datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
IEEE-BRB
IEEE-BRB
Stator-current spectra of a mains-fed induction motor around the supply line, as a
binary rotor-cage task: healthy / broken_bars. 477 records.
reasoning is empty here; the twin repo IEEE-BRB-annotated is identical except that field is filled.
The reading
One quantity, and it is what an eye judges on a spectrum: at the pair of marks either
side of the supply line, how far does the line stand above its own two shoulders.
Measured over the 477 shipped… See the full description on the dataset page: https://huggingface.co/datasets/AI4Manufacturing/IEEE-BRB.IEEE-BRB-perception
Roles
Roles: perception view of IEEE-BRB — annot is the source label (1_broken_bar / 2_broken_bars / 3_broken_bars / 4_broken_bars / healthy), kept machine-parseable as the gold for verification and reward parsing; the model reads query + image, where the repo ships an induction motor's stator current in four image encodings as four equal-sized configs — reshaped (consecutive samples arranged as the rows of a grayscale square), scalogram (a continuous-wavelet time-scale view)… See the full description on the dataset page: https://huggingface.co/datasets/AI4Manufacturing/IEEE-BRB-perception.IEEE-BRB-annotated
IEEE-BRB-annotated
Stator-current spectra of a mains-fed induction motor around the supply line, as a
binary rotor-cage task: healthy / broken_bars. 477 records.
reasoning is filled on every record; the twin repo IEEE-BRB is identical except that field is empty.
The reading
One quantity, and it is what an eye judges on a spectrum: at the pair of marks either
side of the supply line, how far does the line stand above its own two shoulders.
Measured over the 477… See the full description on the dataset page: https://huggingface.co/datasets/AI4Manufacturing/IEEE-BRB-annotated.IEEE-BRB-mcq
IEEE-BRB-mcq
Stator-current spectra of a mains-fed induction motor around the supply line, as a
multiple-choice count task. 337 records; the answer is a single letter:
option
meaning
records
A
healthy (no broken bar)
120
B
two broken bars
80
C
three broken bars
50
D
four broken bars
87
reasoning is empty here; the twin repo IEEE-BRB-mcq-annotated is identical except that field is filled.
The figures are the same files as IEEE-BRB (the binary track), with… See the full description on the dataset page: https://huggingface.co/datasets/AI4Manufacturing/IEEE-BRB-mcq.IEEE-BRB-mcq-annotated
IEEE-BRB-mcq-annotated
Stator-current spectra of a mains-fed induction motor around the supply line, as a
multiple-choice count task. 337 records; the answer is a single letter:
option
meaning
records
A
healthy (no broken bar)
120
B
two broken bars
80
C
three broken bars
50
D
four broken bars
87
reasoning is filled on every record; the twin repo IEEE-BRB-mcq is identical except that field is empty.
The figures are the same files as IEEE-BRB (the binary… See the full description on the dataset page: https://huggingface.co/datasets/AI4Manufacturing/IEEE-BRB-mcq-annotated.IEEE-BRB-mcq-annotated-loose
IEEE-BRB-mcq-annotated-loose
Stator-current spectra of a mains-fed induction motor around the supply line, as a
multiple-choice count task. 454 records; the answer is a single letter:
option
meaning
records
A
healthy (no broken bar)
120
B
two broken bars
111
C
three broken bars
110
D
four broken bars
113
Temporary comparison copy. Same build as IEEE-BRB-mcq-annotated but without the distance-from-boundary bar (MARGIN_DB = 0.00 dB instead of the published… See the full description on the dataset page: https://huggingface.co/datasets/AI4Manufacturing/IEEE-BRB-mcq-annotated-loose.