Dataset
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
Metadata
MSL enriched sub domains
rock and melt physics
Resource Type
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 |
| Organizational |
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
References
| URL |
| References |
Dates
| Issued | 2024-11-06 |
Language
en
Rights
| Name | Creative Commons Attribution 4.0 International |
| URI | https://creativecommons.org/licenses/by/4.0/legalcode |
| Identifier | cc-by-4.0 |
| Identifier Scheme | SPDX |
| Scheme URI | https://spdx.org/licenses/ |
Locations
Geo location(s)
Valkenburg, Limburg Province, The Netherlands