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Record W4399157618 · doi:10.18280/mmep.110512

Optimization of the Combined Ventilation System for Dust Reduction in Blind Headings of Potash Mines

2024· article· en· W4399157618 on OpenAlexvenueno aff
Andrey Sukhanov, С. В. Мальцев, M. A. Semin, A.G. Isaevich, Aleksey Starikov

Bibliographic record

VenueMathematical Modelling and Engineering Problems · 2024
Typearticle
Languageen
FieldEngineering
TopicCoal Properties and Utilization
Canadian institutionsnot available
FundersMinistry of Science and Higher Education of the Russian Federation
KeywordsVentilation (architecture)Environmental scienceForcing (mathematics)AirflowHeading (navigation)PotashEnvironmental engineeringMining engineeringMeteorologyEngineeringAtmospheric sciencesGeologyChemistryMechanical engineering

Abstract

fetched live from OpenAlex

Ensuring safe and comfortable working conditions for miners in potash mines is an urgent and unresolved problem, primarily due to the high intensity of dust emissions.This is especially true for poorly studied situations when the main dust source is the area of ore transfer from the borer miner to the shuttle car.In this paper, we explore the possibilities of reducing dustiness in the atmosphere of a blind heading with an operating borer miner through the implementation of a combined ventilation system.This system integrates both exhaust and forcing ventilation ducts extending to the mouth of the blind heading.A significant innovation of this system is the prioritization of the exhaust fan over the blower fan.The efficacy of the proposed system has been evaluated both theoretically and experimentally.The theoretical analysis involved conducting 3D numerical simulations of dust-air distribution in a blind heading.The stationary turbulent flow of the air-dust mixture in the mine was calculated, taking into account the operating borer miner.The model's validity was confirmed against data from a full-scale experiment.A noticeable reduction in dust concentration was observed in the work areas of the borer miner and shuttle car when using the combined ventilation system compared to forcing ventilation.Based on these model findings, pilot tests of the effectiveness of the combined ventilation system were carried out in a real heading of a potash mine.They showed a reduction in dust concentration by 40-52% compared to the original version of the forcing ventilation system.

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)0.000
metaresearch head score (Gemma)0.000
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: Simulation or modeling
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.827
Threshold uncertainty score0.241

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
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 head0.023
GPT teacher head0.197
Teacher spread0.175 · 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

Citations1
Published2024
Admission routes1
Has abstractyes

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