# Bolt-Loosening Detection Using 1D and 2D Input Data Based on Two-Stream Convolutional Neural Networks

> Research article (Materials, 2022) · cited 18× · AI/ML

**Wikidata**: [openalex:W4297988347](https://www.wikidata.org/wiki/openalex:W4297988347)  
**Source**: https://4ort.xyz/entity/bolt-loosening-detection-using-1d-and-2d-input-data-based-on-two-stream-convolutional-neural-networks