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Remote Sensing, Volume 17, Issue 10

2025 May-2 - 147 articles

Cover Story: Satellite imagery enables the continuous monitoring of volcanoes, even in remote areas. To handle the vast amount of data, automated analysis is necessary. This study proposes a semi-supervised GAN model that automatically classifies SEVIRI image pixels for the detection of thermal anomalies, volcanic ash, and meteorological clouds, enabling the temporal characterization of different types of volcanic activity (explosions, lava fountains, lava flows, etc.). The model was trained and tested on Mount Etna and then applied to the Stromboli, Tajogaite, and Nyiragongo volcanoes to assess its generalization capability. The results show an average performance score of 0.9, evaluated using accuracy, precision, recall, and F1-score. View this paper
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Articles (147)

  • Article
  • Open Access
4 Citations
2,172 Views
17 Pages

21 May 2025

Utilizing 58 Landsat-7 images taken over 10 years, the current study investigated the relationship between the mitigation of surface urban heat islands (SUHIs) by NbSs (Nature-based Solutions) and influential variables such as physical variables of N...

(This article belongs to the Section Urban Remote Sensing)
  • Article
  • Open Access
6 Citations
3,723 Views
23 Pages

A Grid-Based Hierarchical Representation Method for Large-Scale Scenes Based on Three-Dimensional Gaussian Splatting

  • Yuzheng Guan,
  • Zhao Wang,
  • Shusheng Zhang,
  • Jiakuan Han,
  • Wei Wang,
  • Shengli Wang,
  • Yihu Zhu,
  • Yan Lv,
  • Wei Zhou and
  • Jiangfeng She

21 May 2025

Efficient and realistic large-scale scene modeling is an important application of low-altitude remote sensing. Although the emerging 3DGS technology offers a simple process and realistic results, its high computational resource demands hinder direct...

(This article belongs to the Topic Unmanned Vehicles Technology and Embodied Intelligence Systems for Intelligent Transportation)
  • Article
  • Open Access
2 Citations
1,778 Views
23 Pages

Codesign of Transmit Waveform and Receive Filter with Similarity Constraints for FDA-MIMO Radar

  • Qiping Zhang,
  • Jinfeng Hu,
  • Xin Tai,
  • Yongfeng Zuo,
  • Huiyong Li,
  • Kai Zhong and
  • Chaohai Li

21 May 2025

The codesign of the receive filter and transmit waveform under similarity constraints is one of the key technologies in frequency diverse array multiple-input multiple-output (FDA-MIMO) radar systems. This paper discusses the design of constant modul...

(This article belongs to the Section Remote Sensing Image Processing)
  • Article
  • Open Access
1,922 Views
28 Pages

21 May 2025

Direct Position Estimation (DPE) is an alternative GNSS positioning method that models received satellite signals as a function of the receiver’s navigation state, allowing for the direct estimation of position, velocity, and time within the na...

(This article belongs to the Special Issue Beidou/GNSS Positioning, Navigation and Timing: Methods and Technology (Second Edition))
  • Article
  • Open Access
2 Citations
1,790 Views
21 Pages

Retrieval of Cloud Ice Water Path from FY-3F MWTS and MWHS

  • Fuxiang Chen,
  • Hao Hu,
  • Fuzhong Weng,
  • Changjiao Dong,
  • Xiang Fang and
  • Jun Yang

21 May 2025

Microwave sounding observations obtained from the National Oceanic and Atmospheric Administration (NOAA) and the European Meteorological Operational Satellite Program (METOP) satellites have been used for retrieving the cloud ice water path (IWP). Ho...

  • Editorial
  • Open Access
1,402 Views
9 Pages

21 May 2025

The evolution of meteorological environments in global arid and semi-arid regions has significant impacts on regional ecological security and global climate regulation [...]

(This article belongs to the Special Issue Comprehensive Analysis Based on Observation, Remote Sensing, and Numerical Models to Understand the Meteorological Environment in Arid Areas and Their Surrounding Areas)
  • Article
  • Open Access
1 Citations
2,043 Views
23 Pages

SFANet: A Ground Object Spectral Feature Awareness Network for Multimodal Remote Sensing Image Semantic Segmentation

  • Yizhou Lan,
  • Daoyuan Zheng,
  • Yingjun Zheng,
  • Feizhou Zhang,
  • Zhuodong Xu,
  • Ke Shang and
  • Zeyu Wan

21 May 2025

The semantic segmentation of remote sensing images is vital for accurate surface monitoring and environmental assessment. Multimodal remote sensing images (RSIs) provide a more comprehensive dimension of information, enabling faster and more scientif...

