# Rapid Determination of Wine Grape Maturity Level from pH, Titratable Acidity, and Sugar Content Using Non-Destructive In Situ Infrared Spectroscopy and Multi-Head Attention Convolutional Neural Networks

> Research article (Sensors, 2023) · cited 19× · AI/ML

**Wikidata**: [openalex:W4389206965](https://www.wikidata.org/wiki/openalex:W4389206965)  
**Source**: https://4ort.xyz/entity/rapid-determination-of-wine-grape-maturity-level-from-ph-titratable-acidity-and-sugar-content-using-non-destructive-in-s