Concurrent design of product modules structure and global supply chain configurations
Why this work is in the frame
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Bibliographic record
Abstract
Abstract 'Supply chain management' deals with the coordination and integration of the interactions among its members. It encompasses integration of functional and geographical considerations as well as tactical and operational decisions. In this paper, the effect of product modules structure on the corresponding globally distributed supply chain configuration is studied. The currency exchange rates affect the overall allocation cost (production, inventory, and transportation). An integer linear decision support model is developed to determine the optimal location of global supply chain nodes, by simultaneously considering the currency exchange rate at various sites and the optimal modular product structure to be used in order to minimise the total cost. An automobile wiper system was used to illustrate the use of the model and the effect of including the currency exchange rate, varying the product modular structure and employing postponement strategies in a global supply chain configuration. The application of this approach is also useful in managing the challenges arising from prevailing trade barriers, financial systems in different regions as well as protecting intellectual property. Keywords: supply managementproduct modules structurelogistics/distributionglobal operationsexchange rate Acknowledgement The financial support provided by the Natural Science and Engineering Research Council (NSERC) of Canada is acknowledged.
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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 | 0.001 |
| 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