Interannual and seasonal variations of permafrost thaw depth on the Qinghai-Tibetan Plateau: A comparative study using long short-term memory, convolutional neural networks, and random forest

Application of Nonlinear Time Series and Machine Learning Algorithms for Forecasting Groundwater Flooding in a Lowland Karst Area

(2022) Bidroha Basu et al.   WATER RESOURCES RESEARCH

Ranking the importance of demographic, socioeconomic, and underlying health factors on US COVID-19 deaths: A geographical random forest approach

(2022) George Grekousis et al.   HEALTH & PLACE

Spatial and Temporal Differences in Alpine Meadow, Alpine Steppe and All Vegetation of the Qinghai-Tibetan Plateau and Their Responses to Climate Change

(2021) Hanchen Duan et al.   Remote Sensing

Curve Number Estimation for Ungauged Watershed in Semi-Arid Region

(2021) Denik Sri Krisnayanti et al.   Civil Engineering Journal-Tehran

A Comparison of Multiple Imputation Methods for Recovering Missing Data in Hydrological Studies

(2021) Fatimah Bibi Hamzah et al.   Civil Engineering Journal-Tehran

Isolating the Contributions of Seasonal Climate Warming to Permafrost Thermal Responses Over the Qinghai‐Tibet Plateau

(2021) Guofei Zhang et al.   JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES

Near-Real-Time Forecast of Satellite-Based Soil Moisture Using Long Short-Term Memory with an Adaptive Data Integration Kernel

(2020) Kuai Fang et al.   JOURNAL OF HYDROMETEOROLOGY

Carbon release through abrupt permafrost thaw

(2020) Merritt R. Turetsky et al.   Nature Geoscience

The first high-resolution meteorological forcing dataset for land process studies over China

(2020) Jie He et al.   Scientific Data

Development of a daily soil moisture product for the period of 2002–2011 in Mainland China

(2020) Kun Yang et al.   Science China-Earth Sciences

Transferability of the Deep Learning Mask R-CNN Model for Automated Mapping of Ice-Wedge Polygons in High-Resolution Satellite and UAV Images

(2020) Weixing Zhang et al.   Remote Sensing

Permafrost thawing puts the frozen carbon at risk over the Tibetan Plateau

(2020) Taihua Wang et al.   Science Advances

Spatial prediction of permafrost occurrence in Sikkim Himalayas using logistic regression, random forests, support vector machines and neural networks

(2020) Prashant Baral et al.   GEOMORPHOLOGY

Drought characteristics and its elevation dependence in the Qinghai–Tibet plateau during the last half-century

(2020) Wei Feng et al.   Scientific Reports

Simulation of the Present and Future Projection of Permafrost on the Qinghai‐Tibet Plateau with Statistical and Machine Learning Models

(2020) Jie Ni et al.   JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES

Progress and Challenges in Studying Regional Permafrost in the Tibetan Plateau Using Satellite Remote Sensing and Models

(2020) Huiru Jiang et al.   Frontiers in Earth Science

The Role of Winter Warming in Permafrost Change Over the Qinghai‐Tibet Plateau

(2019) Guofei Zhang et al.   GEOPHYSICAL RESEARCH LETTERS

Seasonal Deformation of Permafrost in Wudaoliang Basin in Qinghai-Tibet Plateau Revealed by StaMPS-InSAR

(2019) Ping Lu et al.   MARINE GEODESY

Using deep learning to map retrogressive thaw slumps in the Beiluhe region (Tibetan Plateau) from CubeSat images

(2019) Lingcao Huang et al.   REMOTE SENSING OF ENVIRONMENT

Effect of nitrifiers community on fouling mitigation and nitrification efficiency in a membrane bioreactor

(2018) Arsalan Sepehri et al.   CHEMICAL ENGINEERING AND PROCESSING

Statistical Forecasting of Current and Future Circum-Arctic Ground Temperatures and Active Layer Thickness

(2018) J. Aalto et al.   GEOPHYSICAL RESEARCH LETTERS

Spatial modeling of permafrost distribution and properties on the Qinghai-Tibet Plateau

(2018) Xiaobo Wu et al.   PERMAFROST AND PERIGLACIAL PROCESSES

Remaining useful life estimation in prognostics using deep convolution neural networks

(2018) Xiang Li et al.   RELIABILITY ENGINEERING & SYSTEM SAFETY

Dynamics of vegetation autumn phenology and its response to multiple environmental factors from 1982 to 2012 on Qinghai-Tibetan Plateau in China

(2018) Peng Li et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Modeling the role of preferential snow accumulation in through talik development and hillslope groundwater flow in a transitional permafrost landscape

