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Remote Sensing, Volume 17, Issue 3

2025 February-1 - 215 articles

Cover Story: Fuel load is crucial in wildfire behavior models, affecting fire severity, flame length, and fuel consumption. Accurate spatiotemporal predictions are vital for wildfire management, yet field surveys are labor-intensive and limited in scope. Remote sensing offers a scalable alternative, enabling near-real-time fuel load assessments from local to global scales. This study provides a critical review on remote sensing applications for fuel load estimation, assessing sensor capabilities and limitations. While technological constraints persist, advancements in remote sensing, machine learning, and UAV-based photogrammetry show promise for accurate mapping. Challenges include data availability for calibration and validation and achieving high accuracy for surface fuels. Future innovations aim to refine predictive models and mapping precision. View this paper
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Articles (215)

  • Article
  • Open Access
1 Citations
1,589 Views
15 Pages

Absorbing Aerosol Effects on Hyperspectral Surface and Underwater UV Irradiances from OMI Measurements and Radiative Transfer Computations

  • Alexander Vasilkov,
  • Nickolay Krotkov,
  • Matthew Bandel,
  • Hiren Jethva,
  • David Haffner,
  • Zachary Fasnacht,
  • Omar Torres,
  • Changwoo Ahn and
  • Joanna Joiner

6 February 2025

Ultraviolet (UV) radiation effects on Earth’s ecosystems on a global scale can be assessed on a basis of satellite estimates of hyperspectral irradiance on the surface and in ocean waters and the spectral biological weighting functions. The sat...

  • Article
  • Open Access
2 Citations
1,299 Views
20 Pages

6 February 2025

Evapotranspiration (ET) is vital for global water balance, energy cycle, and biological processes, representing a key component of Earth systems interactions. However, how human activities affect regional ET is still unknown. This study identified a...

  • Article
  • Open Access
1 Citations
1,018 Views
18 Pages

WindRAD Scatterometer Quality Control in Rain

  • Zhen Li,
  • Anton Verhoef and
  • Ad Stoffelen

6 February 2025

Rain backscatter corrupts Ku-band scatterometer wind retrieval by mixing with the signatures of the σ (backscatter measurements) on the sea surface. The measurements are sensitive to rain clouds due to the short wavelength, and the rain-...

  • Article
  • Open Access
2 Citations
3,360 Views
16 Pages

Resistance, Resilience, and Recovery Time of Grasslands in Response to Different Drought Patterns

  • Huilin Yu,
  • Lin Zhu,
  • Xinrui He,
  • Yun Chen,
  • Yishu Zhu and
  • Futian Liu

6 February 2025

Resistance, resilience, and recovery time are critical for quantifying the stability of grasslands in response to drought disturbances. Few studies have simultaneously considered both drought intensity and duration to analyze the stability of differe...

  • Article
  • Open Access
2 Citations
1,846 Views
23 Pages

6 February 2025

The quantization process of synthetic aperture radar (SAR) images faces significant challenges due to their high dynamic range, resulting in notable quantization distortion. This not only degrades the visual quality of the quantized images but also s...

  • Article
  • Open Access
11 Citations
3,560 Views
20 Pages

6 February 2025

Ecological integrity is fundamental to human survival and development. However, rapid urbanization and population growth have significantly disrupted ecosystems. Despite the focus of the International Geosphere-Biosphere Programme (IGBP) on terrestri...

  • Article
  • Open Access
1 Citations
2,813 Views
21 Pages

Integrating LiDAR, Photogrammetry, and Computational Fluid Dynamics for Wind Flow Simulations Around Existing Buildings

  • Richard Acquah,
  • Edgaras Misiulis,
  • Anna Sandak,
  • Gediminas Skarbalius,
  • Robertas Navakas,
  • Algis Džiugys and
  • Jakub Sandak

6 February 2025

Integrating LiDAR and photogrammetry offers significant potential for ensuring the accuracy and completeness of the 3D models of existing structures, which are essential for several applications in the architectural, engineering, and construction (AE...

