采后
鲜食葡萄
园艺
表(数据库)
冷库
仓库
数学
植物
生物
葡萄
计算机科学
业务
数据库
营销
作者
Abiola Owoyemi,Moria Balaklav,Bettina Kochanek,Ron Porat,Noam Koenigstein,Yael Salzer,Amnon Lichter
标识
DOI:10.1016/j.postharvbio.2024.113013
摘要
Although the optimal storage conditions for grapes are well-established, deviations can occur in commercial settings. Our goal was to study the extent to which these deviations will affect grape properties, and if this can be effectively modeled. In the first year, we focused on how constant temperature shifts affect grape properties; in the second, on how temperature interruptions in the first period of storage influence fruit quality. The main features quantified were weight loss, rachis browning, decay, firmness, bleaching, and cracking. With respect to a 2% threshold of decay, 0 ºC enabled storage for 9 weeks, 3 ºC for 6 weeks, and 6 ºC for 3 weeks, all plus 3 d of shelf life, suggesting that storage temperature can be modified according to storage duration. Notably, temperature interruptions in the initial storage period demonstrated that the temperature of the interruption has a more significant impact on fruit quality than the duration of the interruption, particularly for weight loss and decay. Feature-importance analysis identified storage time as the primary factor influencing postharvest quality, but it highlighted the role of additional features as well. Dynamic models such as XGBoost consistently outperformed linear regression models in predicting both acceptance and rachis browning scores, but the latter had better R2 values. Results suggest that deviations from optimal storage conditions should be considered in future quality predictions and logistics management of grapes.
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