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Legumes as an alternative protein source in plant-based foods: Applications, challenges, and strategies 豆类作为植物性食品中的替代蛋白质来源:应用、挑战和战略
IF 6.2 2区 农林科学 Q1 FOOD SCIENCE & TECHNOLOGY Pub Date : 2024-01-01 DOI: 10.1016/j.crfs.2024.100876
Xin Zhang , Zhaonan Zhang , Ao Shen , Tianyi Zhang , Lianzhou Jiang , Hesham El-Seedi , Guohua Zhang , Xiaonan Sui
Since animal proteins may pose a threat to the global environment and human health, the development of alternative proteins has become an inevitable trend in the future. Legumes are considered to be one of the most promising sources of sustainable alternative animal proteins. Legume proteins are considered to exhibit excellent processing properties, including emulsification, gelation, and foaming, which have led to their widespread use in the food industry. Moreover, legume proteins are not only taken as substitutes for meat proteins, they also play an essential role in novel plant-based foods (meat, dairy, fermented food, and fat). However, there are few comprehensive overview studies on the application of legume proteins in plant-based foods. Therefore, this review provides a general overview of the main sources, functional properties, and applications in plant-based foods of legume proteins. In addition, challenges to the application of legume proteins in plant-based foods and specific strategies to address these challenges are presented. The review may provide some references for the further application of legume proteins in novel plant-based foods.
由于动物蛋白可能对全球环境和人类健康构成威胁,开发替代蛋白已成为未来的必然趋势。豆类被认为是最有前景的可持续替代动物蛋白来源之一。豆类蛋白质被认为具有优良的加工性能,包括乳化、凝胶化和发泡,因此在食品工业中得到广泛应用。此外,豆类蛋白质不仅可作为肉类蛋白质的替代品,还在新型植物性食品(肉类、乳制品、发酵食品和脂肪)中发挥着重要作用。然而,有关豆类蛋白质在植物性食品中应用的全面综述研究很少。因此,本综述概述了豆类蛋白质的主要来源、功能特性以及在植物性食品中的应用。此外,还介绍了豆类蛋白质在植物性食品中应用所面临的挑战以及应对这些挑战的具体策略。本综述可为豆类蛋白质在新型植物性食品中的进一步应用提供一些参考。
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引用次数: 0
Enhancing consumer sensory science approach through augmented virtuality 通过增强虚拟性改进消费者感官科学方法
IF 6.2 2区 农林科学 Q1 FOOD SCIENCE & TECHNOLOGY Pub Date : 2024-01-01 DOI: 10.1016/j.crfs.2024.100834
Abdul Hannan Bin Zulkarnain , Howard R. Moskowitz , Zoltán Kókai , Attila Gere

Augmented Virtuality (AV) is a concept that merges components of Augmented Reality (AR) and Virtual Reality (VR), incorporating real elements into a virtual environment. This review analyses the influence of AV technology on sensory science and consumer behaviour, with the potential to improve product evaluation through sensory analysis. The objective is to develop immersive sensory environments that closely resemble real-world scenarios, offering accurate insights into consumer perceptions and preferences. Participants will be able to observe genuine food products within the virtual environment. Through the utilization of a multidisciplinary approach, the analysis explores the point at which technology and human senses intersect, revealing new and unique understandings of decision-making processes. This enhances comprehension of consumer choices and behaviour in virtual environments, providing practical uses for industries navigating the ever-changing nature of augmented virtuality. This review demonstrates that the integration of AV elements in sensory science can have a substantial influence.

