Recyclability Oriented Lifecycle Design of Mechatronic Products
Bibliographic record
Abstract
The mechatronic systems are manufactured and high technology integrated products consisting of mechanical components, electronic devices and software modules. Such products are present in a very fast growing number of industrial products like mobile phones, digital cameras, high standing automobiles, aeronautics or NC machines. Some of these products are mass consumption items such as mobile phones that are characterized by a relatively short commercial lifetime. And then these products are renewed after a few months. Dealing with all this growing amount of wastes generated, is a crucial environmental problem that is becoming a worrying situation. This article proposes an approach aimed to lifecycle design for the recyclability of mass consumption mechatronic products. In this paper, we firstly describe and analyze the mechatronic products behavior from reliability and recyclability viewpoints. Then, we propose an approach for designing such products in order to fulfill recyclability requirements by using a knowledge-based design adviser module.
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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) | 0.001 | 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 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".