  • Article
  • Open Access
12 Citations
6,407 Views
22 Pages

21 May 2025

The combination of GNSS RTK and INS offers complementary advantages but faces significant challenges in urban canyons. Frequent cycle slips in carrier phase measurements and ambiguity resolution algorithms increase computational burden without improv...

  • Article
  • Open Access
2 Citations
1,740 Views
17 Pages

Joint Optimization of Carrier Frequency and PRF for Frequency Agile Radar Based on Compressed Sensing

  • Zhaoxiang Yang,
  • Hao Zheng,
  • Yongliang Zhang,
  • Junkun Yan and
  • Yang Jiang

21 May 2025

Frequency agile radar (FAR) exhibits robust anti-jamming capabilities and a superior low probability of intercept performance due to its randomized carrier frequency (CF) and pulse repetition frequency (PRF) hopping sequences. The advent of compresse...

  • Article
  • Open Access
6 Citations
1,723 Views
22 Pages

The Spatiotemporal Variability of Ozone and Nitrogen Dioxide in the Po Valley Using In Situ Measurements and Model Simulations

  • Stiliani Musollari,
  • Andreas Pseftogkas,
  • Maria-Elissavet Koukouli,
  • Astrid Manders,
  • Arjo Segers,
  • Katerina Garane and
  • Dimitris Balis

21 May 2025

The Po Valley is depicted in the literature as a region with one of the most severe air pollution profiles in Europe, frequently exceeding the permitted statutory concentration limits for several air pollutants. The aim of this paper is to present an...

  • Article
  • Open Access
4 Citations
3,307 Views
29 Pages

The Spatiotemporal Evolution and Driving Factors of Surface Urban Heat Islands: A Comparative Study of Beijing and Dalian (2003–2023)

  • Yaru Meng,
  • Caixia Gao,
  • Wenping Yu,
  • Enyu Zhao,
  • Wan Li,
  • Renfei Wang,
  • Yongguang Zhao,
  • Hang Zhao and
  • Jian Zeng

21 May 2025

The urban heat island (UHI) effect significantly impacts urban environments and quality of life, yet research comparing coastal and inland cities is relatively lacking. This study, using the MYD11A2 dataset, analyzes the spatiotemporal evolution of l...

  • Article
  • Open Access
1 Citations
1,567 Views
17 Pages

21 May 2025

Dissolved organic carbon (DOC) is an essential form of carbon in lakes and has significant impact on thermal structure and carbon source-supporting food webs. Current remote sensing studies on DOC mainly focus on the retrieval of surface concentratio...

(This article belongs to the Section Ecological Remote Sensing)
  • Article
  • Open Access
1,175 Views
23 Pages

20 May 2025

Cross-Track Interferometric Synthetic Aperture Radar (XTI-SAR) can utilize variations in interferometric phase to measure sea surface velocity along radar radial direction and sea surface height, which can be used for ocean wave parameter inversion....

  • Article
  • Open Access
2 Citations
1,836 Views
26 Pages

20 May 2025

The water status of plants is affected by abiotic and biotic environmental factors and influences the growth and yield formation of crops. Assessment of the leaf water content (LWC) of grapevine using hyperspectral imaging (1000–2500 nm) was in...

(This article belongs to the Special Issue Precision Agriculture and Crop Monitoring Based on Remote Sensing Methods)
  • Article
  • Open Access
4 Citations
2,561 Views
26 Pages

20 May 2025

Deep learning-based methods for real-time small target detection are critical for applications such as traffic monitoring, land management, and marine transportation. However, achieving high-precision detection of small objects against complex backgr...

(This article belongs to the Section Remote Sensing Image Processing)
  • Article
  • Open Access
3 Citations
2,357 Views
21 Pages

20 May 2025

Remote sensing imaging technology is one of the safest and most effective tools for gas leakage monitoring in chemical parks, as it enables fast and accurate access to detailed information about the gas cloud (e.g., volume, distribution, diffusion, a...

  • Article
  • Open Access
8 Citations
2,236 Views
26 Pages

20 May 2025

The coupling coordination relationship between ecosystem services supply–demand and human well-being in arid inland regions is increasingly vulnerable to imbalance risks under the combined pressures of climate change and intensified anthropogen...