增强虚拟现实(Augmented Virtuality,AV)是一个融合了增强现实(Augmented Reality,AR)和虚拟现实(Virtual Reality,VR)的概念,将真实元素融入虚拟环境。本综述分析了影音技术对感官科学和消费者行为的影响,通过感官分析改善产品评估的潜力。其目的是开发与真实世界场景十分相似的沉浸式感官环境,准确洞察消费者的感知和偏好。参与者将能够在虚拟环境中观察真正的食品。通过采用多学科方法进行分析,探索技术与人类感官的交汇点,揭示对决策过程的新的独特理解。这增强了对消费者在虚拟环境中的选择和行为的理解,为各行业驾驭不断变化的增强虚拟性提供了实际用途。本综述表明,将视听元素融入感官科学可以产生重大影响。
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引用次数: 0
Oleosome interfacial engineering to enhance their functionality in foods 通过油脂体界面工程增强其在食品中的功能
IF 6.3 2区 农林科学 Q1 FOOD SCIENCE & TECHNOLOGY Pub Date : 2024-01-01 DOI: 10.1016/j.crfs.2024.100682
Saeed M. Ghazani , Jason Hargreaves , Burcu Guldiken , Analucia Mata , Erica Pensini , Alejandro G. Marangoni

This study aimed to increase the physical stability of native sunflower oleosomes to expand their range of applications in food. The first objective was to increase the stability and functionality of oleosomes to lower pH since most food products require a pH of 5.5 or lower for microbial stability. Native sunflower oleosomes had a pI of 6.2. One particularly effective strategy for long-term stabilization, both physical and microbial, was the addition of 40% (w/w) glycerol to the oleosomes plus homogenization, which decreased the pI to 5.3 as well as decreasing oleosome size, narrowing the size distribution and increasing colloidal stability. Interfacial engineering of oleosomes by coating them with lecithin and the polysaccharides xanthan and gellan, effectively increased stability, and lowered their pI to 3.0 for lecithin and lower than 3.0 for xanthan. Coating oleosomes also caused a greater absolute value of the ζ-potential; for example, this amount was shifted to −20 mV at pH 4.0 for xanthan and to −28 mV at pH 4.0 for lecithin, which provides electrostatic stabilization. Polysaccharides also provide steric stabilization, which is superior. A significant increase in the diameter of coated oleosomes was observed with lecithin, xanthan and gellan. The oleosome sample with 40% glycerol showed high storage stability at 4 °C (over three months). The addition of glycerol also decreased the water activity of the oleosome suspension to 0.85, which could prevent microbial growth.

这项研究旨在提高本地向日葵油脂体的物理稳定性,以扩大其在食品中的应用范围。第一个目标是提高油脂体在较低 pH 值下的稳定性和功能性,因为大多数食品需要 5.5 或更低的 pH 值才能保证微生物的稳定性。原生向日葵油脂体的 pI 值为 6.2。一种特别有效的物理和微生物长期稳定策略是在油脂体中添加 40%(重量比)的甘油并进行均质化,从而将 pI 值降至 5.3,并减小油脂体的大小,缩小大小分布,提高胶体稳定性。通过在油小体上涂覆卵磷脂以及多糖黄原胶和结冷胶,对其进行界面工程处理,可有效提高稳定性,并使卵磷脂的 pI 值降至 3.0,黄原胶的 pI 值低于 3.0。涂覆油脂体还会使ζ电位的绝对值增大;例如,黄原胶在 pH 值为 4.0 时,ζ电位的绝对值变为-20 mV;卵磷脂在 pH 值为 4.0 时,ζ电位的绝对值变为-28 mV,从而提供了静电稳定性。多糖还能提供更好的立体稳定性。卵磷脂、黄原胶和结冷胶都能明显增加包被油小体的直径。含 40% 甘油的油脂体样品在 4 °C 下显示出较高的储存稳定性(超过三个月)。甘油的加入还能将油泡悬浮液的水活性降至 0.85,从而防止微生物生长。
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引用次数: 0
Sweet triterpenoid glycoside from Cyclocarya paliurus ameliorates obesity-induced insulin resistance through inhibiting the TLR4/NF-κB/NLRP3 inflammatory pathway 通过抑制TLR4/NF-κB/NLRP3炎症途径改善肥胖引起的胰岛素抵抗
IF 6.3 2区 农林科学 Q1 FOOD SCIENCE & TECHNOLOGY Pub Date : 2024-01-01 DOI: 10.1016/j.crfs.2024.100677
Jie Li , Junyu He , Haibo He , Xiao Wang , Shuran Zhang , Yumin He , Jihong Zhang , Chengfu Yuan , HongWu Wang , Daoxiang Xu , Chaowang Pan , Huifan Yu , Kun Zou

