Vincenzo Cianciola, Gaetano Alessandro Vivaldi, Eve Laroche-Pinel, Luca Brillante
{"title":"A critical review of innovative technologies for grape quality assessment in support of plant phenomics and precision viticulture","authors":"Vincenzo Cianciola, Gaetano Alessandro Vivaldi, Eve Laroche-Pinel, Luca Brillante","doi":"10.1016/j.scienta.2026.115208","DOIUrl":null,"url":null,"abstract":"<div><div>Viticulture has experienced significant advancements in technologies for assessing grape composition, pivotal for optimizing wine quality. This review critically explores the evolution from conventional destructive sampling and laboratory analyses to innovative, non-destructive, and real-time monitoring approaches in precision viticulture. Focus is placed on key grape quality indicators including sugar content, acidity, phenolic compounds, and aromatic profiles. Emerging technologies such as handheld near-infrared (NIR) spectrometers, hyperspectral and multispectral imaging systems, vehicle-mounted and drone-based remote sensing platforms, and Internet of Things (IoT)-enabled sensor networks are evaluated for their capability to deliver spatially-resolved compositional data. These tools enable detailed mapping of vineyard variability, supporting improved decision-making in harvest timing and selective harvesting practices. The synthesis provided highlights the integration of advanced sensing technologies with machine learning and geospatial analytics, presenting a pathway towards more precise, rapid, and cost-effective grape quality management. This comprehensive overview offers valuable insights for viticulturists and winemakers aiming to harness digital innovations to enhance productivity and preserve terroir expression while addressing practical challenges related to calibration, environmental variability, and operational scalability.</div></div>","PeriodicalId":21679,"journal":{"name":"Scientia Horticulturae","volume":"368 ","pages":"Article 115208"},"PeriodicalIF":4.6000,"publicationDate":"2026-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Scientia Horticulturae","FirstCategoryId":"97","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0304423826005984","RegionNum":2,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2026/10/7 0:00:00","PubModel":"Epub","JCR":"Q1","JCRName":"HORTICULTURE","Score":null,"Total":0}
引用次数: 0
Abstract
Viticulture has experienced significant advancements in technologies for assessing grape composition, pivotal for optimizing wine quality. This review critically explores the evolution from conventional destructive sampling and laboratory analyses to innovative, non-destructive, and real-time monitoring approaches in precision viticulture. Focus is placed on key grape quality indicators including sugar content, acidity, phenolic compounds, and aromatic profiles. Emerging technologies such as handheld near-infrared (NIR) spectrometers, hyperspectral and multispectral imaging systems, vehicle-mounted and drone-based remote sensing platforms, and Internet of Things (IoT)-enabled sensor networks are evaluated for their capability to deliver spatially-resolved compositional data. These tools enable detailed mapping of vineyard variability, supporting improved decision-making in harvest timing and selective harvesting practices. The synthesis provided highlights the integration of advanced sensing technologies with machine learning and geospatial analytics, presenting a pathway towards more precise, rapid, and cost-effective grape quality management. This comprehensive overview offers valuable insights for viticulturists and winemakers aiming to harness digital innovations to enhance productivity and preserve terroir expression while addressing practical challenges related to calibration, environmental variability, and operational scalability.
期刊介绍:
Scientia Horticulturae is an international journal publishing research related to horticultural crops. Articles in the journal deal with open or protected production of vegetables, fruits, edible fungi and ornamentals under temperate, subtropical and tropical conditions. Papers in related areas (biochemistry, micropropagation, soil science, plant breeding, plant physiology, phytopathology, etc.) are considered, if they contain information of direct significance to horticulture. Papers on the technical aspects of horticulture (engineering, crop processing, storage, transport etc.) are accepted for publication only if they relate directly to the living product. In the case of plantation crops, those yielding a product that may be used fresh (e.g. tropical vegetables, citrus, bananas, and other fruits) will be considered, while those papers describing the processing of the product (e.g. rubber, tobacco, and quinine) will not. The scope of the journal includes all horticultural crops but does not include speciality crops such as, medicinal crops or forestry crops, such as bamboo. Basic molecular studies without any direct application in horticulture will not be considered for this journal.