  • Article
  • Open Access
1 Citations
1,437 Views
26 Pages

Estimating Motion Parameters of Ground Moving Targets from Dual-Channel SAR Systems

  • Kun Liu,
  • Xiongpeng He,
  • Guisheng Liao,
  • Shengqi Zhu and
  • Cao Zeng

6 February 2025

In dual-channel synthetic aperture radar (SAR) systems, the estimation of the four-dimensional motion parameters of the ground maneuvering target is a critical challenge. In particular, when spatial degrees of freedom are used to enhance the target&r...

  • Article
  • Open Access
4 Citations
3,692 Views
26 Pages

A Methodology for the Multitemporal Analysis of Land Cover Changes and Urban Expansion Using Synthetic Aperture Radar (SAR) Imagery: A Case Study of the Aburrá Valley in Colombia

  • Ahmed Alejandro Cardona-Mesa,
  • Rubén Darío Vásquez-Salazar,
  • Juan Camilo Parra,
  • César Olmos-Severiche,
  • Carlos M. Travieso-González and
  • Luis Gómez

6 February 2025

The Aburrá Valley, located in the northwestern region of Colombia, has undergone significant land cover changes and urban expansion in recent decades, driven by rapid population growth and infrastructure development. This region, known for its...

  • Article
  • Open Access
4 Citations
2,999 Views
24 Pages

Modelling LiDAR-Based Vegetation Geometry for Computational Fluid Dynamics Heat Transfer Models

  • Pirunthan Keerthinathan,
  • Megan Winsen,
  • Thaniroshan Krishnakumar,
  • Anthony Ariyanayagam,
  • Grant Hamilton and
  • Felipe Gonzalez

6 February 2025

Vegetation characteristics significantly influence the impact of wildfires on individual building structures, and these effects can be systematically analyzed using heat transfer modelling software. Close-range light detection and ranging (LiDAR) dat...

  • Article
  • Open Access
1 Citations
1,244 Views
18 Pages

6 February 2025

Soil sand content is an important characterization index of soil texture, which directly affects soil water regulation, nutrient cycling, and crop growth potential. Therefore, its high-precision spatial distribution information is of great importance...

  • Article
  • Open Access
8 Citations
2,321 Views
22 Pages

6 February 2025

Synthetic Aperture Radar (SAR) is extensively utilized in ship detection due to its robust performance under various weather conditions and its capability to operate effectively both during the day and at night. However, ships in SAR images exhibit v...

  • Review
  • Open Access
56 Citations
16,598 Views
30 Pages

6 February 2025

The present survey examines the role of big data analytics in advancing remote sensing and geospatial analysis. The increasing volume and complexity of geospatial data are driving the adoption of machine learning (ML) and artificial intelligence (AI)...

  • Article
  • Open Access
5 Citations
1,769 Views
20 Pages

Monitoring Mangrove Phenology Based on Gap Filling and Spatiotemporal Fusion: An Optimized Mangrove Phenology Extraction Approach (OMPEA)

  • Yu Hong,
  • Runfa Zhou,
  • Jinfu Liu,
  • Xiang Que,
  • Bo Chen,
  • Ke Chen,
  • Zhongsheng He and
  • Guanmin Huang

6 February 2025

Monitoring mangrove phenology requires frequent, high-resolution remote sensing data, yet satellite imagery often suffers from coarse resolution and cloud interference. Traditional methods, such as denoising and spatiotemporal fusion, faced limitatio...

  • Article
  • Open Access
3 Citations
2,095 Views
25 Pages

6 February 2025

Sustainable urban growth is an important issue in urbanization. Existing studies mainly focus on urban growth from the two-dimensional morphology perspective due to limited data. Therefore, this study aimed to construct a framework for estimating lon...

