利用中红外光谱数据预测绵羊散装牛奶的凝结特性

Q3 Engineering Acta IMEKO Pub Date : 2024-03-04 DOI:10.21014/actaimeko.v13i1.1721
Carlo Boselli, A. Guerra, A. Costa, M. De Marchi
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引用次数: 1

摘要

牛奶的技术特点对奶酪生产至关重要。这一点在意大利尤为突出,因为意大利生产的大部分绵羊奶都用于奶酪生产。在进行任何处理之前,提前评估牛奶的技术特征和凝结能力对于行业决策至关重要。在本研究中,我们使用 344 个羊群的 4000 多份散装牛奶样本,测试了中红外光谱预测凝固特性(凝乳酶凝固时间和凝乳硬度)的能力。利用偏最小二乘法回归建立的模型表明,光谱数据点可成功用于预测这两个性状。在外部验证中,凝乳酶凝固时间的确定系数为 0.42,凝乳硬度的确定系数为 0.28,这表明交付给乳品厂的绵羊奶只需经过初步筛选,即可评估预期的凝固时间。这一发现将使生产商能够对奶农提供的牛奶进行评估。还需要进一步调查,以改进凝乳酶凝结时间的预测,并将其与成分特征结合起来,以确定支付系统中的奖励或惩罚。
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Prediction of sheep bulk milk coagulation properties from mid-infrared spectral data
The technological features of milk are essential for cheese manufacturing. This is particularly true for Italy, where most of the milk produced by sheep is intended for cheese production. The possibility to evaluate technological characteristics and coagulation aptitude of milk in advance, before any treatment, is crucial for decision-making at industry level. In the present study, we tested the ability of mid-infrared spectroscopy for prediction of coagulation traits (rennet coagulation time and curd firmness) by using more than 4000 bulk milk samples of 344 sheep herds. The models developed with a partial least square regression showed that spectral data points can be successfully used to predict the two traits. The coefficient of determination in external validation was 0.42 for rennet coagulation time and 0.28 for curd firmness, indicating that sheep milk delivered to dairies can undergo a preliminary screening only to assess the expected coagulation time. This finding will allow manufacturers to evaluate the milk received from farmers. Further investigation will be need to improve the prediction of rennet coagulation time that can be coupled with composition traits to define premiums or penalties in the payment system.
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来源期刊
Acta IMEKO
Acta IMEKO Engineering-Mechanical Engineering
CiteScore
2.50
自引率
0.00%
发文量
75
期刊介绍: The main goal of this journal is the enhancement of academic activities of IMEKO and a wider dissemination of scientific output from IMEKO TC events. High-quality papers presented at IMEKO conferences, workshops or congresses are seleted by the event organizers and the authors are invited to publish an enhanced version of their paper in this journal. The journal also publishes scientific articles on measurement and instrumentation not related to an IMEKO event.
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