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Record W4409506055 · doi:10.5006/c2012-01192

Assessment of Telluric Activity in the Area of the Proposed Alaska Highway Pipeline

2012· article· en· W4409506055 on OpenAlexaffabout
L. Trichtchenko

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldEnvironmental Science
TopicAtmospheric and Environmental Gas Dynamics
Canadian institutionsGeological Survey of Canada
Fundersnot available
KeywordsPipeline (software)GeologyPetroleum engineeringMarine engineeringEnvironmental scienceComputer scienceForensic engineeringEngineeringMechanical engineering

Abstract

fetched live from OpenAlex

Abstract The geomagnetic field fluctuations are accompanied by the geo-electric (telluric) field and telluric currents at the surface of the Earth and in the pipelines. These telluric currents disturb pipeline cathodic protection levels, creating pipe-to-soil potential (PSP) fluctuations with different amplitudes. Amplitudes of PSP fluctuations directly depend on the telluric activity in the area of the pipeline location. To estimate the amplitudes of PSP variations due to telluric activity, pipeline circuit model based on Distributed Source Transmission Line Theory can be applied. The unknown and most important input into this model are values of driving ground electric fields i.e. telluric activity in the pipeline area. Two parameters define telluric electric fields in the particular area, one is the geomagnetic field variations and other is the deep ground conductivity structure. The magnetotelluric theory was applied in order to calculate geo-electric telluric field variations in the pipeline area. For the Alaska area magnetic data from four Geomagnetic Observatories were used with one-dimensional Earth conductivity model for four different zones, obtained on the basis of the geological surveys in order to find the telluric electric field. To properly evaluate effects of telluric activity on the scale of years, statistical study has been done. For the statistical analysis of telluric activity in pipeline area, we established two types of indices of telluric electric field: hourly maximum of the absolute value of the electric field and hourly standard deviation of the electric field. The developed hourly telluric indices were calculated for two different areas, low latitude (Ottawa) and area of interest. Statistical distribution of these indices was used to derive the different levels of telluric activity and their rate of occurrences (number of days in the year). The results of the study are universal and can be applied for different pipeline configurations to estimate effectiveness of the cathodic protection.

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)0.000
metaresearch head score (Gemma)0.000
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.010
Threshold uncertainty score0.020

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
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 head0.010
GPT teacher head0.225
Teacher spread0.215 · 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 designObservational
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
Published2012
Admission routes2
Has abstractyes

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