  • Article
  • Open Access
5 Citations
1,900 Views
23 Pages

Study on the Extraction of Topsoil-Loss Areas of Cultivated Land Based on Multi-Source Remote Sensing Data

  • Xinle Zhang,
  • Chuan Qin,
  • Shinai Ma,
  • Jiming Liu,
  • Yiang Wang,
  • Huanjun Liu,
  • Zeyu An and
  • Yihan Ma

6 February 2025

Soil, a crucial natural resource and the cornerstone of agriculture, profoundly impacts crop growth, quality, and yield. However, soil degradation affects over one-third of global land, with topsoil loss emerging as a significant form of this degrada...

  • Article
  • Open Access
2 Citations
1,877 Views
32 Pages

Multisource Precipitation Data Merging Using a Dual-Layer ConvLSTM Model

  • Bin Hu,
  • Xingnan Zhang,
  • Yuanhao Fang,
  • Shiyu Mou,
  • Rui Qian,
  • Jia Li and
  • Zaini Chen

5 February 2025

Precipitation is a key component of the water cycle. Different precipitation data sources have strengths and weaknesses. To combine these strengths and achieve accurate precipitation data, this study introduces a dual-layer neural network (D-ConvLSTM...

  • Article
  • Open Access
7 Citations
4,719 Views
39 Pages

5 February 2025

Accurate and objective regional landslide risk assessment is crucial for the precise prevention of regional disasters. This study proposes an integrated landslide risk assessment via a landslide susceptibility model based on intelligent optimization...

  • Article
  • Open Access
3 Citations
1,745 Views
29 Pages

Engineering Geological Mapping for the Preservation of Ancient Underground Quarries via a VR Application

  • Vassilis Marinos,
  • Ioannis Farmakis,
  • Themistoklis Chatzitheodosiou,
  • Dimitra Papouli,
  • Theodoros Theodoropoulos,
  • Demetris Athanasoulis and
  • Eleni Kalavria

5 February 2025

Underground monument preservation is tightly linked to geological risk. The geological risk management of underground structures typically relies on a preliminary site investigation phase. Engineering geological mapping—as a key site investigat...

  • Technical Note
  • Open Access
3 Citations
1,356 Views
18 Pages

Towards the Optimization of TanSat-2: Assessment of a Large-Swath Methane Measurement

  • Sihong Zhu,
  • Dongxu Yang,
  • Liang Feng,
  • Longfei Tian,
  • Yi Liu,
  • Junji Cao,
  • Kai Wu,
  • Zhaonan Cai and
  • Paul I. Palmer

5 February 2025

To evaluate the potential of an upcoming large-swath satellite for estimating surface methane (CH₄) fluxes at a weekly scale, we report the results from a series of observing system simulation experiments (OSSEs) that use an established modelin...

  • Article
  • Open Access
6 Citations
4,346 Views
22 Pages

5 February 2025

Monitoring soil moisture (SM) on individual crop fields is of great interest for agricultural applications. Synthetic aperture radar (SAR) systems such as Sentinel-1 provide sensitivity to surface SM at a spatial resolution compatible with crop-field...

  • Article
  • Open Access
2 Citations
1,920 Views
18 Pages

5 February 2025

Significant progress has been made in the semantic segmentation of mobile laser scanning (MLS) point clouds based on deep learning. However, the segmentation classes of deep learning models depend on the label classes of the source point clouds used...

  • Article
  • Open Access
17 Citations
2,511 Views
20 Pages

Transform Dual-Branch Attention Net: Efficient Semantic Segmentation of Ultra-High-Resolution Remote Sensing Images

  • Bingyun Du,
  • Lianlei Shan,
  • Xiaoyu Shao,
  • Dongyou Zhang,
  • Xinrui Wang and
  • Jiaxi Wu

5 February 2025

With the advancement of remote sensing technology, the acquisition of ultra-high-resolution remote sensing imagery has become a reality, opening up new possibilities for detailed research and applications of Earth’s surface. These ultra-high-re...

