Data · dataset · 2026
Interpreting Residual Control Gains in Quadrotor Simulation - simulation records and code
Listed in Teesside University Research Data Repository
Compact numerical records, fixed configurations and source code for the simulation study "Interpreting Residual Control Gains in Quadrotor Simulation".
Description
The study distinguishes available residual corrections, fixed-budget SAC learning, classical-controller comparisons, force-application checks and failure-cost accounting. All adverse outcomes are retained.
S1 contains the historical two-implementation comparison and verification code. S2 and S3 provide descriptive displays of those records. S4 contains the distinct 1,920-episode fixed-policy parameter holdout.
Read the rest (3 more)
S5 contains holdout trace accounting and a 480-episode targeted force-path intervention. S6 contains the complete corrected-platform comparison: six classical families, five SAC training seeds, 400 checkpoint-development evaluations and 17,280 confirmation evaluations, including all 5,038 failures and independent reaggregation code. The archives preserve their original bytes and identifiers.
Historical PyBullet results use the legacy force path; S6 uses the corrected path. The independent rigid-body implementation uses RK4 integration. These are simulation results for one nominal vehicle and finite development budgets, not real-flight validation.
Full high-frequency trajectories, learning checkpoints and replay buffers are not included in this compact deposit; they remain in the authors archive. The deposited compact records support the reported aggregate comparisons. See README and the SHA-256 manifest for file scope and verification instructions.
Links
Where it is published
- DOI doi.org/10.17632/8yxr7rd6jz.1 ↗
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
- From keywords
- Earth & Environmental Science
- Inferred from text
- Simulation 75%
Provenance · 1 source records, 7 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| Teesside University Research Data Repository | oai:data.mendeley.com/8yxr7rd6jz.1 | 18 h ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · 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[method].local:method:simulation | enrichment · researchdata tees ac uk | keyword-concept-rules@1.0.0 | title+description (75%) |
| 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 |