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Comparing the orientation of geological contacts: developing a new metric to detect and quantify angular unconformities between geological contacts, Kraków-Silesian Homocline case study

2020/37/N/ST10/02504

Keywords:

triangulation angular distance geostatistics

Descriptors:

  • ST10_6: Earth evolution, sedimentology, tectonics, regional geology, marine geology, planetary geology
  • ST6_12: Scientific computing, simulation and modelling tools

Panel:

ST10 - Earth sciences: Earth system science, atmospheric sciences, climatology, geochemistry, geodesy, geoecology, geophysics, physical geography, geoinformatics, planetary geology, pedology, mining, chemical and physical oceanology, environmental protection

Host institution :

Uniwersytet Śląski w Katowicach, Wydział Nauk Przyrodniczych

woj.

Other projects carried out by the institution 

Principal investigator (from the host institution):

dr Michał Paweł Michalak 

Number of co-investigators in the project: 3

Call: PRELUDIUM 19 - announced on 2020-03-16

Amount awarded: 97 466 PLN

Project start date (Y-m-d): 2021-01-11

Project end date (Y-m-d): 2024-01-10

Project duration:: 36 months (the same as in the proposal)

Project status: Project settled

Project description

Download the project description in a pdf file

Note - project descriptions were prepared by the authors of the applications themselves and placed in the system in an unchanged form.

Information in the final report

  • Publication in academic press/journals (6)
  • Articles in post-conference publications (3)
  1. A new methodology using borehole data to measure angular distances between geological interfaces
    Authors:
    Michał P. Michalak, Paweł Marzec, Filip Turoboś, Paulina Leonowicz, Lesław Teper, Paweł Gładki, Michael J. Pyrcz, Mariusz Szubert
    Academic press:
    Earth Science Informatics (rok: 2022, tom: nieznany - publikacja złożona, strony: nieznany - publikacja złożona), Wydawca: Springer
    Status:
    Submitted
  2. Clustering has a meaning: optimization of angular similarity to detect 3D geometric anomalies in geological terrains
    Authors:
    Michał P. Michalak, Lesław Teper, Florian Wellmann, Jerzy Żaba, Krzysztof Gaidzik, Marcin Kostur, Yuriy P. Maystrenko, Paulina Leonowicz
    Academic press:
    Solid Earth (rok: 2022, tom: 13, strony: 1697-1720), Wydawca: European Geosciences Union
    Status:
    Published
    DOI:
    10.5194/se-13-1697-2022 - link to the publication
  3. Clustering has a meaning: optimization of angular similarity to detect 3D geometric anomalies in geological terrains
    Authors:
    Michał P. Michalak, Lesław Teper, Florian Wellmann, Jerzy Żaba, Krzysztof Gaidzik, Marcin Kostur, Yuriy P. Maystrenko, Paulina Leonowicz
    Academic press:
    Solid Earth (rok: 2022, tom: 13, strony: 1697-1720), Wydawca: European Geosciences Union
    Status:
    Published
    DOI:
    10.5194/se-13-1697-2022 - link to the publication
  4. Detecting geometric anomalies within a subsurface interface using spatial clustering with unsupervised learning
    Authors:
    Michał Michalak, Lesław Teper, Florian Wellmann, Jerzy Żaba, Krzysztof Gaidzik, Marcin Kostur
    Academic press:
    AGU Solid Earth
    Status:
    Submitted
  5. A new methodology using borehole data to measure angular distances between geological interfaces.
    Authors:
    Michalak, M., Marzec, P., Turoboś, F., Leonowicz, P., Teper, L., Gładki, P., Pyrcz, M., Szubert, M.
    Academic press:
    Earth Science Informatics (rok: 2023, tom: 16, strony: 2845–2863), Wydawca: Springer
    Status:
    Published
    DOI:
    10.1007/s12145-023-01015-6 - link to the publication
  6. Detecting geometric anomalies within a subsurface interface using spatial clustering with unsupervised learning
    Authors:
    Michał Michalak, Lesław Teper, Florian Wellmann, Jerzy Żaba, Krzysztof Gaidzik, Marcin Kostur
    Academic press:
    AGU Solid Earth
    Status:
    Submitted
  1. Reducing bias in a triangulation-based variant of spatial clustering
    Authors:
    Michał Michalak, Marcin Kostur, Lesław Teper, Florian Wellmann.
    Conference:
    2021 RING Meeting Proceedings (rok: 2021, tom: RING Meeting 2021, strony: ), Wydawca: Association Scientifique pour la Géologie et ses Applications
    Data:
    konferencja 6-10.09.2021
    Status:
    Published
  2. Reducing bias in a triangulation-based variant of spatial clustering
    Authors:
    Michał Michalak, Marcin Kostur, Lesław Teper, Florian Wellmann.
    Conference:
    2021 RING Meeting Proceedings (rok: 2021, tom: RING Meeting 2021, strony: ), Wydawca: Association Scientifique pour la Géologie et ses Applications
    Data:
    konferencja 6-10.09.2021
    Status:
    Published
  3. Reducing bias in a triangulation-based variant of spatial clustering
    Authors:
    Michał Michalak, Marcin Kostur, Lesław Teper, Florian Wellmann.
    Conference:
    2021 RING Meeting Proceedings (rok: 2021, tom: RING Meeting 2021, strony: ), Wydawca: Association Scientifique pour la Géologie et ses Applications
    Data:
    konferencja 6-10.09.2021
    Status:
    Published

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