Tracking Rapid Permafrost thaw Through Time: Exploring the Potential of Convolutional Neural Network based Models

Keyphrases

• Neural Network Model 100%
• Convolutional Neural Network 100%
• Permafrost Thaw 100%
• Retrogressive Thaw Slump 100%
• Permafrost 50%
• Greenhouse Gas Emissions 33%
• Satellite Data 33%
• Time Series Data 16%
• Lack of Information 16%
• Limited Availability 16%
• Training Data 16%
• Best Model 16%
• Neural Network 16%
• Machine Learning Models 16%
• Precision-recall 16%
• Rapid Environmental Change 16%
• Greenhouse Gas 16%
• Runaway 16%
• High Latitude 16%
• Precision Parameters 16%
• Convolutional Neural Network Model 16%
• Accelerated Release 16%
• Short Time Series 16%
• Sentinel-2 Data 16%
• Sentinel-2 Satellite 16%
• Model Precision 16%
• Automated Monitoring 16%
• Cryosphere 16%
• High Resolution Satellite Data 16%
• Recall Value 16%
• F1 Value 16%
• Limited Diversity 16%

INIS

• data 100%
• neural networks 100%
• permafrost 100%
• satellites 42%
• greenhouse gases 42%
• monitoring 28%
• resolution 28%
• emission 28%
• values 14%
• information 14%
• availability 14%
• precision 14%
• approximations 14%
• machine learning 14%
• cryosphere 14%

Earth and Planetary Sciences

• Satellite Data 100%
• Time Series 66%
• Greenhouse Gas Emission 66%
• Sentinel-2 66%
• Greenhouse Gas 33%
• Environmental Change 33%
• Machine Learning 33%
• Cryosphere 33%