A networked virtual manufacturing system for SMEs
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
Abstract Virtual manufacturing is an integrated system of CAD/CAM, virtual prototyping, virtual reality, production planning and control. It enables rapid and efficient product development by composing an accurate and integrated computer model in manufacturing systems. The virtual manufacturing technology can be shared using a networked system. This approach can be called networked virtual manufacturing (net-VM). The distributed, collaborated, and interactive operations are its major features of the net-VM. This paper proposes a net-VM to share usage of the latest integrated design and manufacturing facilities for SMEs. The paper discusses the key technology of the system development. Some sub-systems developed are used to demonstrate the proposed system and methods. Keywords: Virtual manufacturingNetworkIntegrated manufacturing systemSMEs Acknowledgements This research is supported by Canadian NSERC Discovery Grants, and by the University of Manitoba Research Grants Program.
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 | 0.001 | 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