# γ-polyglutamic acid fermentation monitoring with ATR-FTIR spectroscopy based on a shallow convolutional neural network combined with data augmentation and attention module

> Research article (Chemometrics and Intelligent Laboratory Systems, 2023) · cited 10× · AI/ML

**Wikidata**: [openalex:W4380883583](https://www.wikidata.org/wiki/openalex:W4380883583)  
**Source**: https://4ort.xyz/entity/polyglutamic-acid-fermentation-monitoring-with-atr-ftir-spectroscopy-based-on-a-shallow-convolutional-neural-network-com