(This article belongs to the Special Issue Remote Sensing for Monitoring Land-Use/Land-Cover Change and Impacts on Ecosystem Service)
  • Article
  • Open Access
3 Citations
4,533 Views
16 Pages

An Integrated GPR and Magnetometry Survey of the Roman Fort of Aquis Querquennis (Northwest Iberia)

  • Tiago do Pereiro,
  • João Fonte,
  • Jesús García Sánchez,
  • Filipe Ribeiro and
  • Santiago Ferrer Sierra

20 May 2025

A comprehensive geophysical survey, combining magnetic gradiometry and ground-penetrating radar (GPR), was undertaken at the Roman fort of Aquis Querquennis to map buried archaeological structures, including potential walls and internal divisions, wi...

(This article belongs to the Special Issue Multi-Data Integration in Near-Surface Geophysics and Close Range Remote Sensing Applied to Cultural Heritage)
  • Article
  • Open Access
4 Citations
2,171 Views
23 Pages

Generalized Ambiguity Function for Bistatic FDA Radar Joint Velocity, Range, and Angle Parameters

  • Xuchen Gao,
  • Junwei Xie,
  • Zihang Ding,
  • Mengdi Zhang,
  • Haowei Zhang,
  • Haolong Zhai and
  • Weihang Han

20 May 2025

The bistatic frequency diverse array (FDA) radar system is designed to exploit the beam autoscanning of FDA radar, providing a novel solution to address spatial synchronization challenges in bistatic radar architecture, unleashing bistatic radar&rsqu...

(This article belongs to the Special Issue Array and Signal Processing for Radar)
  • Article
  • Open Access
3 Citations
1,689 Views
26 Pages

20 May 2025

Accurate early-season crop classification is critical for food security, agricultural applications and policymaking. However, when classification is performed earlier, the available time-series data gradually become scarce. Existing methods mainly fo...

(This article belongs to the Section AI Remote Sensing)
  • Article
  • Open Access
1 Citations
1,859 Views
23 Pages

20 May 2025

Limited labels and detailed changed land-cover interpretation requirements pose challenges for time-series PolSAR change monitoring research. Accurate labels and supervised models are difficult to reuse between massive unlabeled time-series PolSAR da...

(This article belongs to the Special Issue Advances in Microwave Remote Sensing for Earth Observation (EO))
  • Technical Note
  • Open Access
1,346 Views
15 Pages

Seasonal and Interannual Variations in M2 Tidal Current in Offshore Guangdong

  • Caijing Huang,
  • Tingting Zu,
  • Lili Zeng,
  • Rui Shi,
  • Qiang Wang,
  • Ping Wang,
  • Yingwei Tian,
  • Rongwei Zhai and
  • Xinjun Xu

20 May 2025

Understanding tidal changes and their potential forcing mechanisms enables a better assessment of non-stationary tidal effects for projecting extreme sea levels and nuisance flooding. In this study, we investigate the seasonal and interannual changes...

  • Article
  • Open Access
8 Citations
2,906 Views
23 Pages

20 May 2025

Understanding vegetation’s drought response helps predict ecosystem adaptations to climate change and offers scientific insights for managing extreme climate events. Using RS technology, this study systematically investigates the response mecha...

(This article belongs to the Special Issue Application of Remote Sensing to Flood and Drought Analysis, Monitoring and Risk Management)
  • Article
  • Open Access
1 Citations
2,418 Views
23 Pages

20 May 2025

As a vital part of the Eurasian temperate grassland, the Chinese temperate grassland is primarily distributed in the Inner Mongolia Plateau. This paper focuses on mapping temperate grassland dynamics from the 1980s to the 2010s in Inner Mongolia, whi...

(This article belongs to the Special Issue Integration of Remote Sensing and GIS to Forest and Grassland Ecosystem Monitoring)
  • Article
  • Open Access
8 Citations
3,264 Views
25 Pages

20 May 2025

Seasonally dynamic plant communities present challenges for remote mapping, but estimating phenology can help identify periods of peak spectral distinction. While phenology is widely used in environmental and agricultural mapping, its broader ecologi...

(This article belongs to the Section Ecological Remote Sensing)
  • Article
  • Open Access
6 Citations
3,402 Views
40 Pages

Mapping Windthrow Risk in Pinus radiata Plantations Using Multi-Temporal LiDAR and Machine Learning: A Case Study of Cyclone Gabrielle, New Zealand

  • Michael S. Watt,
  • Andrew Holdaway,
  • Nicolò Camarretta,
  • Tommaso Locatelli,
  • Sadeepa Jayathunga,
  • Pete Watt,
  • Kevin Tao and
  • Juan C. Suárez

20 May 2025

As the frequency of strong storms and cyclones increases, understanding wind risk in both existing and newly established plantation forests is becoming increasingly important. Recent advances in the quality and availability of remotely sensed data ha...

