datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
VibrationDescriptorSet
VibrationDescriptorSet
tags: feature_extraction, pattern_recognition, anomaly_detection
Note: This is an AI-generated dataset so its content may be inaccurate or false
Dataset Description:
The 'VibrationDescriptorSet' dataset comprises time-series sensor data from industrial machines with corresponding labels for feature extraction, pattern recognition, and anomaly detection. Each entry in the dataset represents a machine's operational data captured at regular intervals, with… See the full description on the dataset page: https://huggingface.co/datasets/infinite-dataset-hub/VibrationDescriptorSet.ballscrew-vibration-dataaviation-vibration-mode-manifold-baseline-modeling-v0.1What this dataset tests
Whether a system can model a healthy airframe vibration spectrum
as a coupled-mode manifold.
It must return:
a coherence index
a coupling graph
a drift envelope
phase-conditioned baselines.
Required outputs
manifold_coherence_index
baseline_mode_coupling_graph
expected_mode_drift_envelope
phase_conditioned_baselines
baseline_confidence
Scoring conventions
indices range 0 to 1
drift envelope uses frequency and coupling tolerances
coupling graph summarizes… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/aviation-vibration-mode-manifold-baseline-modeling-v0.1.aviation-vibration-manifold-distortion-and-fault-localization-v0.1What this dataset tests
Whether a system can detect topological distortion
in the vibration mode manifold and localize likely damage.
It must not confuse confounders with damage:
turbulence
engine harmonics
icing
payload shifts
control surface modes.
Required outputs
distortion_pattern_type
likely_fault_location
fault_severity_estimate
localization_confidence
confounder_flags
integrity_percent_of_baseline
Scoring conventions
severity ranges 0 to 1
localization confidence ranges… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/aviation-vibration-manifold-distortion-and-fault-localization-v0.1.vibration