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Mansour, Islam and Papathanassiou, Konstantinos and Haensch, Ronny and Hajnsek, Irena (2023) Machine Learning in Model-Based Forest Height Inversion. Proceedings of the ESA POLinSAR Workshop, 2023. ESA POLinSAR Workshop, 2023-06-19 - 2023-06-23, Toulouse, France.
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Abstract
Model-based (PM) forest height inversion from Polarimetric Interferometric Synthetic Aperture Radar (Pol-InSAR) measurements is today an established application demonstrated and validated at large scales for a wide variety of boreal and tropical forest sites at different frequencies (from X- down to P- band) [1], [2]. Although the estimation performance obtained may depend on the individual observation spaces in each case, it is generally (very) convincing. However, as with any model-based inversion approach, there are inherent limitations that can restrict expected performance depending on the individual case [3].
| Item URL in elib: | https://elib.dlr.de/195246/ | ||||||||||||||||||||
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| Document Type: | Conference or Workshop Item (Speech) | ||||||||||||||||||||
| Title: | Machine Learning in Model-Based Forest Height Inversion | ||||||||||||||||||||
| Authors: |
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| Date: | June 2023 | ||||||||||||||||||||
| Refereed publication: | No | ||||||||||||||||||||
| Open Access: | Yes | ||||||||||||||||||||
| Gold Open Access: | No | ||||||||||||||||||||
| In SCOPUS: | No | ||||||||||||||||||||
| In ISI Web of Science: | No | ||||||||||||||||||||
| Publisher: | Proceedings of the ESA POLinSAR Workshop, 2023 | ||||||||||||||||||||
| Status: | Accepted | ||||||||||||||||||||
| Keywords: | Polarimetric SAR;Multimodal Data;Fusion-based inversion; Machine learning;Hybrid modeling; Forest height estimation; Forests; TanDEM-X; ALOS2; | ||||||||||||||||||||
| Event Title: | ESA POLinSAR Workshop | ||||||||||||||||||||
| Event Location: | Toulouse, France | ||||||||||||||||||||
| Event Type: | international Conference | ||||||||||||||||||||
| Event Dates: | 2023-06-19 - 2023-06-23 | ||||||||||||||||||||
| Organizer: | ESA | ||||||||||||||||||||
| HGF - Research field: | Aeronautics, Space and Transport | ||||||||||||||||||||
| HGF - Program: | Space | ||||||||||||||||||||
| HGF - Program Themes: | Earth Observation | ||||||||||||||||||||
| DLR - Research area: | Raumfahrt | ||||||||||||||||||||
| DLR - Program: | R EO - Earth Observation | ||||||||||||||||||||
| DLR - Research theme (Project): | R - Polarimetric SAR Interferometry HR | ||||||||||||||||||||
| Location: | Oberpfaffenhofen | ||||||||||||||||||||
| Institutes and Institutions: | Microwaves and Radar Institute > Radar Concepts Microwaves and Radar Institute > SAR Technology | ||||||||||||||||||||
| Deposited By: | Mansour, Islam | ||||||||||||||||||||
| Deposited On: | 03 Jul 2023 07:24 | ||||||||||||||||||||
| Last Modified: | 30 Oct 2023 17:13 |
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