arXiv:2509.00507cs.AI2025-09

用AI分析四种添加剂对冰淇淋融化的影响,找性价比最优配方。

Artificial Intelligence-Based Analysis of Ice Cream Melting Behavior Under Various Ingredients

  • 用时间戳视频+Python/OpenCV分析添加剂对融化过程的影响。
  • 所有样品融化后仍保持泡沫结构,重冻再融更坚固。
  • 对比发现不同稳定剂效果差异大,可优化成本与耐用性平衡。

冰淇淋融化稳定性是影响消费者接受度和产品品质的关键因素。本文研究了槐豆胶、瓜尔胶、麦芽糊精和卡拉胶对自制冰淇淋融化行为的影响,旨在评估这些添加剂如何提升抗融性并寻找更经济的配方。将每种添加剂分别加入冰淇淋样品,在受控条件下进行融化测试,使用延时摄影记录并分析融化过程。采用Python和OpenCV进行图像处理与量化分析。结果显示,所有样品在融化后仍保持泡沫状结构,表明稳定剂有助于形成稳定的气泡网络。此外,融化后重新冻结再融化的样品表现出更强的结构韧性,说明其结构耐久性提升。不同稳定剂的比较显示其抗融性能存在显著差异,部分添加剂在提供更强支撑方面表现更优。研究结果揭示了常用食品添加剂在冰淇淋配方中的功能作用,通过性能与成本的双重评估,为小规模及商业化生产提供了兼顾耐久性与经济性的配方设计参考。

原文摘要 · Abstract (English)

The stability of ice cream during melting is a critical factor for consumer's acceptance and product quality. With the commonly added stabilizer to improve texture, structure and slower melting as the factors to analyze. This report explores the effects of locust bean gum, guar gum, maltodextrin, and carrageenan on the melting behavior of homemade ice cream. The main objective was to assess how these additives influence melting resistance and to identify a more cost-effective recipe formulation. Ice cream samples incorporating each additive were prepared and subjected to melting tests under controlled conditions. Timelapse recordings were used to capture and analyze the progression of melting over time. Python and OpenCV is used for process and analysis. Observations revealed that all samples retained a foam-like structure even after melting, suggesting the stabilizers contributed to the formation of a stable air-cell matrix. Furthermore, when the melted samples were re-frozen and subsequently melted again, they displayed increased sturdiness, indicating improved resilience of the ice cream structure. Comparative analysis of the different stabilizers highlighted variations in their effectiveness, with some offering stronger melting resistance and structural support than others. Overall, the findings provide insights into the functional roles of commonly used food additives in ice cream formulation. By evaluating both performance and cost, this study demonstrates the potential for developing recipes that balance durability with economic efficiency, contributing to practical applications in both small-scale and commercial ice cream production.

食品科学添加剂图像分析冰淇淋

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