THP1.PJ.10
Sensitivity of LSTM Model Performance to Lookback Window for Snow Water Equivalent Estimation
Wei-Ting Hung, Ziheng Sun, Daniel Tong, George Mason University
Session:
THP1.PJ: Snow Cover II Poster
Track:
Cryosphere
Location:
Poster Area J
Presentation Time:
Thursday, 13 August, 09:45 - 11:00
Presentation
Discussion
Resources
No resources available.
Session THP1.PJ
THP1.PJ.1: How Comparable are the Effects of Inorganic and Organic Carbon-Based Nanoparticles on Snow Spectral Responses?
Gladimir Baranoski, Petri Varsa, University of Waterloo
THP1.PJ.4: EVALUATING THE IMPACT OF DIFFERENT PARAMETERS ON SWE RETRIEVAL USING SENTINEL-1 INTERFEROMETRIC DATA AND LIDAR SNOW DEPTH
Shadi Oveisgharan, Emre Havazli, Jet Propulsion Lab
THP1.PJ.5: EFAST-BASED KEY PARAMETER IDENTIFICATION AND MODEL PARAMETERIZATION FOR THE BICONTINUOUS-VRT SNOW MODEL
Ling Zheng, Xiaojing Liu, Jiayi He, Sichuan Agricultural University
THP1.PJ.6: Deep Learning-Based Snow Depth Retrieval from Sentinel-1 Repeat-Pass InSAR
Nayan Yadav, Rutgers University; Shadi Oveisgharan, Jet Propulsion Laboratory; Shirin Jalali, Rutgers University
THP1.PJ.7: Physically Informed Bayesian Retrieval of SWE and Snow Depth in Forested Areas from Airborne X And Ku-Band SAR Measurements
Siddharth Singh, University of Illinois, Urbana-Champaign; Carrie vuyovich, NASA; Ana Barros, University of Illinois, Urbana-Champaign
THP1.PJ.9: An LLM-Orchestrated Workflow for Parameter Optimization in Snow Microwave Forward Modeling: A Coze–SMRT Case Study
Jiayi Du, Yuanhao Cao, Yiwen Fang, Heston Blackwell, Shurun Tan, International Campus, Zhejiang University
THP1.PJ.10: Sensitivity of LSTM Model Performance to Lookback Window for Snow Water Equivalent Estimation
Wei-Ting Hung, Ziheng Sun, Daniel Tong, George Mason University
THP1.PJ.11: ANALYZING SNOWMELT DYNAMICS THROUGH ACTIVE AND PASSIVE MICROWAVE REMOTE SENSING
Rahul Kar, Syracuse University; George Duffy, University of Wisconsin-Milwaukee; Samuel Tuttle, Syracuse University; Carrie Vuyovich, NASA Goddard Space Flight Center; Elias Deeb, USACE Cold Regions Research and Engineering Laboratory
THP1.PJ.12: NISAR AND UAVSAR-BASED SEASONAL SNOW MONITORING: EARLY RESULTS AND FUTURE DIRECTIONS
Jack Tarricone, NASA Goddard Space Flight Center; Ross Palomaki, University of Colorado, Boulder; Randall Bonnell, U.S. Geological Survey; Zach Hoppinen, University of Alaska Fairbanks; Shadi Oveisgharan, Jet Propulsion Laboratory; Jorge Ruiz, Finnish Meteorological Institute; Hans-Peter Marshall, Boise State University; Elias Deeb, Cold Regions Research and Engineering Laboratory; Carrie Vuyovich, NASA Goddard Space Flight Center; Steven Margulis, University of California Los Angeles; Simon Yueh, Jet Propulsion Laboratory; Richard Forster, University of Utah; Ryan Webb, University of Wyoming; Daniel McGrath, Colorado State University; Juha Lemmetyinen, Finnish Meteorological Institute; Kelly Elder, USDA Forest Service; Rashmi Shah, Xiaolan Xu, Mario Chaubell, Jet Propulsion Laboratory; Micah Johnson, Micah Sandusky, Mark Robertson, M3 Works; Thomas Painter, Airborne Snow Observatories; Curtis Beutler, Lawrence Berkeley National Laboratory
Resources
No resources available.