An Interactive Immersive Environment for TOPSIS Design of UAM Aircraft
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.
Bibliographic record
Abstract
Lessons learned, and breakthroughs discovered in the industrial metaverse will provide feedback into reality, enabling users to change real-world parameters for optimization purposes. Urban air mobility (UAM) is the new air transport system that uses low-mid-level urban airspace. High-fidelity immersive interfaces in the metaverse with multiuser communication capabilities would maximize human-machine interfaces and interaction by implementation of immersive devices. Herein, a photorealistic interactive immersive interface has been developed and implemented for the TOPSIS design process of a UAM aircraft with multiuser communication and collaboration capability in real-time using different immersive devices. The presented approach with high-fidelity representation of design elements and use of various immersive tools would provide an industrial metaverse-based environment that could be used for different design and development phases of aerial vehicles.
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 imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it