PulseExploreJournal ClubDebatesTrendingResearchersJournals
Instagram
HomeExploreJournal ClubTrending
Synapse
⌘+K
Synapse
April 1, 2026Data0 citationsOpen Access

Curated Vibration Features and an Interpretable Gearbox Health Index (GHI) Baseline for Condition Monitoring Bench-Marking

View Full Paper
KHK. Horváth

Key Points

  • The aim is to provide a standard representation of gearbox condition monitoring data for benchmarking.
  • Developed a standardized dataset from healthy and damaged gearbox measurements.
  • Generated indices using a defined feature extraction workflow based on vibration indicators.
  • Released machine-readable CSV tables for benchmarking.
  • Validated the index for condition-level separability in the dataset.
  • Introduced a Gearbox Health Index (GHI) as a reproducible reference baseline.
  • Demonstrated effective condition monitoring capabilities with clear distinctions between healthy and damaged gearboxes.
  • Enabled independent implementation comparisons of monitoring approaches.

Abstract

This data descriptor provides a standardized and reproducible subsystem-level representation of the NREL wind turbine gearbox condition monitoring benchmarking dataset. The released records are derived from Healthy (H1–H10) and Damaged (D1–D10) measurement files and include subsystem-level standardized indices (KHIHS, KHIIMS, KHIPL) together with a calibrated 0–1 Gearbox Health Index (GHI). The indices are generated using a fully specified and deterministic feature extraction and aggregation workflow based on established vibration indicators and healthy-referenced normalization. The Zenodo deposit contains machine-readable CSV tables intended to support transparent benchmarking across supervised classification and anomaly detection studies. The proposed GHI is introduced as an interpretable and reproducible reference baseline rather than an optimized diagnostic model. Technical validation demonstrates condition-level separability within the analyzed dataset while emphasizing the descriptive nature of the index. By releasing structured derived records and a documented regeneration procedure, this work enables an implementation-independent comparison of gearbox condition monitoring approaches and supports reproducible evaluation of alternative health index formulations.

Ask AI
Helpful
Bookmark
Share
View Full Paper

Cite This Study

K. Horváth (2026) studied this question.

synapsesocial.com/papers/69ccb68116edfba7beb881c7https://doi.org/10.3390/data11040070
Ask AI
Helpful
Bookmark
Share
View Full Paper