17 - 22 July, 2022 • Physical: Kuala Lumpur Convention Centre (KLCC), Kuala Lumpur, Malaysia • Hybrid: Online Platform

Preserving Our Heritage, Enabling Our Future Through Remote Sensing

17 - 22 July, 2022 • Physical: Kuala Lumpur Convention Centre (KLCC), Kuala Lumpur, Malaysia • Hybrid: Online Platform

TU5.V9.2

TRACKING RAPID PERMAFROST THAW THROUGH TIME: EXPLORING THE POTENTIAL OF CONVOLUTIONAL NEURAL NETWORK BASED MODELS

Felix Rustemeyer, Julia Barrott, Matthew Fielding, Stockholm Environment Institute, Netherlands; Adam Wickenden, Faculty Science Ltd, United Kingdom; Gustaf Hugelius, Stockholm University, Sweden; Alexia Briassouli, Maastricht University, Netherlands
Session:
Freeze-Thaw Status Oral Virtual
Track:
Cryosphere
Location:
Virtual Room 9
Presentation Time:
Tue, 19 Jul, 20:05 - 20:20 Malaysia Time (UTC +8)
Tue, 19 Jul, 14:05 - 14:20 Central European Time (UTC +2)
Tue, 19 Jul, 12:05 - 12:20 UTC
Tue, 19 Jul, 08:05 - 08:20 Eastern Time (UTC -4)
Session Chair:
Anton Kostylev, Russian State Hydrometeorological University
Session Manager:
Mohd Naqdyuzen Nordin
Presentation
Discussion
Resources
No resources available.
Session TU5.V9
TU5.V9.1: IMPROVING FREEZE/THAW ONSETS RETRIEVAL BY COMBINING SMAP AND AMSR2 BASED ON XGBOOST: A CASE STUDY IN ALASKA
Wen Zhong, Qiangqiang Yuan, Tingting Liu, Wuhan University, China; Linwei Yue, China University of Geosciences, China
TU5.V9.2: TRACKING RAPID PERMAFROST THAW THROUGH TIME: EXPLORING THE POTENTIAL OF CONVOLUTIONAL NEURAL NETWORK BASED MODELS
Felix Rustemeyer, Julia Barrott, Matthew Fielding, Stockholm Environment Institute, Netherlands; Adam Wickenden, Faculty Science Ltd, United Kingdom; Gustaf Hugelius, Stockholm University, Sweden; Alexia Briassouli, Maastricht University, Netherlands
TU5.V9.3: THE UNCERTAINTY IN INSAR-BASED ACTIVE LAYER SOIL WATER STORAGE ESTIMATES OVER THE ARCTIC FOOTHILLS
Yue Wu, Jingyi Chen, Michael O’Connor, Stephen B. Ferencz, M. Bayani Cardenas, University of Texas at Austin, United States; George W. Kling, University of Michigan, United States
TU5.V9.4: TANDEM-X AND SENTINEL-2: OPPORTUNITIES FOR INVESTIGATING RETROGRESSIVE THAW SLUMPS
Philipp Bernhard, ETH Zürich, Switzerland; Simon Zwieback, University of Alaska Fairbanks, United States; Irena Hajnsek, German Aerospace Center, Germany
TU5.V9.5: RESEARCH OF THE ICE SURFACE WITH MELT AND FREEZ UP AREAS USING SCATTEROMETER DATA
Anton Kostylev, Russian State Hydrometeorological University, Russia