# Object-independent piston diagnosing approach for segmented optical mirrors via deep convolutional neural network

> Research article (Applied Optics, 2019) · cited 20× · AI/ML

**Wikidata**: [openalex:W2999224131](https://www.wikidata.org/wiki/openalex:W2999224131)  
**Source**: https://4ort.xyz/entity/object-independent-piston-diagnosing-approach-for-segmented-optical-mirrors-via-deep-convolutional-neural-network