Our prophase studies have manifested that the sweet triterpenoid glycoside from the leaves of Cyclocarya paliurus (CPST) effectively improved the disorders of glucolipid metabolism in vitro and in patients. The current purpose was to further detect its mechanisms involved. The results demonstrated that CPST could ameliorate high-fat diet (HFD)-induced insulin resistance (IR), which was linked to reducing HFD-induced mice's body weight, serum glucose (GLUO), triglyceride (TG), total cholesterol (T-CHO) and low-density lipoprotein cholesterol (LDL-C), lowering the area under the oral glucose tolerance curve and insulin tolerance, elevating the percentage of brown adipose, high-density lipoprotein cholesterol (HDL-C), reducing fat droplets of adipocytes in interscapular brown adipose tissue (iBAT) and cross-sectional area of adipocytes. Further studies manifested that CPST obviously downregulated TLR4, MyD88, NLRP3, ASC, caspase-1, cleased-caspase-1, IL-18, IL-1β, TXNIP, and GSDMD protein expressions and p-NF-кB/NF-кB ratio in iBAT. These aforementioned findings demonstrated that CPST ameliorated HFD induced IR by regulating TLR4/NF-κB/NLRP3 signaling pathway, which in turn enhancing insulin sensitivity and glucose metabolism.

我们的前期研究表明,从巴戟天(Cyclocarya paliurus)叶中提取的甜三萜苷(CPST)能有效改善体外和患者体内的糖脂代谢紊乱。目前的目的是进一步检测其相关机制。结果表明,CPST能改善高脂饮食(HFD)诱导的胰岛素抵抗(IR),这与降低HFD诱导的小鼠体重、血清葡萄糖(GLUO)、甘油三酯(TG)、总胆固醇(T-CHO)和低密度脂蛋白胆固醇(LDL-C)有关、降低口服葡萄糖耐量曲线下面积和胰岛素耐量,提高棕色脂肪百分比和高密度脂蛋白胆固醇(HDL-C),减少肩胛间棕色脂肪组织(iBAT)中脂肪细胞的脂肪滴和脂肪细胞的横截面积。进一步的研究表明,CPST能明显下调iBAT中TLR4、MyD88、NLRP3、ASC、caspase-1、cleased-caspase-1、IL-18、IL-1β、TXNIP和GSDMD蛋白的表达以及p-NF-кB/NF-кB比率。上述研究结果表明,CPST通过调节TLR4/NF-κB/NLRP3信号通路,改善了HFD诱导的IR,进而提高了胰岛素敏感性和糖代谢。
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引用次数: 0
Quality and staling characteristics of white bread fortified with lysozyme-hydrolyzed mealworm powder (Tenebrio molitor L.) 用溶菌酶水解黄粉虫粉强化的白面包的质量和结块特性
IF 6.3 2区 农林科学 Q1 FOOD SCIENCE & TECHNOLOGY Pub Date : 2024-01-01 DOI: 10.1016/j.crfs.2024.100685
Su-Hyeon Pyo , Chae-Ryun Moon , So-Won Park , Ji-yu Choi , Jong-Dae Park , Jung Min Sung , Eun-Ji Choi , Yang-Ju Son

