Modelado de la Soldadura y Manufactura Aditiva con Asistencia por Alambre Caliente (Hot-Wire)
Bibliographic record
Abstract
Este trabajo presenta un análisis de la deposición por alambre caliente durante soldadura. En esta metodología, el alambre está en contacto con la pieza de trabajo y la corriente se induce de tal manera que el alambre se calienta casi exclusivamente por efecto Joule. Entonces, se produce una combinación tal que la velocidad, la longitud y las propiedades del alambre junto con la corriente generan que el punto de contacto entre el alambre y la pieza alcance la temperatura de fusión. Esta tecnología es ampliamente empleada en la industria nuclear y otras industrias donde los materiales son sensibles al calor aportado. El desafío de este modelado radica en que la resistividad del alambre varia en un orden magnitud entre la temperatura con la que ingresa el alambre y su fusión. Esto se resuelve con un modelo no lineal y el conocimiento detallado del propiedades eléctricas y termo-físicas.
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 imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.007 | 0.001 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".