Shunlin Liang
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View article: Generation of global 1 km daily land surface–air temperature difference and sensible heat flux products from 2000 to 2020
Generation of global 1 km daily land surface–air temperature difference and sensible heat flux products from 2000 to 2020 Open
Accurate estimation of land surface sensible heat flux (H) is crucial for comprehending the dynamics of surface energy transfer and the cycles of water and carbon. Yet, existing H products mainly are meteorological reanalysis datasets with…
View article: A seamless global daily 5 km soil moisture product from 1982 to 2021 using AVHRR satellite data and an attention-based deep learning model
A seamless global daily 5 km soil moisture product from 1982 to 2021 using AVHRR satellite data and an attention-based deep learning model Open
Soil moisture (SM) data records longer than 30 years are critical for climate change research and various applications. However, only a few such long-term global SM datasets exist, and they often suffer from large biases, low spatial resol…
View article: Generating the 500 m Global Satellite Vegetation Productivity Phenology Product from 2001 to 2020
Generating the 500 m Global Satellite Vegetation Productivity Phenology Product from 2001 to 2020 Open
Accurate monitoring of vegetation phenology is vital for understanding climate change impacts on terrestrial ecosystems. While global vegetation greenness phenology (VGP) products are widely available, vegetation productivity phenology (VP…
View article: An overview of the high-resolution global LAnd surface satellite (Hi-GLASS) products suite
An overview of the high-resolution global LAnd surface satellite (Hi-GLASS) products suite Open
View article: Remote Sensing and Critical Slowing Down Modeling Reveal Vegetation Resilience in the Three Gorges Reservoir Area, China
Remote Sensing and Critical Slowing Down Modeling Reveal Vegetation Resilience in the Three Gorges Reservoir Area, China Open
Globally, ecosystems are affected by climate change, human activities, and natural disasters, which impact ecosystem quality and stability. Vegetation plays a crucial role in ecosystem material cycle and energy transformation, making it im…
View article: The importance of distinguishing between natural and managed tree cover gains in the moist tropics
The importance of distinguishing between natural and managed tree cover gains in the moist tropics Open
Naturally regenerated forests and managed tree systems provide different levels of carbon, biodiversity, and livelihood benefits. Here, we show that tree cover gains in the moist tropics during 1982-2015 were 56% ± 3% naturally regenerated…
View article: A universal physically-based topographic correction framework for high-resolution optical satellite data
A universal physically-based topographic correction framework for high-resolution optical satellite data Open
View article: AgriFM: A Multi-source Temporal Remote Sensing Foundation Model for Crop Mapping
AgriFM: A Multi-source Temporal Remote Sensing Foundation Model for Crop Mapping Open
Accurate crop mapping fundamentally relies on modeling multi-scale spatiotemporal patterns, where spatial scales range from individual field textures to landscape-level context, and temporal scales capture both short-term phenological tran…
View article: Dual-Stage Attention-Augmented ACT Model: Optimization and Validation for Bimanual Fine Manipulation Tasks
Dual-Stage Attention-Augmented ACT Model: Optimization and Validation for Bimanual Fine Manipulation Tasks Open
Traditional Action Chunking with Transformers (ACT) exhibit limitations in multi-step precision manipulation tasks (e.g., battery insertion, nylon cable tie threading). Their single-stage attention mechanism struggles to capture cross-temp…
View article: Estimation of surface all-wave net radiation from MODIS data using deep residual neural network based on limited samples
Estimation of surface all-wave net radiation from MODIS data using deep residual neural network based on limited samples Open
View article: Monthly 0.05° winter months snow depth dataset for the Northern Hemisphere from 21 CMIP6 models
Monthly 0.05° winter months snow depth dataset for the Northern Hemisphere from 21 CMIP6 models Open
Accurate snow depth datasets are crucial for water resource management, comprehensive climate change evaluations, and the sustainable advancement of the ice-and-snow economy in the context of rapid climate change. To create a high-resoluti…
View article: Projected climate zone shifts could undermine the effectiveness of global protected areas for biodiversity conservation by mid-to-late century
Projected climate zone shifts could undermine the effectiveness of global protected areas for biodiversity conservation by mid-to-late century Open
View article: Generation of global 1 km daily land surface – air temperature difference and sensible heat flux products from 2000 to 2020
Generation of global 1 km daily land surface – air temperature difference and sensible heat flux products from 2000 to 2020 Open
Accurate estimation of land surface sensible heat flux (H) is crucial for comprehending the dynamics of surface energy transfer and the cycles of water and carbon. Yet, existing H products mainly are meteorological reanalysis datasets with…
View article: Research on Low-Altitude Aircraft Point Cloud Generation Method Using Single Photon Counting Lidar
Research on Low-Altitude Aircraft Point Cloud Generation Method Using Single Photon Counting Lidar Open
To address the deficiency of aircraft point cloud training data for low-altitude environment perception systems, a method termed APCG (aircraft point cloud generation) is proposed. APCG can generate aircraft point cloud data in the single …
