{"title":"利用拉曼光谱预测 UHT 重构脱脂奶在常温储存后的相稳定性","authors":"Yijing Shao , Lili He , Haotian Zheng","doi":"10.1016/j.idairyj.2024.106142","DOIUrl":null,"url":null,"abstract":"<div><div>Milk is a colloidal system, and phase separation within such systems, such as excessive sedimentation and age gelation, is a quality defect in UHT-treated milk that remains challenging to predict. This study aims to investigate the feasibility of using Raman spectroscopy to characterize UHT reconstituted skim milk (RSM) and predict the degree of phase separation in UHT-RSM after storage. UHT-RSM samples after processing (M0) and three-month storage (M3) were vacuum-concentrated and analyzed by Raman spectroscopy. After 7.5 months of storage, the total solids depletion (TSD) of UHT-RSM was used to quantitatively reflect the degree of phase separation. Two independent partial least squares regression models were constructed using TSD<sub>7.5-month</sub> as the response variable and pre-processed Raman spectra collected from M0 and M3, respectively, as predictor variables. The nuances in UHT-RSM samples captured by Raman spectroscopy are crucial in developing the PLS regression models. Results showed that both M0 and M3 Raman spectra were relatively effective in predicting the phase separation condition (TSD<sub>7.5-month</sub>) of UHT-RSM at a later stage of storage (R<sup>2</sup><sub>Pred</sub> = 0.74 and 0.85, respectively). This study demonstrated a new approach for forecasting the phase stability of UHT-RSM products based on spectral information. While there is a space for optimization of the presented prediction models, the technical approach shows good potential to be utilized by ingredient manufacturers and UHT milk processors to assist the ingredient screening process. Future research is encouraged to improve prediction accuracy within the framework of this novel approach.</div></div>","PeriodicalId":13854,"journal":{"name":"International Dairy Journal","volume":"161 ","pages":"Article 106142"},"PeriodicalIF":3.1000,"publicationDate":"2024-11-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Prediction of phase stability of UHT reconstituted skim milk after ambient storage using Raman spectroscopy\",\"authors\":\"Yijing Shao , Lili He , Haotian Zheng\",\"doi\":\"10.1016/j.idairyj.2024.106142\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>Milk is a colloidal system, and phase separation within such systems, such as excessive sedimentation and age gelation, is a quality defect in UHT-treated milk that remains challenging to predict. This study aims to investigate the feasibility of using Raman spectroscopy to characterize UHT reconstituted skim milk (RSM) and predict the degree of phase separation in UHT-RSM after storage. UHT-RSM samples after processing (M0) and three-month storage (M3) were vacuum-concentrated and analyzed by Raman spectroscopy. After 7.5 months of storage, the total solids depletion (TSD) of UHT-RSM was used to quantitatively reflect the degree of phase separation. Two independent partial least squares regression models were constructed using TSD<sub>7.5-month</sub> as the response variable and pre-processed Raman spectra collected from M0 and M3, respectively, as predictor variables. The nuances in UHT-RSM samples captured by Raman spectroscopy are crucial in developing the PLS regression models. Results showed that both M0 and M3 Raman spectra were relatively effective in predicting the phase separation condition (TSD<sub>7.5-month</sub>) of UHT-RSM at a later stage of storage (R<sup>2</sup><sub>Pred</sub> = 0.74 and 0.85, respectively). This study demonstrated a new approach for forecasting the phase stability of UHT-RSM products based on spectral information. While there is a space for optimization of the presented prediction models, the technical approach shows good potential to be utilized by ingredient manufacturers and UHT milk processors to assist the ingredient screening process. Future research is encouraged to improve prediction accuracy within the framework of this novel approach.</div></div>\",\"PeriodicalId\":13854,\"journal\":{\"name\":\"International Dairy Journal\",\"volume\":\"161 \",\"pages\":\"Article 106142\"},\"PeriodicalIF\":3.1000,\"publicationDate\":\"2024-11-19\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"International Dairy Journal\",\"FirstCategoryId\":\"97\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0958694624002620\",\"RegionNum\":3,\"RegionCategory\":\"农林科学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"FOOD SCIENCE & TECHNOLOGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Dairy Journal","FirstCategoryId":"97","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0958694624002620","RegionNum":3,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"FOOD SCIENCE & TECHNOLOGY","Score":null,"Total":0}
Prediction of phase stability of UHT reconstituted skim milk after ambient storage using Raman spectroscopy
Milk is a colloidal system, and phase separation within such systems, such as excessive sedimentation and age gelation, is a quality defect in UHT-treated milk that remains challenging to predict. This study aims to investigate the feasibility of using Raman spectroscopy to characterize UHT reconstituted skim milk (RSM) and predict the degree of phase separation in UHT-RSM after storage. UHT-RSM samples after processing (M0) and three-month storage (M3) were vacuum-concentrated and analyzed by Raman spectroscopy. After 7.5 months of storage, the total solids depletion (TSD) of UHT-RSM was used to quantitatively reflect the degree of phase separation. Two independent partial least squares regression models were constructed using TSD7.5-month as the response variable and pre-processed Raman spectra collected from M0 and M3, respectively, as predictor variables. The nuances in UHT-RSM samples captured by Raman spectroscopy are crucial in developing the PLS regression models. Results showed that both M0 and M3 Raman spectra were relatively effective in predicting the phase separation condition (TSD7.5-month) of UHT-RSM at a later stage of storage (R2Pred = 0.74 and 0.85, respectively). This study demonstrated a new approach for forecasting the phase stability of UHT-RSM products based on spectral information. While there is a space for optimization of the presented prediction models, the technical approach shows good potential to be utilized by ingredient manufacturers and UHT milk processors to assist the ingredient screening process. Future research is encouraged to improve prediction accuracy within the framework of this novel approach.
期刊介绍:
The International Dairy Journal publishes significant advancements in dairy science and technology in the form of research articles and critical reviews that are of relevance to the broader international dairy community. Within this scope, research on the science and technology of milk and dairy products and the nutritional and health aspects of dairy foods are included; the journal pays particular attention to applied research and its interface with the dairy industry.
The journal''s coverage includes the following, where directly applicable to dairy science and technology:
• Chemistry and physico-chemical properties of milk constituents
• Microbiology, food safety, enzymology, biotechnology
• Processing and engineering
• Emulsion science, food structure, and texture
• Raw material quality and effect on relevant products
• Flavour and off-flavour development
• Technological functionality and applications of dairy ingredients
• Sensory and consumer sciences
• Nutrition and substantiation of human health implications of milk components or dairy products
International Dairy Journal does not publish papers related to milk production, animal health and other aspects of on-farm milk production unless there is a clear relationship to dairy technology, human health or final product quality.