Synthetic Line-Speed & Micro-Stop Dataset
High-frequency line-speed and machine-state traces for a packaging line, labelled with short stops that never reach the downtime threshold.
540k
rows
12
features
5.1k
downloads
This dataset is intended for research, education, and benchmarking. Industrial deployment requires validation with plant-specific data.
Schema
| Field | Type | Description |
|---|---|---|
| ts | datetime | Sample timestamp (1 Hz) |
| line_speed | float · units/min | Instantaneous line speed |
| machine_state | enum | run / idle / blocked / starved |
| product | string | Product/SKU running |
| micro_stop | bool | Labelled short-stop event (label) |
Sample preview
| ts | line_speed | machine_state | product | micro_stop |
|---|---|---|---|---|
| 10:00:01 | 118 | run | SKU-204 | 0 |
| 10:00:14 | 0 | blocked | SKU-204 | 1 |
| 10:00:22 | 96 | run | SKU-204 | 0 |
| 10:01:03 | 0 | starved | SKU-204 | 1 |
Data dictionary
- machine_stateCoarse line state from the PLC
- micro_stop1 if a sub-downtime stop occurred (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
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