Please use this identifier to cite or link to this item:
http://doi.org/10.25358/openscience-8036
Authors: | Hadler, Hanna Vött, Andreas Willershäuser, Timo Wilken, Dennis Blankenfeldt, Ruth Carnap-Bornheim, Claus von Emde, Kurt Fischer, Peter Ickerodt, Ulf Klooß, Stefanie Majchczack, Bente Obrocki, Lea Rabbel, Wolfgang |
Title: | Automated facies identification by Direct Push-based sensing methods (CPT, HPT) and multivariate linear discriminant analysis to decipher geomorphological changes and storm surge impact on a medieval coastal landscape |
Online publication date: | 8-Nov-2022 |
Year of first publication: | 2021 |
Language: | english |
Abstract: | In ad 1362, a major storm surge drowned wide areas of cultivated medieval marshland along the north-western coast of Germany and turned them into tidal flats. This study presents a new methodological approach for the reconstruction of changing coastal landscapes developed from a study site in the Wadden Sea of North Frisia. Initially, we deciphered long-term as well as event-related short-term geomorphological changes, using a geoscientific standard approach of vibracoring, analyses of sedimentary, geochemical and microfaunal palaeoenvironmental parameters and radiocarbon dating. In a next step, Direct Push (DP)-based Cone Penetration Testing (CPT) and the Hydraulic Profiling Tool (HPT) were applied at vibracore locations to obtain in situ high-resolution stratigraphic data. In a last step, multivariate linear discriminant analysis (LDA) was successfully applied to efficiently identify different sedimentary facies (e.g., fossil marsh or tidal flat deposits) from the CPT and HPT test dataset, to map the facies' lateral distribution, also in comparison to reflection seismic measurements and test their potential to interpolate the borehole and CPT/HPT data. The training dataset acquired for the key site from coring and DP sensing finally allows an automated facies classification of CPT/HPT data obtained elsewhere within the study area. The new methodological approach allowed a detailed reconstruction of the local coastal landscape development in the interplay of natural marsh formation, medieval land reclamation and storm surge-related land losses. |
DDC: | 550 Geowissenschaften 550 Earth sciences |
Institution: | Johannes Gutenberg-Universität Mainz |
Department: | FB 09 Chemie, Pharmazie u. Geowissensch. |
Place: | Mainz |
ROR: | https://ror.org/023b0x485 |
DOI: | http://doi.org/10.25358/openscience-8036 |
Version: | Published version |
Publication type: | Zeitschriftenaufsatz |
License: | CC BY-NC |
Information on rights of use: | https://creativecommons.org/licenses/by-nc/4.0/ |
Journal: | Earth surface processes and landforms 46 15 |
Pages or article number: | 3228 3251 |
Publisher: | Wiley |
Publisher place: | New York, NY u.a. |
Issue date: | 2021 |
ISSN: | 1096-9837 |
Publisher DOI: | 10.1002/esp.5232 |
Appears in collections: | JGU-Publikationen |
Files in This Item:
File | Description | Size | Format | ||
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automated_facies_identificati-20221014165659090.pdf | 50.84 MB | Adobe PDF | View/Open |