 Pages

6 September 2021

Micro-motion parameters extraction is crucial in recognizing ballistic missiles with a wideband radar. It is known that the phase-derived range (PDR) method can provide a sub-wavelength level accuracy. However, it is sensitive and unstable when the s...

  • Article
  • Open Access
12 Citations
3,314 Views
18 Pages

A New Approach for the Development of Grid Models Calculating Tropospheric Key Parameters over China

  • Ge Zhu,
  • Liangke Huang,
  • Lilong Liu,
  • Chen Li,
  • Junyu Li,
  • Ling Huang,
  • Lv Zhou and
  • Hongchang He

6 September 2021

Pressure, water vapor pressure, temperature, and weighted mean temperature (Tm) are tropospheric parameters that play an important role in high-precision global navigation satellite system navigation (GNSS). As accurate tropospheric parameters are ob...

  • Article
  • Open Access
35 Citations
5,201 Views
22 Pages

6 September 2021

Recently, many convolutional neural network (CNN)-based methods have been proposed to tackle the classification task of hyperspectral images (HSI). In fact, CNN has become the de-facto standard for HSI classification. It seems that the traditional ne...

  • Technical Note
  • Open Access
1 Citations
2,485 Views
11 Pages

Motion Phase Compensation Methods for Azimuth Ambiguity Suppression in HRWS SAR

  • Junying Yang,
  • Xiaolan Qiu,
  • Mingyang Shang,
  • Lihua Zhong and
  • Chibiao Ding

6 September 2021

The azimuth multi-channel synthetic aperture radar (SAR) is widely used in marine observation, because of its excellent imaging ability of high-resolution and wide-swath (HRWS) signals. Different from the static targets, the azimuth ambiguity of the...

  • Article
  • Open Access
6 Citations
3,811 Views
18 Pages

6 September 2021

MODIS (Moderate Resolution Imaging Spectroradiometer) is a key instrument onboard NASA’s Terra (launched in 1999) and Aqua (launched in 2002) satellite missions as part of the more extensive Earth Observation System (EOS). By measuring the reflection...

  • Article
  • Open Access
71 Citations
6,318 Views
19 Pages

Evaluation of a Statistical Approach for Extracting Shallow Water Bathymetry Signals from ICESat-2 ATL03 Photon Data

  • Heidi Ranndal,
  • Philip Sigaard Christiansen,
  • Pernille Kliving,
  • Ole Baltazar Andersen and
  • Karina Nielsen

6 September 2021

In this study we present and validate a simple empirical method to obtain bathymetry profiles using the geolocated photon data from the Ice, Cloud, and Land Elevation Satellite-2 (ICESat-2) mission, which was launched by NASA in September 2018. The s...

  • Article
  • Open Access
23 Citations
4,962 Views
25 Pages

SVG-Loop: Semantic–Visual–Geometric Information-Based Loop Closure Detection

  • Zhian Yuan,
  • Ke Xu,
  • Xiaoyu Zhou,
  • Bin Deng and
  • Yanxin Ma

5 September 2021

Loop closure detection is an important component of visual simultaneous localization and mapping (SLAM). However, most existing loop closure detection methods are vulnerable to complex environments and use limited information from images. As higher-l...

  • Article
  • Open Access
9 Citations
4,003 Views
23 Pages

CCT: Conditional Co-Training for Truly Unsupervised Remote Sensing Image Segmentation in Coastal Areas

  • Bo Fang,
  • Gang Chen,
  • Jifa Chen,
  • Guichong Ouyang,
  • Rong Kou and
  • Lizhe Wang

5 September 2021

As the fastest growing trend in big data analysis, deep learning technology has proven to be both an unprecedented breakthrough and a powerful tool in many fields, particularly for image segmentation tasks. Nevertheless, most achievements depend on h...

  • Article
  • Open Access
61 Citations
12,281 Views
25 Pages

Mapping Crop Types and Cropping Systems in Nigeria with Sentinel-2 Imagery

  • Esther Shupel Ibrahim,
  • Philippe Rufin,
  • Leon Nill,
  • Bahareh Kamali,
  • Claas Nendel and
  • Patrick Hostert

5 September 2021

Reliable crop type maps from satellite data are an essential prerequisite for quantifying crop growth, health, and yields. However, such maps do not exist for most parts of Africa, where smallholder farming is the dominant system. Prevalent cloud cov...