  • Technical Note
  • Open Access
2 Citations
1,223 Views
11 Pages

5 February 2025

Of all meteorological events, Tropical Cyclones (TCs) are by far the costliest of natural hazards around the globe. They typically lose their strength quite rapidly once making landfall. Recent studies have revealed that TCs, even degrading below TC...

  • Article
  • Open Access
4 Citations
2,292 Views
21 Pages

5 February 2025

Aboveground biomass (AGB) is a sensitive indicator of grassland resource quality and ecological degradation. However, accurately estimating AGB at large scales to reveal long-term trends remains challenging. Here, single-factor parametric models, mul...

  • Article
  • Open Access
1 Citations
1,614 Views
23 Pages

5 February 2025

Early detection and monitoring of invasive forest pests are crucial for effective pest management, particularly in preventing large-scale damage, reducing eradication costs, and improving overall control effectiveness. This study investigates the pot...

  • Article
  • Open Access
1 Citations
1,548 Views
24 Pages

Spatiotemporal Changes of Vegetation Growth and Its Influencing Factors in the Huojitu Mining Area from 1999 to 2023 Based on kNDVI

  • Zhichao Chen,
  • Yiqiang Cheng,
  • Xufei Zhang,
  • Zhenyao Zhu,
  • Shidong Wang,
  • Hebing Zhang,
  • Youfeng Zou and
  • Chengyuan Hao

5 February 2025

Vegetation indices are important representatives of plant growth. Climate change and human activities seriously affect vegetation. This study focuses on the Huojitu mining area in the Shendong region, utilizing the kNDVI index calculated via the Goog...

  • Article
  • Open Access
1 Citations
1,603 Views
23 Pages

Scintillations in Southern Europe During the Geomagnetic Storm of June 2015

  • Anna Morozova,
  • Luca Spogli,
  • Teresa Barata,
  • Rayan Imam,
  • Emanuele Pica,
  • Juan Andrés Cahuasquí,
  • Mohammed Mainul Hoque,
  • Norbert Jakowski and
  • Daniela Estaço

5 February 2025

The sensitivity of Global Navigation Satellite System (GNSS) receivers to ionospheric disturbances and their constant growth are nowadays resulting in an increased concern of GNSS users about the impacts of ionospheric disturbances at mid-latitudes....

  • Article
  • Open Access
3 Citations
5,512 Views
22 Pages

A New Algorithm for the Global-Scale Quantification of Volcanic SO2 Exploiting the Sentinel-5P TROPOMI and Google Earth Engine

  • Maddalena Dozzo,
  • Alessandro Aiuppa,
  • Giuseppe Bilotta,
  • Annalisa Cappello and
  • Gaetana Ganci

5 February 2025

Sulfur dioxide (SO2) is sourced by degassing magma in the shallow crust; hence its monitoring provides information on the rates of magma ascent in the feeding conduit and the style and intensity of eruption, ultimately contributing to volcano monitor...

  • Article
  • Open Access
1,946 Views
22 Pages

Generalized Logistic Function: A Retracker to Improve the Accuracy of Water Level Time Series in Coastal Areas and Lakes

  • Arash Amini,
  • Behzad Voosoghi,
  • Mohammad Amin Khalili,
  • Diego Di Martire,
  • Shirzad Roohi and
  • Mahmoud Pirooznia

5 February 2025

The efficiency of satellite altimetry in monitoring coastal areas and lakes is limited due to the contaminated waveform caused by non-water features included in the satellite footprint. Therefore, to mitigate these limitations, waveforms need to be r...

  • Article
  • Open Access
2 Citations
1,428 Views
19 Pages

5 February 2025

Lidar technology is pivotal for detecting and monitoring the atmospheric environment. However, maintaining optical path stability in complex environments poses significant challenges, especially regarding adaptability and cost efficiency. This study...

