A Web-Based Approach to Real-Time Machine Condition Monitoring and Control
Bibliographic record
Abstract
The objective of this research is to develop a web-based approach to remote machine condition monitoring and control enabled by Java technologies and based on publish-subscribe design pattern. On top of a Wise-ShopFloor framework (Web-based integrated sensor-driven e-ShopFloor), this system can serve real-time data from bottom up and can function as a constituent component of e-manufacturing, particularly for web-based collaborative manufacturing. It is designed to use the popular client-server architecture, VCM (view-control-model) design pattern, and publish-subscribe design pattern for secure device control and efficient machine condition monitoring. This paper presents the basis of the developed technology for building a web-based monitoring and control system that can be easily integrated to the e-manufacturing paradigm. A case study of a tripod parallel kinematic machine is carried out to demonstrate the effectiveness and validate our approach to web-based real-time machine condition monitoring and remote control for collaborative manufacturing.
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How this classification was reachedexpand
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) | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".