# Machine Fault Diagnosis through Vibration Analysis: Time Series Conversion to Grayscale and RGB Images for Recognition via Convolutional Neural Networks

> Research article (Energies, 2024) · cited 25× · AI/ML

**Wikidata**: [openalex:W4395034870](https://www.wikidata.org/wiki/openalex:W4395034870)  
**Source**: https://4ort.xyz/entity/machine-fault-diagnosis-through-vibration-analysis-time-series-conversion-to-grayscale-and-rgb-images-for-recognition-vi