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Record W3214584723 · doi:10.32920/ryerson.14665830.v1

Development of a 3D Holographic Flight Situational Awareness System

2021· preprint· en· W3214584723 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

Venuenot available
Typepreprint
Languageen
FieldEngineering
TopicAerospace Engineering and Control Systems
Canadian institutionsToronto Metropolitan University
Fundersnot available
KeywordsFlight simulatorSituation awarenessAviationAerospaceAugmented realityAeronauticsComputer scienceSimulationFlight management systemEngineeringComputer graphics (images)Human–computer interactionAerospace engineering

Abstract

fetched live from OpenAlex

Recent inventions of Augmented Reality (AR) Head-Mounted-Device (HMD) devices such as Microsoft’s HoloLens have allowed certain innovations that up till now were only able to exist in Science Fiction. The ability to project holograms within a space have been used in the Aerospace industry since 2016, when the HoloLens was first released. However, the aviation industry has yet to harness the capability that such a device can allow. The conversion of a traditional 2D Primary Flight Display (PFD)to a Volumetric 3D representation of the PFD was explored. The 3D representation of the PFD was created in Unity 3D, and by means of the Holographic Remoting Tool the graphics were displayed on to the HoloLens. The symbology on the PFD was driven by live flight data from a flight simulator. For thisproject two different 3D PFD models were created one for a fixed-winged based aircraft, and another fora quadcopter. Two different flight simulators were used for the two different PFDs. For the fixed-wingedPFD the Digital Combat Simulator (DCS) World by Eagle Dynamics was used, and for the quadcopterPFD the AirSim plugin by Microsoft was ran using Unreal Engine 4 (UE4). Through testing it was found that both the PFD models assist the pilots to safely keep their aircraft in the air and also perform an emergency landing by only using the 3D PFD. Another conclusion made was that in its current state the3D PFD is ideal for Unmanned Arial Vehicle (UAV) pilots as a holographic Ground Control Station(GCS)

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.

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 categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Simulation or modeling · Consensus signal: Simulation or modeling
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.385
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
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 head0.011
GPT teacher head0.199
Teacher spread0.188 · 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