# Improvements of pre-emptive identification of particle accelerator failures using binary classifiers and dimensionality reduction

> Research article (Nuclear Instruments and Methods in Physics Research Section A Accelerators Spectrometers Detectors and Associated Equipment, 2021) · cited 14× · AI/ML

**Wikidata**: [openalex:W4200590111](https://www.wikidata.org/wiki/openalex:W4200590111)  
**Source**: https://4ort.xyz/entity/improvements-of-pre-emptive-identification-of-particle-accelerator-failures-using-binary-classifiers-and-dimensionality-
