1
|
Chu K, Liu R, Shen X, Duan G. Methodology for quality risk prediction for milk powder production plants with domain-knowledge-involved serial neural networks. Food Chem 2025; 465:141761. [PMID: 39586197 DOI: 10.1016/j.foodchem.2024.141761] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2024] [Revised: 10/12/2024] [Accepted: 10/22/2024] [Indexed: 11/27/2024]
Abstract
In dairy enterprises, predicting product quality attributes that are influenced by operating parameters is a major task. To reduce quality loss in production, a prediction-based quality control method is proposed in this study. In particular, a serial neural network was designed, and an innovative quality risk prediction methodology based on the integration of SNN and domain knowledge was created. The methodology involves three steps: (1) the processing steps at each unit operation are mapped to a layer of a back propagation network, (2) the branch networks are connected by key quality attributes, and (3) the model is trained with preprocessed data. The experiment was conducted based on milk powder production, demonstrating that the proposed methodology has a higher accuracy and shorter response time compared with those of existing methods. In addition, the practical value of the prediction methodology in actual dairy companies was discussed.
Collapse
Affiliation(s)
- Kaiyang Chu
- Department of Industrial Engineering, Tsinghua University, Beijing, China; Sino French Engineer School, Beihang University, Beijing, China
| | - Rui Liu
- Aerospace Science and Industry Defense Technology Research Testing Center, Beijing, China; School of Mechanical Engineering and Automation, Beihang University, Beijing, China.
| | - Xu Shen
- Institute of Artificial Intelligence, Beihang University, Beijing, China
| | - Guijiang Duan
- School of Mechanical Engineering and Automation, Beihang University, Beijing, China; National Center of Technology Innovation for Dairy, Inner Mongolia, China
| |
Collapse
|
2
|
Li B, Chen Q, Mu L, Liu S, Xiang F, Yang L, Duan S, Li F, Man-Yau Szeto I. Milk fat globule membrane regulates the physicochemical properties and surface composition of infant formula powders by improving the stability of the emulsion. Food Chem 2024; 440:137522. [PMID: 38128430 DOI: 10.1016/j.foodchem.2023.137522] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2023] [Revised: 09/12/2023] [Accepted: 09/16/2023] [Indexed: 12/23/2023]
Abstract
The milk fat globules in infant formula (IF) are encapsulated by a component known as milk fat globule membrane (MFGM). However, it is currently unclear whether the improved emulsion stability of MFGM can have a profound effect on the finished IF. Therefore, this study investigated the effects of MFGM on the particle size, stability, rheology, and microstructure of emulsions prepared by dairy ingredients via wet mixing. Further, IF were processed using such emulsions, the physicochemical properties, surface composition of the powders were examined. The results showed that MFGM reduced the particle size of the emulsion, increased the viscosity, and improved the microstructure of the MFGM. Furthermore, MFGM reduced the moisture content of the powder, increased the glass transition temperature, and reduced the presence of surface fat. In conclusion, the addition of MFGM enhance the finished powder stability by improving the emulsion stability prepared during IF manufacturing.
Collapse
Affiliation(s)
- Bailiang Li
- Key Laboratory of Dairy Science, Ministry of Education, Northeast Agricultural University, Harbin 150030, China; Food College, Northeast Agricultural University, Harbin 150030, China
| | - Qingxue Chen
- Key Laboratory of Dairy Science, Ministry of Education, Northeast Agricultural University, Harbin 150030, China; Food College, Northeast Agricultural University, Harbin 150030, China
| | - Longkai Mu
- Key Laboratory of Dairy Science, Ministry of Education, Northeast Agricultural University, Harbin 150030, China; Food College, Northeast Agricultural University, Harbin 150030, China
| | - Sibo Liu
- Key Laboratory of Dairy Science, Ministry of Education, Northeast Agricultural University, Harbin 150030, China; Food College, Northeast Agricultural University, Harbin 150030, China
| | - Fangqin Xiang
- Key Laboratory of Dairy Science, Ministry of Education, Northeast Agricultural University, Harbin 150030, China; Food College, Northeast Agricultural University, Harbin 150030, China
| | - Liu Yang
- Key Laboratory of Dairy Science, Ministry of Education, Northeast Agricultural University, Harbin 150030, China; Food College, Northeast Agricultural University, Harbin 150030, China
| | - Sufang Duan
- Inner Mongolia Dairy Technology Research Institute Co. Ltd., Hohhot 010110, China; Inner Mongolia Yili Industrial Group, Co. Ltd., Yili Maternal and Infant Nutrition Institute (YMINI), Beijing 100070, China
| | - Fang Li
- Inner Mongolia Dairy Technology Research Institute Co. Ltd., Hohhot 010110, China; Inner Mongolia Yili Industrial Group, Co. Ltd., Yili Maternal and Infant Nutrition Institute (YMINI), Beijing 100070, China
| | - Ignatius Man-Yau Szeto
- Inner Mongolia Dairy Technology Research Institute Co. Ltd., Hohhot 010110, China; National Center of Technology Innovation for Dairy, Hohhot 010110, China.