(This article belongs to the Special Issue Integration of Remote Sensing and GIS to Forest and Grassland Ecosystem Monitoring)
  • Article
  • Open Access
6 Citations
1,629 Views
20 Pages

A Detection and Cover Integrated Waveform Design Method with Good Correlation Characteristics and Doppler Tolerance

  • Haoting Guo,
  • Fulai Wang,
  • Nanjun Li,
  • Zezhou Wu,
  • Chen Pang,
  • Lei Zhang and
  • Yongzhen Li

20 May 2025

With the increasing complexity of the electromagnetic environment, radar waveform design needs to break through the limitation of traditional single-function architectures, prompting the emergence of integrated radar waveforms. Currently, the mainstr...

  • Review
  • Open Access
36 Citations
8,536 Views
29 Pages

A Review of Machine Learning Applications in Ocean Color Remote Sensing

  • Zhenhua Zhang,
  • Peng Chen,
  • Siqi Zhang,
  • Haiqing Huang,
  • Yuliang Pan and
  • Delu Pan

20 May 2025

Ocean color remote sensing technology has proven to be an indispensable tool for monitoring ocean conditions, as it has consistently provided critical data on global ocean optical properties, color, and biogeochemical parameters over several decades....

(This article belongs to the Section Environmental Remote Sensing)
  • Article
  • Open Access
1,801 Views
41 Pages

20 May 2025

Cross-calibration is an essential technique for calibrating Earth observation satellite sensors, which involves taking nearly simultaneous images of a ground target to compare an uncalibrated sensor to a well-calibrated reference sensor. This study i...

  • Article
  • Open Access
7 Citations
2,487 Views
23 Pages

19 May 2025

Disparity estimation in satellite stereo images is a highly challenging task due to complex terrain, occlusions caused by tall buildings and structures, and texture-less regions such as roads, rivers, and building roofs. Recent deep learning-based sa...

  • Article
  • Open Access
1 Citations
1,104 Views
14 Pages

Investigation of the Application of Measured Meteorological Observations in Real-Time Precise Point Positioning

  • Qinglan Zhang,
  • Shirong Ye,
  • Jingchao Xia,
  • Peng Zhang,
  • Dezhong Chen and
  • Peng Jiang

19 May 2025

Tropospheric delay is the main error source that affects the further improvement of the accuracy of space geodesy. High-precision zenith tropospheric delay (ZTD) can be used as a prior value for precise point positioning (PPP) in global navigation sa...

  • Article
  • Open Access
3 Citations
2,465 Views
28 Pages

19 May 2025

Despite the growing availability of very-high-resolution (VHR) remote sensing imagery, extracting fine-grained urban features and materials remains a complex task. Land use/land cover (LULC) maps generated from satellite imagery often fall short in p...

(This article belongs to the Section Urban Remote Sensing)
  • Article
  • Open Access
9 Citations
1,461 Views
21 Pages

Cross-Level Adaptive Feature Aggregation Network for Arbitrary-Oriented SAR Ship Detection

  • Lu Qian,
  • Junyi Hu,
  • Haohao Ren,
  • Jie Lin,
  • Xu Luo,
  • Lin Zou and
  • Yun Zhou

19 May 2025

The rapid progress of deep learning has significantly enhanced the development of ship detection using synthetic aperture radar (SAR). However, the diversity of ship sizes, arbitrary orientations, densely arranged ships, etc., have been hindering the...

(This article belongs to the Special Issue SAR Image Object Detection and Information Extraction: Methods and Applications)
  • Article
  • Open Access
2 Citations
2,284 Views
17 Pages

Open and Free Sentinel-2 Mowing Event Data for Austria

  • Petra Miletich,
  • Marco Kirchmair,
  • Janik Gregory Deutscher,
  • Alexander Schippl and
  • Manuela Hirschmugl

19 May 2025

The accurate detection of mowing events is important in many applications, including in agricultural contexts such as yield and fodder production, as well as biodiversity assessments, habitat modeling, and protected area monitoring. This work present...

