The integration of manufacturing systems using visualised CAPP for agile manufacturing
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
Agile manufacturing embedded in an integrated manufacturing system can drive the business for quick response to the market changes. Computer-Aided Process Planning (CAPP) has been an effective tool of integrated manufacturing systems. Existing CAPP systems were proposed generally based on traditional manufacturing systems, which cannot meet the requirement of customised production in dynamic manufacturing environments. This paper presents a visualised CAPP system to improve users' interactive ability in process planning to enhance the integration of manufacturing systems. The system is implemented using VRML, Java language and Database (DB). Structured Query Language (SQL) management module is developed to manage the customised DB. It is an enhanced CAPP system in an integrated manufacturing system for agile manufacturing. Based on the developed approach in this research, an efficient and dynamic process plan can be generated.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 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