  • Article
  • Open Access
13 Citations
4,933 Views
27 Pages

An Improved Cloud Gap-Filling Method for Longwave Infrared Land Surface Temperatures through Introducing Passive Microwave Techniques

  • Thomas P. F. Dowling,
  • Peilin Song,
  • Mark C. De Jong,
  • Lutz Merbold,
  • Martin J. Wooster,
  • Jingfeng Huang and
  • Yongqiang Zhang

5 September 2021

Satellite-derived land surface temperature (LST) data are most commonly observed in the longwave infrared (LWIR) spectral region. However, such data suffer frequent gaps in coverage caused by cloud cover. Filling these ‘cloud gaps’ usually relies on...

  • Article
  • Open Access
38 Citations
5,130 Views
22 Pages

5 September 2021

The continuing increase in atmospheric CO2 concentration caused by anthropogenic CO2 emissions significantly contributes to climate change driven by global warming. Satellite measurements of long-term CO2 data with global coverage improve our underst...

  • Article
  • Open Access
45 Citations
5,471 Views
28 Pages

Continuous Monitoring of the Flooding Dynamics in the Albufera Wetland (Spain) by Landsat-8 and Sentinel-2 Datasets

  • Carmela Cavallo,
  • Maria Nicolina Papa,
  • Massimiliano Gargiulo,
  • Guillermo Palau-Salvador,
  • Paolo Vezza and
  • Giuseppe Ruello

5 September 2021

Satellite data are very useful for the continuous monitoring of ever-changing environments, such as wetlands. In this study, we investigated the use of multispectral imagery to monitor the winter evolution of land cover in the Albufera wetland (Spain...

  • Article
  • Open Access
23 Citations
5,381 Views
17 Pages

A New Method for Crop Row Detection Using Unmanned Aerial Vehicle Images

  • Pengfei Chen,
  • Xiao Ma,
  • Fangyong Wang and
  • Jing Li

5 September 2021

Crop row detection using unmanned aerial vehicle (UAV) images is very helpful for precision agriculture, enabling one to delineate site-specific management zones and to perform precision weeding. For crop row detection in UAV images, the commonly use...

  • Article
  • Open Access
81 Citations
13,191 Views
24 Pages

Wildfire Segmentation Using Deep Vision Transformers

  • Rafik Ghali,
  • Moulay A. Akhloufi,
  • Marwa Jmal,
  • Wided Souidene Mseddi and
  • Rabah Attia

5 September 2021

In this paper, we address the problem of forest fires’ early detection and segmentation in order to predict their spread and help with fire fighting. Techniques based on Convolutional Networks are the most used and have proven to be efficient at solv...

  • Article
  • Open Access
2 Citations
3,598 Views
16 Pages

5 September 2021

The Amery Ice Shelf (AIS) dynamics and mass balance caused by iceberg calving and basal melting are significant in the ocean climate system. Using satellite imagery from Sentinel-1 SAR, we monitored the temporal and spatial variability of the frontal...

  • Technical Note
  • Open Access
1 Citations
3,307 Views
16 Pages

5 September 2021

Satellite observations from the Gravity Recovery and Climate Experiment (GRACE) provide unique measurements of global terrestrial water storage (TWS) changes at different spatial and temporal scales. Large-scale ocean–atmosphere interactions might ha...

  • Article
  • Open Access
20 Citations
5,349 Views
27 Pages

Fog Season Risk Assessment for Maritime Transportation Systems Exploiting Himawari-8 Data: A Case Study in Bohai Sea, China

  • Pei Du,
  • Zhe Zeng,
  • Jingwei Zhang,
  • Lu Liu,
  • Jianchang Yang,
  • Chuanping Qu,
  • Li Jiang and
  • Shanwei Liu

5 September 2021

Sea fog is a disastrous marine phenomenon for ship navigation. Sea fog reduces visibility at sea and has a great impact on the safety of ship navigation, which may lead to catastrophic accidents. Geostationary orbit satellites such as Himawari-8 make...

  • Article
  • Open Access
7 Citations
3,475 Views
29 Pages

Monitoring the Recovery after 2016 Hurricane Matthew in Haiti via Markovian Multitemporal Region-Based Modeling

  • Andrea De Giorgi,
  • David Solarna,
  • Gabriele Moser,
  • Deodato Tapete,
  • Francesca Cigna,
  • Giorgio Boni,
  • Roberto Rudari,
  • Sebastiano Bruno Serpico,
  • Anna Rita Pisani and
  • Simona Zoffoli
  • + 1 author

4 September 2021

The aim of this paper is to address the monitoring of the recovery phase in the aftermath of Hurricane Matthew (28 September–10 October 2016) in the town of Jérémie, southwestern Haiti. This is accomplished via a novel change detection method that ha...