(This article belongs to the Special Issue Advanced in Remote Sensing Approaches for Agricultural Monitoring at Field and Regional Scale)
  • Article
  • Open Access
50 Citations
8,457 Views
22 Pages

DAU-YOLO: A Lightweight and Effective Method for Small Object Detection in UAV Images

  • Zeyu Wan,
  • Yizhou Lan,
  • Zhuodong Xu,
  • Ke Shang and
  • Feizhou Zhang

19 May 2025

Drone object detection serves as a fundamental task for more advanced applications. However, drone images typically exhibit challenges such as small object sizes, dense distributions, and high levels of overlap. Traditional object detection networks...

(This article belongs to the Section Remote Sensing Image Processing)
  • Article
  • Open Access
2 Citations
1,842 Views
16 Pages

Augmenting Satellite Remote Sensing with AERONET-OC for Plume Monitoring in the Chesapeake Bay

  • Samantha Lynn Smith,
  • Stephanie Schollaert Uz,
  • J. Blake Clark and
  • Dirk Aurin

19 May 2025

Satellite observations provide broad spatial coverage of complex coastal environments but may lack temporal resolution to capture rapid changes in these dynamic systems. This study explores the potential of the recently installed NASA Aerosol Robotic...

(This article belongs to the Special Issue Monitoring Coastal and Marine Environments Based on Remote Sensing Data)
  • Article
  • Open Access
1 Citations
1,214 Views
18 Pages

19 May 2025

The single-site lightning detection system can provide timely and effective information on lightning activity in areas where a multi-site lightning network cannot be built. Using deep learning, the single-site lightning detection achieves better perf...

  • Review
  • Open Access
6 Citations
6,770 Views
28 Pages

19 May 2025

Photosynthetically Active Radiation (PAR) is a critical indicator of plant photosynthesis and ecosystem energy flux. Accurate measurement of PAR is essential in agriculture, ecological research, and environmental management. This paper reviews recent...

(This article belongs to the Section Biogeosciences Remote Sensing)
  • Article
  • Open Access
3 Citations
2,171 Views
29 Pages

Machine Learning-Based Estimation of foF2 and MUF(3000)F2 Using GNSS Ionospheric TEC Observations

  • Yuhang Zhang,
  • Ming Ou,
  • Liang Chen,
  • Yi Hao,
  • Qinglin Zhu,
  • Xiang Dong and
  • Weimin Zhen

19 May 2025

This study developed machine learning models using different algorithms, including support vector machine (SVM), random forest (RF), and backpropagation neural network (BPNN), to estimate the critical frequency of the F2 layer (foF2) and the maximum...

  • Article
  • Open Access
6 Citations
5,641 Views
32 Pages

Spatial Downscaling of Soil Moisture Product to Generate High-Resolution Data: A Multi-Source Approach over Heterogeneous Landscapes in Kenya

  • Asnake Kassahun Abebe,
  • Xiang Zhou,
  • Tingting Lv,
  • Zui Tao,
  • Abdelrazek Elnashar,
  • Asfaw Kebede,
  • Chunmei Wang and
  • Hongming Zhang

19 May 2025

Soil moisture (SM) estimates are essential for drought monitoring, hydrological modeling, and climate resilience planning applications. While satellite and model-derived SM products effectively capture SM dynamics, their coarse spatial resolutions (~...

  • Article
  • Open Access
1 Citations
1,809 Views
24 Pages

18 May 2025

Recent advancements in deep-learning and computer vision technologies, coupled with the availability of large-scale remote-sensing image datasets, have accelerated the progress of remote-sensing object detection. However, large-scale remote-sensing i...

(This article belongs to the Section Remote Sensing Image Processing)
  • Article
  • Open Access
3 Citations
2,169 Views
24 Pages

Comparison of a Continuous Forest Inventory to an ALS-Derived Digital Inventory in Washington State

  • Thomas Montzka,
  • Steve Scharosch,
  • Michael Huebschmann,
  • Mark V. Corrao,
  • Douglas D. Hardman,
  • Scott W. Rainsford,
  • Alistair M. S. Smith and
  • The Confederated Tribes and Bands of the Yakama Nation

18 May 2025

The monitoring and assessment of forest conditions has traditionally relied on continuous forest inventory (CFI) plots, where all plot trees are regularly measured at discrete locations, then plots are grouped as representative samples of forested ar...