| |
Collapse
|
3
|
Wang Y, Gong Y, Farid MS, Zhao C. Milk: A Natural Guardian for the Gut Barrier. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2024; 72:8285-8303. [PMID: 38588092 DOI: 10.1021/acs.jafc.3c06861] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/10/2024]
Abstract
The gut barrier plays an important role in health maintenance by preventing the invasion of dietary pathogens and toxins. Disruption of the gut barrier can cause severe intestinal inflammation. As a natural source, milk is enriched with many active constituents that contribute to numerous beneficial functions, including immune regulation. These components collectively serve as a shield for the gut barrier, protecting against various threats such as biological, chemical, mechanical, and immunological threats. This comprehensive review delves into the active ingredients in milk, encompassing casein, α-lactalbumin, β-lactoglobulin, lactoferrin, the milk fat globular membrane, lactose, transforming growth factor, and glycopeptides. The primary focus is to elucidate their impact on the integrity and function of the gut barrier. Furthermore, the implications of different processing methods of dairy products on the gut barrier protection are discussed. In conclusion, this study aimed to underscore the vital role of milk and dairy products in sustaining gut barrier health, potentially contributing to broader perspectives in nutritional sciences and public health.
Collapse
Affiliation(s)
- Yanli Wang
- College of Food Science and Engineering, Jilin University, Changchun 130062, China
| | - Yiyao Gong
- College of Food Science and Engineering, Jilin University, Changchun 130062, China
| | | | - Changhui Zhao
- College of Food Science and Engineering, Jilin University, Changchun 130062, China
| |
Collapse
|
4
|
Pan J, Chen M, Li N, Han R, Yang Y, Zheng N, Zhao S, Zhang Y. Bioactive Functions of Lipids in the Milk Fat Globule Membrane: A Comprehensive Review. Foods 2023; 12:3755. [PMID: 37893646 PMCID: PMC10606317 DOI: 10.3390/foods12203755] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2023] [Revised: 09/19/2023] [Accepted: 09/19/2023] [Indexed: 10/29/2023] Open
Abstract
The milk fat globule membrane (MFGM) is a complex tri-layer membrane that wraps droplets of lipids in milk. In recent years, it has attracted widespread attention due to its excellent bioactive functions and nutritional value. MFGM contains a diverse array of bioactive lipids, including cholesterol, phospholipids, and sphingolipids, which play pivotal roles in mediating the bioactivity of the MFGM. We sequentially summarize the main lipid types in the MFGM in this comprehensive review and outline the characterization methods used to employ them. In this comprehensive review, we sequentially describe the types of major lipids found in the MFGM and outline the characterization methods employed to study them. Additionally, we compare the structural disparities among glycerophospholipids, sphingolipids, and gangliosides, while introducing the formation of lipid rafts facilitated by cholesterol. The focus of this review revolves around an extensive evaluation of the current research on lipid isolates from the MFGM, as well as products containing MFGM lipids, with respect to their impact on human health. Notably, we emphasize the clinical trials encompassing a large number of participants. The summarized bioactive functions of MFGM lipids encompass the regulation of human growth and development, influence on intestinal health, inhibition of cholesterol absorption, enhancement of exercise capacity, and anticancer effects. By offering a comprehensive overview, the aim of this review is to provide valuable insights into the diverse biologically active functions exhibited by lipids in the MFGM.
Collapse
Affiliation(s)
- Junyu Pan
- Key Laboratory of Quality & Safety Control for Milk and Dairy Products of Ministry of Agriculture and Rural Affairs, Institute of Animal Sciences, Chinese Academy of Agricultural Sciences, Beijing 100193, China; (J.P.); (M.C.); (N.Z.); (S.Z.)
- College of Food Science and Engineering, Qingdao Agricultural University, Qingdao 266109, China; (N.L.); (R.H.); (Y.Y.)
| | - Meiqing Chen
- Key Laboratory of Quality & Safety Control for Milk and Dairy Products of Ministry of Agriculture and Rural Affairs, Institute of Animal Sciences, Chinese Academy of Agricultural Sciences, Beijing 100193, China; (J.P.); (M.C.); (N.Z.); (S.Z.)
| | - Ning Li
- College of Food Science and Engineering, Qingdao Agricultural University, Qingdao 266109, China; (N.L.); (R.H.); (Y.Y.)
| | - Rongwei Han
- College of Food Science and Engineering, Qingdao Agricultural University, Qingdao 266109, China; (N.L.); (R.H.); (Y.Y.)
| | - Yongxin Yang
- College of Food Science and Engineering, Qingdao Agricultural University, Qingdao 266109, China; (N.L.); (R.H.); (Y.Y.)
| | - Nan Zheng
- Key Laboratory of Quality & Safety Control for Milk and Dairy Products of Ministry of Agriculture and Rural Affairs, Institute of Animal Sciences, Chinese Academy of Agricultural Sciences, Beijing 100193, China; (J.P.); (M.C.); (N.Z.); (S.Z.)
| | - Shengguo Zhao
- Key Laboratory of Quality & Safety Control for Milk and Dairy Products of Ministry of Agriculture and Rural Affairs, Institute of Animal Sciences, Chinese Academy of Agricultural Sciences, Beijing 100193, China; (J.P.); (M.C.); (N.Z.); (S.Z.)
| | - Yangdong Zhang
- Key Laboratory of Quality & Safety Control for Milk and Dairy Products of Ministry of Agriculture and Rural Affairs, Institute of Animal Sciences, Chinese Academy of Agricultural Sciences, Beijing 100193, China; (J.P.); (M.C.); (N.Z.); (S.Z.)
| |
Collapse
|