# Improving surrogate model accuracy for the LCLS-II injector frontend using convolutional neural networks and transfer learning

> Research article (Machine Learning Science and Technology, 2021) · cited 12× · AI/ML

**Wikidata**: [openalex:W3199352172](https://www.wikidata.org/wiki/openalex:W3199352172)  
**Source**: https://4ort.xyz/entity/improving-surrogate-model-accuracy-for-the-lcls-ii-injector-frontend-using-convolutional-neural-networks-and-transfer-le