(This article belongs to the Special Issue Remote Sensing and Lidar Data for Forest Monitoring)
  • Article
  • Open Access
1,462 Views
21 Pages

18 May 2025

The Global Navigation Satellite System (GNSS) has emerged as a critical spatiotemporal infrastructure for ensuring the integrity of remote sensing data links. However, traditional GNSS antenna arrays, typically configured with the antenna spacing of...

  • Article
  • Open Access
7 Citations
3,454 Views
25 Pages

Machine Learning-Based Alfalfa Height Estimation Using Sentinel-2 Multispectral Imagery

  • Hazhir Bahrami,
  • Karem Chokmani,
  • Saeid Homayouni,
  • Viacheslav I. Adamchuk,
  • Rami Albasha,
  • Md Saifuzzaman and
  • Maxime Leduc

18 May 2025

Climate change is threatening the sustainability of crop yields due to an increasing frequency of extreme weather conditions, requiring timely agricultural monitoring. Remote sensing facilitates consistent and continuous monitoring of field crops. Th...

(This article belongs to the Special Issue Machine Learning for Applications in Agriculture and Vegetation Using Remote Sensing)
  • Article
  • Open Access
2 Citations
1,595 Views
21 Pages

17 May 2025

Leaf biochemical traits are crucial for understanding plant physiological status and ecological dynamics. Partial least squares regression (PLSR) models have been widely used to estimate leaf biochemical traits from spectral reflectance information....

(This article belongs to the Section Remote Sensing in Agriculture and Vegetation)
  • Article
  • Open Access
7 Citations
2,785 Views
19 Pages

17 May 2025

The Arctic is the fastest-warming region on Earth, exhibiting a pronounced “amplifying effect”, which has triggered widespread permafrost thaw and increased the risk of surface deformation. In the Arctic coastal lowlands, permafrost is al...

(This article belongs to the Special Issue Advances in Cryosphere Monitoring: Integrating Multi-Source Remote Sensing and AI Technologies)
  • Article
  • Open Access
2 Citations
1,566 Views
19 Pages

Remote Sensing of Particle Absorption Coefficient of Pigments Using a Two-Stage Framework Integrating Optical Classification and Machine Learning

  • Xietian Xia,
  • Shaohua Lei,
  • Hui Lu,
  • Zenghui Xu,
  • Xiang Li,
  • Xing Chen,
  • Niancheng Hong,
  • Jie Xu,
  • Kun Shi and
  • Jiacong Huang

17 May 2025

The particle absorption coefficient of pigments (aph(λ)), a critical indicator of phytoplankton spectral absorption properties, is essential for bio-optical models and water quality monitoring. To enhance the accuracy of aph(λ) retrieva...

(This article belongs to the Section Environmental Remote Sensing)
  • Article
  • Open Access
13 Citations
4,705 Views
18 Pages

Prediction of Sea Surface Chlorophyll-a Concentrations by Remote Sensing and Deep Learning

  • Qingfeng Ruan,
  • Delu Pan,
  • Difeng Wang,
  • Xianqiang He,
  • Fang Gong and
  • Qingjiu Tian

17 May 2025

Accurate prediction of the spatiotemporal distribution of chlorophyll-a (Chl-a) is essential for evaluating marine ecosystem health and predicting ecological disasters. Current methods struggle to capture short-term variability and periodic trends in...

(This article belongs to the Special Issue Artificial Intelligence for Ocean Remote Sensing (Second Edition))
  • Article
  • Open Access
3 Citations
1,684 Views
23 Pages

17 May 2025

Predicting macroseismic intensity from instrumental ground motion parameters remains a complex task due to the nonlinear relationship with observed damage patterns. An explainable machine learning model based on the XGBoost algorithm was developed to...

(This article belongs to the Special Issue Intelligent Perception of Disaster Information in Remote Sensing Imagery)
  • Article
  • Open Access
7 Citations
1,879 Views
30 Pages

When Time Prevails: The Perils of Overlooking Temporal Landscape Evolution in Landslide Susceptibility Predictions

  • Jinping Liu,
  • Panxing He,
  • Jianhua Xiao,
  • Qingfeng Hu,
  • Yanqun Ren,
  • Aiding Kornejady and
  • Huiran Gao

17 May 2025

This study highlights the importance of incorporating temporal landscape dynamics in landslide susceptibility assessments (LSAs). Two models are compared: one integrates multi-temporal data, while the other relies solely on present conditions. Artifi...

(This article belongs to the Special Issue Advances in Remote Sensing for Land Subsidence Monitoring)

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Remote Sens. - ISSN 2072-4292