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Record W6969426314 · doi:10.5281/zenodo.7574590

Logistics using heterogeneous drone fleets

2023· article· en· W6969426314 on OpenAlexaboutno aff

Bibliographic record

VenueZenodo (CERN European Organization for Nuclear Research) · 2023
Typearticle
Languageen
FieldEngineering
TopicUAV Applications and Optimization
Canadian institutionsnot available
FundersHorizon 2020 Framework ProgrammeElectronic Components and Systems for European LeadershipEuropean Commission
KeywordsDroneContext (archaeology)Natural disasterControl (management)Integrity managementProspectingRisk management

Abstract

fetched live from OpenAlex

Based on this experience, TOTAL launched a project with the aim of designing and manufacturing a system operating a fleet of 6 drones in a context of seismic acquisition. Altran and Scalian combined their skills to conduct this project. Altran for the system (GCS) design as well as flight regulatory aspects, Scalian for the UAV design and fleet management aspects.<br> The ultimate aim of METIS® is to operate onshore geophysics operations faster (and cheaper) than the conventional way and with fewer personnel (also leading to HSE risk reduction). Nevertheless, the METIS® concept is not restricted to oil prospecting and may be enlarged for many other scientific or civil protection applications:<br> • Research and rescue of people after natural disasters as floods, avalanches or earthquakes.<br> • Characterization of soil integrity for landfill sites.<br> • Research and control of water resources.<br> • Research and prevention of sinkholes.

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 categoriesInsufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Simulation or modeling · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.850
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.006

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 head0.053
GPT teacher head0.246
Teacher spread0.193 · 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; both teacher heads agree on what is shown here.

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
Published2023
Admission routes1
Has abstractyes

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