  • Article
  • Open Access
43 Citations
5,964 Views
24 Pages

4 September 2021

The monitoring of vegetation via remote sensing has been widely applied in various fields, such as crop diseases and pests, forest coverage and vegetation growth status, but such monitoring activities were mainly carried out in the daytime, resulting...

  • Article
  • Open Access
35 Citations
6,055 Views
40 Pages

Evaluating Stereo Digital Terrain Model Quality at Mars Rover Landing Sites with HRSC, CTX, and HiRISE Images

  • Randolph L. Kirk,
  • David P. Mayer,
  • Robin L. Fergason,
  • Bonnie L. Redding,
  • Donna M. Galuszka,
  • Trent M. Hare and
  • Klaus Gwinner

4 September 2021

We have used high-resolution digital terrain models (DTMs) of two rover landing sites based on mosaicked images from the High-Resolution Imaging Science Experiment (HiRISE) camera as a reference to evaluate DTMs based on High-Resolution Stereo Camera...

  • Article
  • Open Access
6 Citations
3,309 Views
19 Pages

4 September 2021

Common methods of filling open holes first reaggregate them into closed holes and then use a closed hole filling method to repair them. These methods have problems such as long calculation times, high memory consumption, and difficulties in filling l...

  • Article
  • Open Access
17 Citations
3,538 Views
17 Pages

4 September 2021

Food security is essential for human survival and sustainable development. Due to rapid urbanization and industrialization, the farmland loss in Yangtze River Delta Urban Agglomeration (YRDUA) has threatened food security. Thus, this study intended t...

  • Article
  • Open Access
106 Citations
10,002 Views
27 Pages

Improving the Resolution of GRACE Data for Spatio-Temporal Groundwater Storage Assessment

  • Shoaib Ali,
  • Dong Liu,
  • Qiang Fu,
  • Muhammad Jehanzeb Masud Cheema,
  • Quoc Bao Pham,
  • Md. Mafuzur Rahaman,
  • Thanh Duc Dang and
  • Duong Tran Anh

4 September 2021

Groundwater has a significant contribution to water storage and is considered to be one of the sources for agricultural irrigation; industrial; and domestic water use. The Gravity Recovery and Climate Experiment (GRACE) satellite provides a unique op...

  • Technical Note
  • Open Access
24 Citations
3,859 Views
17 Pages

4 September 2021

In this paper, we construct a new 1′ × 1′ global seafloor topography model, BAT_VGG2021, using the satellite altimetric vertical gravity gradient anomaly model (VGG), SIO curv_30.1.nc, and ship soundings. Approximately 74.66 million single-beam depth...

  • Technical Note
  • Open Access
21 Citations
3,967 Views
13 Pages

4 September 2021

Land degradation and development (LDD) has become an urgent global issue. Quick and accurate monitoring of LDD dynamics is key to the sustainability of land resources. By integrating normalized difference vegetation index (NDVI) and net primary produ...

  • Article
  • Open Access
52 Citations
8,061 Views
28 Pages

4 September 2021

Unmanned aerial vehicles have been used widely in plant phenotyping and precision agriculture. Several critical challenges remain, however, such as the lack of cross-platform data acquisition software system, sensor calibration protocols, and data pr...

  • Article
  • Open Access
13 Citations
4,304 Views
23 Pages

Observations by Ground-Based MAX-DOAS of the Vertical Characters of Winter Pollution and the Influencing Factors of HONO Generation in Shanghai, China

  • Shiqi Xu,
  • Shanshan Wang,
  • Men Xia,
  • Hua Lin,
  • Chengzhi Xing,
  • Xiangguang Ji,
  • Wenjing Su,
  • Wei Tan,
  • Cheng Liu and
  • Qihou Hu

4 September 2021

Analyzing vertical distribution characters of air pollutants is conducive to study the mechanisms under polluted atmospheric conditions. Nitrous acid (HONO) is a kind of crucial species in photochemical cycles. Exploring the influence and sources of...

  • Case Report
  • Open Access
47 Citations
6,243 Views
13 Pages

4 September 2021

The use of terrestrial laser scanning (TLS) point clouds for tunnel deformation measurement has elicited much interest. However, general methods of point-cloud processing in tunnels are still under investigation, given the high accuracy and efficienc...