  • Article
  • Open Access
3 Citations
1,828 Views
27 Pages

5 February 2025

The observation of small to medium inland water targets with nadir radar altimeters is currently limited by the along-track resolution of UnFocused SAR (UFSAR) altimetry, which is approximately 300 m for Delay-Doppler processors. In this study, we an...

  • Article
  • Open Access
7 Citations
3,100 Views
23 Pages

4 February 2025

This study introduces methods for generating fused precipitation data by applying radial basis function (RBF) interpolation, which integrates radar reflectivity-based data with ground-based precipitation gauge measurements. Rain gauges provide direct...

  • Article
  • Open Access
1 Citations
1,652 Views
18 Pages

4 February 2025

Near-surface ozone is a secondary pollutant, and its high concentrations pose significant risks to human and plant health. Based on an Extra Tree (ET) model, this study estimated near-surface ozone concentrations with the high spatiotemporal resoluti...

  • Technical Note
  • Open Access
954 Views
15 Pages

4 February 2025

The construction of accurate anisotropic velocity models is essential for effective microseismic monitoring in hydraulic fracturing. Ignoring anisotropy can result in significant distortions in microseismic event locations and their interpretation. A...

  • Article
  • Open Access
2 Citations
1,685 Views
26 Pages

Inter-Annual Variability of Peatland Vegetation Captured Using Phenocam- and UAV Imagery

  • Gillian Simpson,
  • Tom Wade,
  • Carole Helfter,
  • Matthew R. Jones,
  • Karen Yeung and
  • Caroline J. Nichol

4 February 2025

Plant phenology is an important driver of inter-annual variability in peatland carbon uptake. However, the use of traditional phenology datasets (e.g., manual surveys, satellite remote sensing) to quantify this link is hampered by their limited spati...

  • Article
  • Open Access
3 Citations
2,105 Views
20 Pages

Application of a Random Forest Method to Estimate the Water Use Efficiency on the Qinghai Tibetan Plateau During the 1982–2018 Growing Season

  • Xuemei Wu,
  • Tao Zhou,
  • Jingyu Zeng,
  • Yajie Zhang,
  • Jingzhou Zhang,
  • E Tan,
  • Yin Yu,
  • Qi Zhang and
  • Yancheng Qu

4 February 2025

Water use efficiency (WUE) reflects the quantitative relationship between vegetation gross primary productivity (GPP) and surface evapotranspiration (ET), serving as a crucial indicator for assessing the coupling of carbon and water cycles in ecosyst...

  • Article
  • Open Access
2 Citations
2,613 Views
25 Pages

Adaptive Variational Mode Decomposition and Principal Component Analysis-Based Denoising Scheme for Borehole Radar Data

  • Ding Yang,
  • Cheng Guo,
  • Raffaele Persico,
  • Yajie Liu,
  • Handing Liu,
  • Changjin Bai,
  • Chao Lian and
  • Qing Zhao

3 February 2025

To address the significant impact of noise on the target detection performance of borehole radar (BHR), a key type of ground-penetrating radar (GPR), a denoising scheme based on the whale optimization algorithm (WOA) for adaptive variational mode dec...

  • Review
  • Open Access
34 Citations
17,880 Views
37 Pages

3 February 2025

Climate change has led to an increase in global temperature and frequent intense precipitation, resulting in a rise in severe and intense urban flooding worldwide. This growing threat is exacerbated by rapid urbanization, impervious surface expansion...

  • Article
  • Open Access
1,254 Views
22 Pages

3 February 2025

Beach surface moisture (BSM) is crucial to studying coastal aeolian sand transport processes. However, traditional measurement techniques fail to accurately monitor moisture distribution with high spatiotemporal resolution. Remote sensing technologie...

  • Article
  • Open Access
1,382 Views
24 Pages

3 February 2025

In change detection tasks, seasonal variations in spectral characteristics and surface cover can negatively impact performance when comparing image pairs from different seasons. Many existing change detection methods do not specifically address the p...