Edible insects have a low environmental impact but are rich in nutrients and have been promoted as alternative protein sources. However, adding insect flour to bread negatively affects the overall quality, especially loaf volume and textural properties. Furthermore, relevant studies on chitin are limited. Therefore, this study examined chitin hydrolysis using lysozymes to enhance the quality characteristics in defatted mealworm (Tenebrio molitor L.) powder (DF-M)-supplemented bread. The chitin hydrolysis degree by lysozymes was evaluated using the 3,5-dinitrosalicylic acid assay and matrix-assisted laser desorption ionization–time-of-flight mass spectrometry. The amount of chitin oligomers increased with time, and no significant difference in the hydrolysis efficiency between water and 400 mM acetate buffer was observed. Enzymatic hydrolysis improved the DF-M water- and oil-binding and antioxidant capacities. In addition, chitin hydrolysis increased the volume and softened the texture of white bread. In particular, bread supplemented with DF-M hydrolyzed for 4 h at 10 % had the highest moisture content among the mealworm-added bread groups during storage for 5 days. Moreover, sensory evaluation showed a positive effect of chitin hydrolysis on acceptability. Our findings indicate that chitin hydrolysis can improve the quality of bread containing insect additives. In conclusion, this study provides novel insights into producing high-quality and functional bakery products from edible insects by the enzymatic hydrolysis of edible insect powders and could expand the applications of edible insects as food ingredients.

食用昆虫对环境的影响较小,但营养丰富,已被推广为替代蛋白质来源。然而,在面包中添加昆虫粉会对面包的整体质量产生负面影响,尤其是面包的体积和质地特性。此外,关于几丁质的相关研究也很有限。因此,本研究利用溶菌酶对几丁质进行水解,以提高添加了脱脂黄粉虫(Tenebrio molitor L.)粉(DF-M)的面包的质量特性。利用 3,5-二硝基水杨酸测定法和基质辅助激光解吸电离飞行时间质谱法评估了溶菌酶水解几丁质的程度。甲壳素低聚物的数量随着时间的推移而增加,水和 400 mM 乙酸缓冲液的水解效率没有明显差异。酶水解提高了 DF-M 的水、油结合能力和抗氧化能力。此外,几丁质水解还增加了白面包的体积并软化了口感。特别是,在添加了黄粉虫的面包中,经 4 小时水解的 DF-M 含量为 10%的面包在储存 5 天后的水分含量最高。此外,感官评估显示,几丁质水解对面包的可接受性有积极影响。我们的研究结果表明,几丁质水解可以改善含有昆虫添加剂的面包的质量。总之,这项研究为通过酶水解食用昆虫粉生产高质量的功能性面包产品提供了新的见解,并可扩大食用昆虫作为食品配料的应用范围。
{"title":"Quality and staling characteristics of white bread fortified with lysozyme-hydrolyzed mealworm powder (Tenebrio molitor L.)","authors":"Su-Hyeon Pyo ,&nbsp;Chae-Ryun Moon ,&nbsp;So-Won Park ,&nbsp;Ji-yu Choi ,&nbsp;Jong-Dae Park ,&nbsp;Jung Min Sung ,&nbsp;Eun-Ji Choi ,&nbsp;Yang-Ju Son","doi":"10.1016/j.crfs.2024.100685","DOIUrl":"https://doi.org/10.1016/j.crfs.2024.100685","url":null,"abstract":"<div><p>Edible insects have a low environmental impact but are rich in nutrients and have been promoted as alternative protein sources. However, adding insect flour to bread negatively affects the overall quality, especially loaf volume and textural properties. Furthermore, relevant studies on chitin are limited. Therefore, this study examined chitin hydrolysis using lysozymes to enhance the quality characteristics in defatted mealworm (<em>Tenebrio molitor</em> L.) powder (DF-M)-supplemented bread. The chitin hydrolysis degree by lysozymes was evaluated using the 3,5-dinitrosalicylic acid assay and matrix-assisted laser desorption ionization–time-of-flight mass spectrometry. The amount of chitin oligomers increased with time, and no significant difference in the hydrolysis efficiency between water and 400 mM acetate buffer was observed. Enzymatic hydrolysis improved the DF-M water- and oil-binding and antioxidant capacities. In addition, chitin hydrolysis increased the volume and softened the texture of white bread. In particular, bread supplemented with DF-M hydrolyzed for 4 h at 10 % had the highest moisture content among the mealworm-added bread groups during storage for 5 days. Moreover, sensory evaluation showed a positive effect of chitin hydrolysis on acceptability. Our findings indicate that chitin hydrolysis can improve the quality of bread containing insect additives. In conclusion, this study provides novel insights into producing high-quality and functional bakery products from edible insects by the enzymatic hydrolysis of edible insect powders and could expand the applications of edible insects as food ingredients.</p></div>","PeriodicalId":10939,"journal":{"name":"Current Research in Food Science","volume":"8 ","pages":"Article 100685"},"PeriodicalIF":6.3,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S266592712400011X/pdfft?md5=98d9b1a9d9358c0efe5d46bf3fdcc322&pid=1-s2.0-S266592712400011X-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139654029","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Chitosan/aloe vera gel coatings infused with orange peel essential oils for fruits preservation 注入橙皮精油的壳聚糖/芦荟凝胶涂层用于水果保鲜
IF 6.3 2区 农林科学 Q1 FOOD SCIENCE & TECHNOLOGY Pub Date : 2024-01-01 DOI: 10.1016/j.crfs.2024.100680
Wen Xia Ling Felicia , Rovina Kobun , Nasir Md Nur Aqilah , Sylvester Mantihal , Nurul Huda

