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Environmentally sound technologies of ore drawing with waste rock disposal in underground mines

2025· article· en· W4409002851 on OpenAlexaff
Mykola Stupnik, Olena Kalinichenko, Sofiia Yakovleva, Alexey Pochtarev

Bibliographic record

VenueIOP Conference Series Earth and Environmental Science · 2025
Typearticle
Languageen
FieldEngineering
TopicGeotechnical and Geomechanical Engineering
Canadian institutionsSt. Peter's Hospital
Fundersnot available
KeywordsSound (geography)Mining engineeringWaste materialWaste managementWaste disposalGeologyEnvironmental scienceEngineering

Abstract

fetched live from OpenAlex

Abstract The work deals with studies of broken ore drawing and transporting from blocks and subsequent disposal of waste rocks in the mined-out space of underground mines by means of self-propelled underground loaders (ULs) using loading faces. When loading broken ore, incomplete loading of the machine bucket when digging it in at an angle to the ore pile is proved to be the main disadvantage. This reduces efficiency of using self-propelled ULs while transporting broken ore. Additionally, when digging the UL bucket in at an angle to the pile, the load on one of the sides of the machine increases, which causes corresponding adverse transformations of the UL design. To eliminate the above disadvantages, the structure of the block bottom is designed and proposed with loading workings with the front-end loading of the ore when digging the UL bucket in at an angle of 90° to the pile. The proposed technologies are proved to enable an increase in the volume of the bucket filling per cycle. The increased amount of broken ore in the bucket contributes to increased productivity of the load-transport equipment, thus reducing the adverse impact of rock pressure on workings of the block bottom by reducing the time for mining the block. The work proposes resource-saving technologies that will allow underground mining of rich ores with subsequent disposal of waste rocks from workings in the mined-out space of operating underground mines applying self-propelled loaders. The work also studies issues of the impact of the technology of underground mining and disposal of mining and metallurgical wastes on stability of the rock massif and the daylight surface. The proposed highly efficient technologies enable stabilizing geodynamic processes in the rock massif through backfilling the mined-out space.

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: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.001
Threshold uncertainty score0.004

Distilled classifier scores by category (both heads)

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 communication0.0000.001
Open science0.0010.000
Research integrity0.0000.000
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 head0.005
GPT teacher head0.167
Teacher spread0.162 · 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 designNot applicable
Domainnot available
GenreOther

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
Published2025
Admission routes1
Has abstractyes

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