Data · dataset · 2026
Multi-Timescale Edge–Cloud Control under Correlated Batch Demand and Endogenous Degradation: Structural Analysis and Approximate Optimization
Listed in Teesside University Research Data Repository
Description
This dataset provides the reproducibility data, manuscript source, publication figures, and verification code supporting the manuscript “Multi-Timescale Edge–Cloud Control under Correlated Batch Demand and Endogenous Degradation: Structural Analysis and Approximate Optimization.” The archive contains the V1.19 LaTeX source, bibliography, reference PDF, 12 frozen CSV ledgers, 11 vector figure files, editable TikZ source for the state-feedback system diagram, Python source code, pinned environment information, SHA-256 checksums, and automated verification scripts.
The computational materials cover the equal-mean Poisson, MMPP, and BMAP comparisons; the structural-regime map; the verified batch-size-triggered edge-admission instance; the correlation-induced policy-persistence campaign; the approximation-architecture and algorithmic ablations; the hysteresis analysis; and the state-space and formulation-size audit. The core reproduction script independently regenerates the equal-mean, structural-regime, and N = 20, 40, and 80 scaling campaigns in a separate output directory without overwriting the archived results.
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Additional frozen ledgers support manuscript-to-data verification of the BTEA, CIPP, approximation-architecture, algorithm-ablation, hysteresis, and extended-scaling results. Automated checks recompute and validate all 156 manuscript-facing numerical claims, verify the integrity of every archived file, regenerate Figures 2–11, and independently reproduce the Appendix A marginal-balance identity with an absolute residual of approximately 3.567 × 10⁻¹².
The numerical experiments use analytically specified stochastic models and synthetic data; no confidential, personal, or proprietary data are included. Version 2 synchronizes the repository with manuscript V1.19, including the revised Figure 1 and final prose refinements, while preserving the previously audited mathematical model and numerical core. Detailed installation, execution, verification, and manuscript-compilation instructions are provided in README_V1_19.md.
Links
Where it is published
- DOI doi.org/10.17632/nfj6ssgh3w.2 ↗
DOI / persistent id · from researchdata tees ac uk
Catalogue records · 1
- OAI-PMH record data.mendeley.com/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Adata… ↗
metadata API · from researchdata tees ac uk
Topics
Provenance · 1 source records, 13 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| Teesside University Research Data Repository | oai:data.mendeley.com/nfj6ssgh3w.2 | 4 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | |
| concepts[field].anzsrc:field:490108 | mapping · researchdata tees ac uk | vocabulary-mapper@1.0.0 | keywords['Operations Research'] |
| concepts[field].local:field:computer-science-ai | mapping · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | |
| concepts[field].local:field:engineering | mapping · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | |
| concepts[field].local:field:humanities | mapping · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | |
| concepts[field].local:field:mathematics-statistics | mapping · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | |
| concepts[field].local:field:social-science | mapping · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | |
| description | source · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | /metadata/dc/description |
| license | source · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | /metadata/dc/rights |
| publication_date | source · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | |
| title | source · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | /metadata/dc/title |