MétaCan
Menu
Back to cohort
Record W6997076840

Time-Dependency and Long-Term Strength of Rocks - Limitations, Interpretation, and Application in Finite Difference Continuum Models

2021· dissertation· en· W6997076840 on OpenAlexaff

Bibliographic record

VenueQSpace (Queen's University Library) · 2021
Typedissertation
Languageen
FieldComputer Science
TopicOnline Learning and Analytics
Canadian institutionsQueen's UniversityGeological Survey of Canada
Fundersnot available
KeywordsCreepDeformation (meteorology)BrittlenessStability (learning theory)Constitutive equationField (mathematics)
DOInot available

Abstract

fetched live from OpenAlex

Many constitutive models have been developed to aid the engineer or scientist in the analysis of material yielding and deformations in the field of rock mechanics. Many of the classical constitutive formulations used are based on instantaneous shearing, or block rotation, but special considerations need to be made when ductile or brittle time-dependent instabilities might arise. These time-dependent effects lead to an accumulation of strains, or even delayed rupture, that cannot be captured using classical constitutive models. The research in this thesis provides an overview of several constitutive models developed for the analysis of time-dependent deformations both at the laboratory and excavation scale. This thesis explores several aspects of time-dependent creep and rupture behaviour for ductile and brittle rocks, respectively. Emphasis is placed on how the different creep material models behave in a numerical model as well as exploring their respective limitations and the effect of boundary and loading conditions on their deformation behaviour. This thesis also further develops the understanding and scientific approaches taken to the testing and interpretation of long-term strength data for brittle rocks. A new proposed methodology and error analysis technique is proposed for analyzing and curve fitting time-to-failure data based on a lower boundary strength limit related to the crack initiation strength threshold. Observations made about the limitations of constitutive creep models and time-to-failure data are used to employ a new numerical model applied at the laboratory and tunnel scale. The model is shown to be able to effectively account for confinement effects in brittle creep as well as capture a pseudo-tertiary creep stage based on simple curve fitting techniques. The work presented in this thesis advances the understanding of the applicability of time-dependent constitutive models as well as provides the necessary framework for practical numerical implementation when analyzing brittle rock failure at the tunnel scale, an important factor for future deep geological repository selection.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Simulation or modeling · Consensus signal: Simulation or modeling
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.003
Threshold uncertainty score0.007

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.001
Science and technology studies0.0000.001
Scholarly communication0.0010.002
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0010.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.006
GPT teacher head0.200
Teacher spread0.194 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designSimulation or modeling
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2021
Admission routes1
Has abstractyes

Explore more

Same venueQSpace (Queen's University Library)Same topicOnline Learning and AnalyticsFrench-language works237,207