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Record W2619691201

Twenty years of FRC tunnel segments practice: lessons learnt and proposed design principles

2016· article· en· W2619691201 on OpenAlexaboutno aff
Giuseppe Tiberti, E. Chiriotti, Giovanni Plizzari

Bibliographic record

VenueInstitutional Research Information System (Università degli Studi di Brescia) · 2016
Typearticle
Languageen
FieldEngineering
TopicTunneling and Rock Mechanics
Canadian institutionsnot available
Fundersnot available
KeywordsEngineeringComputer science
DOInot available

Abstract

fetched live from OpenAlex

The construction of underground infrastructures for both transport purposes (roads, railways, and metro) to face and solve the need of urban mobility but also for mountain, sea straits or rivers crossing and for water transportation (clean or sewage water) has today a relevant role in modern society. In this context, it assumes a particular importance the construction of tunnel linings in a shorter time and in safe conditions to remain within the project budget; full face mechanized tunnels are consequently under considerably improving all over the world with the adoption of bigger and more powerful machines; in this case, the linings are usually made of precast segments. 
\nParallel to the improvement of mechanized methods of excavation, it is evident the need to also develop the behavior of these tunnel elements in terms of bearing capacity, crack control and water-tightness. To this aim, in the last two decades, Fiber Reinforced Concrete (FRC) was progressively adopted in several tunnel projects. The benefits related to the inclusion of fiber reinforcement in the cementitious composites are several but, the most important, is the noticeable increase of the post-cracking tensile residual properties. Moreover, the fiber reinforcement enables a considerable boost of the tunnel elements production process. The enhancement of the general structural behavior together with the improvement of the industrialization process of tunnel segments are probably the two main key-factors of the continuously growing use of FRC in precast tunnel linings.
\nWithin this framework, the aim of this report is to provide advances in the design of FRC tunnel lining in accordance with the objectives of the International Tunnelling Association (ITA) prescribed in Section II of the Statutes of the ITA (ITA, 1976). In fact, even if general standards or recommendations concerning the design of FRC elements are already available, the needed to shed some new light on the specific requirements and loading conditions of tunnel elements is considerable. This document was conceptually agreed during the meeting of ITA Working Group 2 in Budapest, 2009. The first early draft document was presented in Vancouver, 2010. After several discussions and meetings the current version was completed and presented herein.

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 distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Simulation or modeling · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.626
Threshold uncertainty score0.453

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.002
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.100
GPT teacher head0.303
Teacher spread0.204 · 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 teacher head, 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

Citations11
Published2016
Admission routes1
Has abstractyes

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