Continuous fruit waste poses significant environmental and economic challenges, necessitating innovative fruit coating technologies. This research focuses on harnessing discarded orange peels to extract essential oil (OPEO), which is then integrated into a chitosan/aloe vera (CTS/AVG) matrix. The study comprehensively characterised the coating in terms of its physicochemical properties, antioxidant capacity, and antimicrobial efficacy. The investigation involved an analysis of particle size and distribution in the coating solutions, highlighting changes induced by the incorporation of orange peel essential oil (1 %, 2 % and 3 % v/w) into the chitosan/aloe vera (4:1 v/v) matrix, including particle size reduction and enhanced Brownian motion. The study quantifies a 33.21 % decrease in water vapour transmission rate and a reduction in diffusion coefficient from 9.26 × 10–11 m2/s to 6.20 × 10–11 m2/s following the addition of OPEO to CTS/AVG. Assessment of antioxidant potential employing DPPH radical scavenging assays, revealed that CTS/AVG/3 %OPEO exhibited notably superior radical scavenging activity compared to CTS/AVG, CTS/AVG/1 %OPEO, and CTS/AVG/2 %OPEO, demonstrated by its IC50 value of 17.01 ± 0.45 mg/mL. The study employs the well diffusion method, demonstrating a higher susceptibility of gram-negative bacteria to the coating solutions than gram-positive counterparts. Remarkably, CTS/AVG/3 %OPEO displayed the most pronounced inhibition against Escherichia coli, generating an inhibitory zone diameter of 14 ± 0.8 mm. The results collectively emphasised the potential of CTS/AVG/3 %OPEO as a viable natural alternative to synthetic preservatives within the fruit industry, attributed to its exceptional antioxidant and antimicrobial properties.

持续的水果废弃物带来了巨大的环境和经济挑战,因此需要创新的水果涂层技术。这项研究的重点是利用废弃橘皮提取精油(OPEO),然后将其融入壳聚糖/芦荟(CTS/AVG)基质中。该研究从理化特性、抗氧化能力和抗菌功效等方面对涂层进行了全面鉴定。调查包括对涂层溶液中的粒度和分布进行分析,突出了在壳聚糖/芦荟(4:1 v/v)基质中加入橙皮精油(1 %、2 % 和 3 % v/w)所引起的变化,包括粒度减小和布朗运动增强。研究表明,在 CTS/AVG 中添加 OPEO 后,水蒸气透过率降低了 33.21%,扩散系数从 9.26 × 10-11 m2/s 降至 6.20 × 10-11 m2/s。采用 DPPH 自由基清除试验评估抗氧化潜力时发现,与 CTS/AVG、CTS/AVG/1 %OPEO 和 CTS/AVG/2 %OPEO 相比,CTS/AVG/3 %OPEO 的自由基清除活性明显更强,其 IC50 值为 17.01 ± 0.45 mg/mL。研究采用了井扩散法,结果表明革兰氏阴性细菌对涂层溶液的敏感性高于革兰氏阳性细菌。值得注意的是,CTS/AVG/3 %OPEO 对大肠杆菌的抑制作用最明显,抑制区直径为 14 ± 0.8 毫米。这些结果共同强调了 CTS/AVG/3 %OPEO 因其卓越的抗氧化和抗菌特性而成为水果业合成防腐剂的可行天然替代品的潜力。
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引用次数: 0
Sugar lowering in fermented apple-pear juice orchestrates a promising metabolic answer in the gut microbiome and intestinal integrity 降低发酵苹果梨汁中的糖分可协调肠道微生物群和肠道完整性中的代谢问题
IF 6.2 2区 农林科学 Q1 FOOD SCIENCE & TECHNOLOGY Pub Date : 2024-01-01 DOI: 10.1016/j.crfs.2024.100833
Ali Zein Alabiden Tlais , Andrea Polo , Lena Granehäll , Pasquale Filannino , Olimpia Vincentini , Francesca De Battistis , Raffaella Di Cagno , Marco Gobbetti

