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Metadata Files

Data Publication

Python notebooks underlying the MSc thesis: Unveiling Creep Phenomena and Pillar Stability in Valkenburg Limestone Mines: A Holistic Approach

Antoniadis, Nikolaos

4TU.ResearchData

(2024)

Descriptions

The accompanying Python notebooks were developed for the Master’s thesis titled "Unveiling Creep Phenomena and Pillar Stability in Valkenburg Limestone Mines: A Holistic Approach." This research aimed to understand the long-term creep deformation and stability of calcarenite pillars in the Valkenburg limestone mines. In the notebooks, environmental and structural data, such as temperature, precipitation, and pillar dimensions, which were collected via an advanced fibre-optic monitoring system are taken into account. In the notebooks, LSTM and ARIMA models are implemented to capture the complex, non-linear interactions between the examined factors and the pillar behaviour over time. Additionally, a separate notebook contains calculations for correlation analysis and safety factors calculations, contributing to a detailed assessment of the conditions impacting pillar stability.

Keywords


Originally assigned keywords
Civil Engineering
FOS: Civil engineering
Geology
FOS: Earth and related environmental sciences
Heritage
Earth Sciences
Engineering
Cultural Understanding
Creep
Fibre Optics
Abandoned Mines
Room and Pillar
Calcarenite
Machine Learning
LSTM
ARIMA
Long short-term memory
autoregressive integrated moving average

Corresponding MSL vocabulary keywords
civil engineered setting
time-dependent mechanism
distributed fibre sensing

MSL enriched keywords
civil engineered setting
Inferred deformation behavior
microphysical deformation mechanism
time-dependent mechanism
Ancillary equipment
distributed fibre sensing
sedimentary rock
limestone

MSL enriched sub domains i

rock and melt physics

Source

https://data.4tu.nl/datasets/f44790eb-f97d-4f7c-964e-3ed2fb3d3062/1

Source publisher

4TU.ResearchData


DOI

10.4121/f44790eb-f97d-4f7c-964e-3ed2fb3d3062.v1


Creators

Antoniadis, Nikolaos


Contributors

TU Delft, Faculty Of Civil Engineering And Geosciences

Other


References

https://repository.tudelft.nl/record/uuid:cd18da61-3142-4958-8d57-56df2c796c31


Citation

Antoniadis, N. (2024). Python notebooks underlying the MSc thesis: Unveiling Creep Phenomena and Pillar Stability in Valkenburg Limestone Mines: A Holistic Approach (Version 1) [Data set]. 4TU.ResearchData. https://doi.org/10.4121/F44790EB-F97D-4F7C-964E-3ED2FB3D3062.V1


Dates

Issued:

2024-11-06


Language

en


Rights

Creative Commons Attribution 4.0 International


Datacite version

1


Geo location(s)

Valkenburg, Limburg Province, The Netherlands