Deadline control in holonic manufacturing using mobile agents
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
Manufacturing organizations have an ever-increasing need to produce and assemble high-quality, customized goods for quick delivery to market. Agent-based holonic manufacturing systems (HMS) are intended to support reconfiguration in this commercial environment by adapting to changes in product mixes, order sizes and malfunctions on the shop-floor. All of these changes must be performed in a distributed shop-floor environment while adhering to constraints imposed on the holons in terms of how they behave and interact in real-time. We examine the characteristics of holons based on mobile agents that migrate to the hardware controller responsible for executing the manufacturing task and monitor the status of execution for these tasks. Appropriate compensatory actions are then initiated to ensure that task deadlines are satisfied as much as possible. It is also argued that such a conceptual model will facilitate research and development of mobile agent-based holonic manufacturing systems with respect to HMS reconfiguration in real-time.
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) | 0.001 | 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