  • Article
  • Open Access
2,772 Views
25 Pages

A Universal Framework for Near-Real-Time Detection of Vegetation Anomalies from Landsat Data

  • Yixuan Xie,
  • Zhiqiang Xiao,
  • Juan Li,
  • Jinling Song,
  • Hua Yang and
  • Kexin Lv

3 February 2025

Vegetation anomalies are frequently occurring and may greatly affect ecological functions. Many near-real-time (NRT) detection methods have been developed to detect these anomalies in a timely manner whenever a new satellite observation is available....

  • Article
  • Open Access
2 Citations
1,421 Views
27 Pages

3 February 2025

With advancements in phased array and cognitive technologies, the adaptability of modern multifunction radars (MFRs) has significantly improved, enabling greater flexibility in waveform parameters and beam scheduling. However, these enhancements have...

  • Article
  • Open Access
2 Citations
1,628 Views
26 Pages

Development of a Novel One-Dimensional Nested U-Net Cloud-Classification Model (1D-CloudNet)

  • Minjie Deng,
  • Yong Han,
  • Yan Liu,
  • Li Dong,
  • Qicheng Zhou,
  • Yurong Zhang,
  • Ximing Deng and
  • Tianwei Lu

3 February 2025

Cloud classification is fundamental to advancing climate research and improving weather forecasting. However, existing cloud classification models are constrained by several limitations. For instance, simple statistical methods depend heavily on prio...

  • Technical Note
  • Open Access
2 Citations
2,696 Views
11 Pages

Using Night-Time Drone-Acquired Thermal Imagery to Monitor Flying-Fox Productivity—A Proof of Concept

  • Jessica Meade,
  • Eliane D. McCarthy,
  • Samantha H. Yabsley,
  • Sienna C. Grady,
  • John M. Martin and
  • Justin A. Welbergen

3 February 2025

Accurate and precise monitoring of species abundance is essential for determining population trends and responses to environmental change. Species, such as bats, that have slow life histories, characterized by extended lifespans and low reproductive...

  • Article
  • Open Access
3 Citations
3,311 Views
25 Pages

Sea Surface Temperature Forecasting Using Foundational Models: A Novel Approach Assessed in the Caribbean Sea

  • David Francisco Bustos Usta,
  • Lien Rodríguez-López,
  • Rafael Ricardo Torres Parra and
  • Luc Bourrel

2 February 2025

Sea surface temperature (SST) plays a pivotal role in air–sea interactions, with implications for climate, weather, and marine ecosystems, particularly in regions like the Caribbean Sea, where upwelling and dynamic oceanographic processes signi...

  • Technical Note
  • Open Access
1 Citations
1,372 Views
14 Pages

2 February 2025

Due to its miniature size and single-pass nature, Unmanned Aerial Vehicle (UAV)-borne array synthetic aperture radar (SAR) is capable of obtaining three-dimensional (3D) electromagnetic scattering information with a low cost and high efficiency, maki...

  • Article
  • Open Access
5 Citations
3,858 Views
26 Pages

1 February 2025

Wildfires in the United States have increased in frequency and severity over recent decades, driven by climate change, altered weather patterns, and accumulated flammable materials. Accurately forecasting the Fire Weather Index (FWI) is crucial for m...

  • Article
  • Open Access
4 Citations
5,312 Views
20 Pages

1 February 2025

With the widespread application of remote sensing technologies and UAV imagery in various fields, dense object detection has become a significant and challenging task in computer vision research. Existing end-to-end detection models, particularly tho...

  • Article
  • Open Access
7 Citations
1,597 Views
24 Pages

1 February 2025

This paper studies the performance of an interplanetary CubeSat equipped with a continuous-thrust primary propulsion system in a heliocentric mission scenario, which models a nodal flyby with a potential near-Earth asteroid. In particular, the mathem...

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Remote Sens. - ISSN 2072-4292