View article: Soil Moisture Satellite Data Under Scrutiny: Assessing Accuracy Through Environmental Proxies and Extended Triple Collocation Analysis
Soil Moisture Satellite Data Under Scrutiny: Assessing Accuracy Through Environmental Proxies and Extended Triple Collocation Analysis Open
16 different satellite soil moisture (SM) datasets (passive, active, combined, and model data) were compared at the European scale. We hypothesized that SM should be reflected by a variety of environmental factors, such as topography, hydr…
View article: A seamless global daily 5 km soil moisture product from 1982 to 2021 using AVHRR satellite data and an attention-based deep learning model
A seamless global daily 5 km soil moisture product from 1982 to 2021 using AVHRR satellite data and an attention-based deep learning model Open
Soil moisture (SM) data records longer than 30 years are critical for climate change research and various applications. However, only a few such long-term global SM datasets exist, and they often suffer from large biases, low spatial resol…
View article: Generating an Annual 30m Rice Cover Product for Monsoon Asia (2018-2023) Using Harmonized Landsat and Sentinel-2 Data and the Nasa-Ibm Geospatial Foundation Model
Generating an Annual 30m Rice Cover Product for Monsoon Asia (2018-2023) Using Harmonized Landsat and Sentinel-2 Data and the Nasa-Ibm Geospatial Foundation Model Open
View article: Asiawheat: The First Asian 250-M Annual Fractional Wheat Cover Time Series (2001-2023) Using Convolutional Neural Networks and Transformer Models
Asiawheat: The First Asian 250-M Annual Fractional Wheat Cover Time Series (2001-2023) Using Convolutional Neural Networks and Transformer Models Open
View article: The High-Resolution Global Land Surface Satellite (Hi-Glass) Products Suite
The High-Resolution Global Land Surface Satellite (Hi-Glass) Products Suite Open
View article: The First Algorithm for Mapping High-Resolution Cropland Inundation Status Throughout the Growing Season Using Swot Karin Data
The First Algorithm for Mapping High-Resolution Cropland Inundation Status Throughout the Growing Season Using Swot Karin Data Open
View article: Z-Shaped Cropping and Enhanced Yolov11: An Object Detection Approach for Occluded Small Targets
Z-Shaped Cropping and Enhanced Yolov11: An Object Detection Approach for Occluded Small Targets Open
View article: Nickel/Manganese Oxide as a High-Performance Catalyst for High-Current-Density Hydrogen Evolution in Alkaline Media
Nickel/Manganese Oxide as a High-Performance Catalyst for High-Current-Density Hydrogen Evolution in Alkaline Media Open
View article: Green Finance and Urban Development: Evidence from Cities in China
Green Finance and Urban Development: Evidence from Cities in China Open
Green finance drives urban development, and plays a key role in Beautiful China Initiative. Since Integrated Reform Plan for Promoting Ecological Progress was published in 2015, each province and cities in China actively responds and imple…
View article: Projected climate zone shifts could undermine the effectiveness of global protected areas for biodiversity conservation by the mid-to-late century
Projected climate zone shifts could undermine the effectiveness of global protected areas for biodiversity conservation by the mid-to-late century Open
Climate change is driving broad-scale redistribution of species and is expected to accelerate in the coming decades, potentially undermining the effectiveness of protected areas (PAs) for biodiversity conservation. To assess exposure of gl…
View article: A long-term high-resolution dataset of grasslands grazing intensity in China
A long-term high-resolution dataset of grasslands grazing intensity in China Open
View article: A comprehensive review of rice mapping from satellite data: Algorithms, product characteristics and consistency assessment
A comprehensive review of rice mapping from satellite data: Algorithms, product characteristics and consistency assessment Open
With a growing global population and intensifying regional conflicts, the need for food is more urgent than ever. Rice, as one of the world's major staple crops especially in Asia, sustains over 50 percent of the global population. Accurat…
View article: A dataset of 0.05-degree leaf area index in China during 1983–2100 based on deep learning network
A dataset of 0.05-degree leaf area index in China during 1983–2100 based on deep learning network Open
Leaf Area Index (LAI) is a critical parameter in terrestrial ecosystems, with high spatial resolution data being extensively utilized in various research studies. However, LAI data under future scenarios are typically only available at 1° …
View article: A 30-m gross primary production dataset from 2016 to 2020 in China
A 30-m gross primary production dataset from 2016 to 2020 in China Open
View article: Global assessment of vegetation patterns along topographic gradients
Global assessment of vegetation patterns along topographic gradients Open
The complex topography in mountainous regions, exemplified by factors like slope aspect, leads to noticeable variations in vegetation patterns, which are fundamental for understanding mountain ecosystems. However, a consistent global-scale…
View article: Improved estimation of daily blue-sky snow shortwave albedo from MODIS data and reanalysis information
Improved estimation of daily blue-sky snow shortwave albedo from MODIS data and reanalysis information Open
Snow albedo is a key geophysical parameter that controls the energy exchanges between the atmosphere and Earth's surfaces and has been widely utilized in climatic and environmental change studies. However, recent studies have demonstrated …