On the Use of COSMO-SkyMed X-Band SAR for Estimating Snow Water Equivalent in Alpine Areas: A Retrieval Approach Based on Machine Learning and Snow Models-Reference-Cited by-同舟云学术

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On the Use of COSMO-SkyMed X-Band SAR for Estimating Snow Water Equivalent in Alpine Areas: A Retrieval Approach Based on Machine Learning and Snow Models

Published:2022 Issue: Volume:60 Page:1-19
ISSN:0196-2892
Container-title:IEEE Transactions on Geoscience and Remote Sensing
language:
Short-container-title:IEEE Trans. Geosci. Remote Sensing

Author:

Santi Emanuele¹^ORCID,De Gregorio Ludovica²^ORCID,Pettinato Simone¹^ORCID,Cuozzo Giovanni²^ORCID,Jacob Alexander²^ORCID,Notarnicola Claudia²^ORCID,Gunther Daniel³^ORCID,Strasser Ulrich⁴,Cigna Francesca⁵^ORCID,Tapete Deodato⁵^ORCID,Paloscia Simonetta¹^ORCID

Affiliation:

1. National Research Council (IFAC-CNR), Institute of Applied Physics, Florence, Italy

2. EURAC Research, Institute for Earth Observation, Bolzano, Italy

3. Zentralanstalt für Meteorologie und Geodynamik (ZAMG), Vienna, Austria

4. Institute for Geography, University of Innsbruck, Innsbruck, Austria

5. Italian Space Agency, Rome, Italy

Funder

Italian Space Agency

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

General Earth and Planetary Sciences,Electrical and Electronic Engineering

Link

http://xplorestaging.ieee.org/ielx7/36/9633014/09830765.pdf?arnumber=9830765

Reference50 articles.

1. Early Stopping - But When?

2. Neural Networks Applications for the Remote Sensing of Hydrological Parameters

3. The perceptron: A probabilistic model for information storage and organization in the brain.

4. Inversion of multilayer nets

5. Multilayer feedforward networks are universal approximators

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1. Machine Learning Algorithms Assessment for Snow LWC Retrieval from SAR Data;IGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium;2024-07-07

2. Integration of Active and Passive Multifrequency Data from AMSR-2 and Cosmo SkyMed for Snow Depth Monitoring at High Resolution in Alpine Environments;IGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium;2024-07-07

3. Italian Space Agency’s Scientific Downstream Applications from Multi-Frequency SAR to Hyperspectral Prisma Data;2024 IEEE Mediterranean and Middle-East Geoscience and Remote Sensing Symposium (M2GARSS);2024-04-15

4. GEMS v1.0: Generalizable Empirical Model of Snow Accumulation and Melt, based on daily snow mass changes in response to climate and topographic drivers;Geoscientific Model Development;2024-02-02

5. LSKF-YOLO: Large Selective Kernel Feature Fusion Network for Power Tower Detection in High-Resolution Satellite Remote Sensing Images;IEEE Transactions on Geoscience and Remote Sensing;2024

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