Tool Path Generation for Free Form Surface Slicing In Additive Manufacturing/Fused Filament Fabrication
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 This study is dedicated to develop 3D printing slicing for more specialised applications. Creation of a physical model is a product of the slicing procedure which results in a stack of 2D planar images. Effects of planar slicing results in stair casing effect and is known to effect the mechanical integrity of the fabricated part. To mitigate such effects we present a preliminary study on free form surface slicing procedure. Surface slicing can compliment current 3D printing to develop more customized solutions in fabrication. Results presented show that the end product yielded is superior than its planar slicing counterpart in two aspects. Firstly, stair casing effect can be avoided and secondly visibly greater degree of visible aesthetics can be achieved. Surface slicing is performed on rectangular patch type geometry. Finally, outcomes of this study has been discussed for further development of surface slicing for more customised applications.
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) | 0.001 | 0.001 |
| 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