  • Article
  • Open Access
40 Citations
8,862 Views
14 Pages

Underground Pipeline Identification into a Non-Destructive Case Study Based on Ground-Penetrating Radar Imaging

  • Nicoleta Iftimie,
  • Adriana Savin,
  • Rozina Steigmann and
  • Gabriel Silviu Dobrescu

3 September 2021

Ground-penetrating radar (GPR) has become one of the key technologies in subsurface sensing and, in general, in nondestructive testing (NDT), since it is able to detect both metallic and nonmetallic targets. GPR has proven its ability to work in elec...

  • Article
  • Open Access
8 Citations
5,155 Views
29 Pages

3 September 2021

Documenting the impacts of climate change and human activities on tropical rainforests is imperative for protecting tropical biodiversity and for better implementation of REDD+ and UN Sustainable Development Goals. Recent advances in very high-resolu...

  • Article
  • Open Access
9 Citations
3,097 Views
25 Pages

3 September 2021

This research tests the application of GNSS and RPAS techniques to the spatiotemporal analysis of landslide dynamics. Our method began by establishing non-permanent GNSS networks on the slope surfaces to perform periodic measurements by differential...

  • Article
  • Open Access
11 Citations
3,377 Views
19 Pages

3 September 2021

In order to overcome the disadvantages of convolution neural network (CNN) in the current hyperspectral image (HSI) classification/segmentation methods, such as the inability to recognize the rotation of spatial objects, the difficulty to capture the...

  • Article
  • Open Access
13 Citations
3,908 Views
17 Pages

3 September 2021

Wetlands play an important role in the terrestrial ecosystem. However, agricultural activities have resulted in a significant decrease in natural wetlands around the world. In the Tumen River Basin (TRB), a border area between China, the Democratic P...

  • Article
  • Open Access
138 Citations
11,363 Views
22 Pages

Quality Evaluation of Digital Twins Generated Based on UAV Photogrammetry and TLS: Bridge Case Study

  • Masoud Mohammadi,
  • Maria Rashidi,
  • Vahid Mousavi,
  • Ali Karami,
  • Yang Yu and
  • Bijan Samali

3 September 2021

In the current modern era of information and technology, emerging remote advancements have been widely established for detailed virtual inspections and assessments of infrastructure assets, especially bridges. These technologies are capable of creati...

  • Technical Note
  • Open Access
7 Citations
3,445 Views
12 Pages

An Assessment of CyGNSS v3.0 Level 1 Observables over the Ocean

  • Matthew Lee Hammond,
  • Giuseppe Foti,
  • Christine Gommenginger and
  • Meric Srokosz

3 September 2021

Global Navigation Satellite System Reflectometry (GNSS-R) is a rapidly developing Earth observation technology that makes use of signals of opportunity from Global Navigation Satellite Systems that have been reflected off the Earth’s surface. The Cyc...

  • Article
  • Open Access
55 Citations
8,903 Views
18 Pages

3 September 2021

North Korea being one of the most degraded forests globally has recently been emphasizing in forest restoration. Monitoring the trend of forest restoration in North Korea has important reference significance for regional environmental management and...

  • Article
  • Open Access
11 Citations
3,848 Views
21 Pages

Combining Remote Sensing and Meteorological Data for Improved Rice Plant Potassium Content Estimation

  • Jingshan Lu,
  • Jan U. H. Eitel,
  • Jyoti S. Jennewein,
  • Jie Zhu,
  • Hengbiao Zheng,
  • Xia Yao,
  • Tao Cheng,
  • Yan Zhu,
  • Weixing Cao and
  • Yongchao Tian

3 September 2021

Potassium (K) plays a significant role in the formation of crop quality and yield. Accurate estimation of plant potassium content using remote sensing (RS) techniques is therefore of great interest to better manage crop K nutrition. To improve RS of...

  • Article
  • Open Access
7 Citations
4,805 Views
17 Pages

Comparing Interpretation of High-Resolution Aerial Imagery by Humans and Artificial Intelligence to Detect an Invasive Tree Species

  • Roberto Rodriguez,
  • Ryan L. Perroy,
  • James Leary,
  • Daniel Jenkins,
  • Max Panoff,
  • Travis Mandel and
  • Patricia Perez

3 September 2021

Timely, accurate maps of invasive plant species are critical for making appropriate management decisions to eliminate emerging target populations or contain infestations. High-resolution aerial imagery is routinely used to map, monitor, and detect in...

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Remote Sens. - ISSN 2072-4292