Datasets
Synthetic dataset
Cycle-Time vs Standard Dataset
Per-cycle timestamps paired with the validated standard time, product, and shift, with injected gradual drift for detection tasks.
MetalsCycle-Time DriftCycle-time drift detectionCC-BY-4.0
210k
rows
9
features
4.4k
downloads
This dataset is intended for research, education, and benchmarking. Industrial deployment requires validation with plant-specific data.
Schema
| Field | Type | Description |
|---|---|---|
| cycle_id | string | Cycle identifier |
| actual_s | float · s | Actual cycle time |
| standard_s | float · s | Validated standard time |
| shift | enum | A / B / C |
| drift | bool | Within a drift episode (label) |
Sample preview
| cycle_id | actual_s | standard_s | shift | drift |
|---|---|---|---|---|
| c-1001 | 42.1 | 41.5 | A | 0 |
| c-1002 | 43.8 | 41.5 | C | 1 |
| c-1003 | 44.6 | 41.5 | C | 1 |
| c-1004 | 41.9 | 41.5 | B | 0 |
Data dictionary
- standard_sCurrent validated cycle-time standard
- drift1 if the cycle is inside a drift episode (label)
Discussion
- r.Question
r.okafor
Digital product lead · 4d
Is the synthetic generator's noise model documented anywhere? Want to make sure augmentation is comparable to what we add on our side.
9 - maComment
matereal
Maintainer · 4d
Generator notes are in the linked research summary. Happy to expand the data dictionary if any fields are unclear.
6
Open technical community
Contribute to open industrial AI
Browse open models, datasets, benchmarks, and process maps, or start a discussion. Customer plant data and private deployments stay confidential.