(2018) Elchin Jafarov et al.   Environmental Research Letters

Deep Convolutional Neural Networks for Automated Characterization of Arctic Ice-Wedge Polygons in Very High Spatial Resolution Aerial Imagery

(2018) Weixing Zhang et al.   Remote Sensing

Development of perennial thaw zones in boreal hillslopes enhances potential mobilization of permafrost carbon

(2018) Michelle A Walvoord et al.   Environmental Research Letters

Data-driven mapping of the spatial distribution and potential changes of frozen ground over the Tibetan Plateau

(2018) Taihua Wang et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Data-driven mapping of the potential mountain permafrost distribution

(2017) Nicola Deluigi et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Effects of local factors and climate on permafrost conditions and distribution in Beiluhe basin, Qinghai-Tibet Plateau, China

(2017) Guoan Yin et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Sensitivity of Historical Simulation of the Permafrost to Different Atmospheric Forcing Data Sets from 1979 to 2009

(2017) Donglin Guo et al.   JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES

Numerical Modeling of the Active Layer Thickness and Permafrost Thermal State Across Qinghai-Tibetan Plateau

(2017) Yanhui Qin et al.   JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES

Land surface model calibration through microwave data assimilation for improving soil moisture simulations

(2016) Kun Yang et al.   JOURNAL OF HYDROLOGY

Downscaling land surface temperatures at regional scales with random forest regression

(2016) Christopher Hutengs et al.   REMOTE SENSING OF ENVIRONMENT

Hydrologic Impacts of Thawing Permafrost—A Review

(2016) Michelle A. Walvoord et al.   VADOSE ZONE JOURNAL

Integrated surface/subsurface permafrost thermal hydrology: Model formulation and proof-of-concept simulations

(2016) Scott L. Painter et al.   WATER RESOURCES RESEARCH

Review on climate change on the Tibetan Plateau during the last half century

(2016) Xingxing Kuang et al.   JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES

Environmental controls on soil organic carbon and nitrogen stocks in the high-altitude arid western Qinghai-Tibetan Plateau permafrost region

(2016) Xiaodong Wu et al.   Journal of Geophysical Research-Biogeosciences

The response of vegetation dynamics of the different alpine grassland types to temperature and precipitation on the Tibetan Plateau

(2015) Jian Sun et al.   ENVIRONMENTAL MONITORING AND ASSESSMENT

Changes in active-layer thickness and near-surface permafrost between 2002 and 2012 in alpine ecosystems, Qinghai–Xizang (Tibet) Plateau, China

(2015) Qingbai Wu et al.   GLOBAL AND PLANETARY CHANGE

Climate change and the permafrost carbon feedback

(2015) E. A. G. Schuur et al.   NATURE

Deep learning

(2015) Yann LeCun et al.   NATURE

Distribution of near-surface permafrost in Alaska: Estimates of present and future conditions

(2015) Neal J. Pastick et al.   REMOTE SENSING OF ENVIRONMENT

The long-term trends (1982–2006) in vegetation greenness of the alpine ecosystem in the Qinghai-Tibetan Plateau

(2014) Li Zhang et al.   Environmental Earth Sciences

Drought severity change in China during 1961–2012 indicated by SPI and SPEI

(2014) Wen Wang et al.   NATURAL HAZARDS

Extrapolating active layer thickness measurements across Arctic polygonal terrain using LiDAR andNDVIdata sets

(2014) Chandana Gangodagamage et al.   WATER RESOURCES RESEARCH

Extending Airborne Electromagnetic Surveys for Regional Active Layer and Permafrost Mapping with Remote Sensing and Ancillary Data, Yukon Flats Ecoregion, Central Alaska

(2013) Neal J. Pastick et al.   PERMAFROST AND PERIGLACIAL PROCESSES

Recent Advances in Mountain Permafrost Research

(2013) Bernd Etzelmüller   PERMAFROST AND PERIGLACIAL PROCESSES

The active layer: A conceptual review of monitoring, modelling techniques and changes in a warming climate

(2013) Philip P. Bonnaventure et al.   PROGRESS IN PHYSICAL GEOGRAPHY

Active layer thickness variations on the Qinghai–Tibet Plateau under the scenarios of climate change

(2011) Qiangqiang Pang et al.   Environmental Earth Sciences

On downward shortwave and longwave radiations over high altitude regions: Observation and modeling in the Tibetan Plateau

(2009) Kun Yang et al.   AGRICULTURAL AND FOREST METEOROLOGY

Recent advances in permafrost modelling

(2008) Daniel Riseborough et al.   PERMAFROST AND PERIGLACIAL PROCESSES