Excessive sugar consumption in young people, who are the major consumers of sugary drinks, combined with limited physical activity, is an important determinant of obesity. Despite their natural appeal, fruit juices have a similar sugar content to that of sugary drinks and once metabolized, they may induce the same biological response. This study aimed to verify whether fermentation processes can make juice consumption healthier and whether reduced-sugar juices have a specific impact on intestinal function. We designed a tailored fermentation of apple-pear juices with lactic acid bacteria and yeasts, which resulted in a reduction of sugar content (27–66%) and caloric intake, and an increase in mannitol content. The impact of newly developed apple-pear juices on gut microbiome composition and functionality was evaluated in vitro using the Simulator of the Human Intestinal Microbial Ecosystem (SHIME). Promising changes were found in the gut microbiota and its metabolic responses and functionality, targeting pathways related to obesity and weight loss (lipopolysaccharide and secondary metabolite biosynthesis, polycyclic aromatic hydrocarbon degradation, and amino sugar and nucleotide sugar metabolism). Additionally, the fermented apple-pear juices positively modulated the intestinal epithelial features. While the simulation of the study simplifies the complex in vivo conditions, it suggests that low-sugar fermented apple-pear juices can elicit targeted responses in the gut ecosystem, contributing to healthier alternatives to traditional fruit juices.

年轻人是含糖饮料的主要消费群体,他们摄入过多的糖分,再加上运动量有限,是导致肥胖的重要决定因素。尽管果汁具有天然的吸引力,但其含糖量与含糖饮料相似,一旦代谢,可能会引起相同的生物反应。本研究旨在验证发酵过程是否能使果汁饮用更健康,以及低糖果汁是否会对肠道功能产生特定影响。我们设计了一种用乳酸菌和酵母对苹果梨果汁进行发酵的定制方法,该方法可降低果汁的含糖量(27-66%)和热量摄入,并增加甘露醇的含量。使用人体肠道微生物生态系统模拟器(SHIME)对新开发的苹果梨果汁对肠道微生物群组成和功能的影响进行了体外评估。结果发现,肠道微生物群及其代谢反应和功能发生了可喜的变化,这些变化针对的是与肥胖和减肥有关的途径(脂多糖和次级代谢物的生物合成、多环芳香烃降解、氨基糖和核苷酸糖代谢)。此外,发酵苹果梨果汁还对肠道上皮特征有积极的调节作用。虽然这项研究的模拟简化了复杂的体内条件,但它表明低糖发酵苹果梨果汁可以在肠道生态系统中引起有针对性的反应,从而为传统果汁的健康替代品做出贡献。
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引用次数: 0
Fruit freshness detection based on multi-task convolutional neural network 基于多任务卷积神经网络的水果新鲜度检测
IF 6.3 2区 农林科学 Q1 FOOD SCIENCE & TECHNOLOGY Pub Date : 2024-01-01 DOI: 10.1016/j.crfs.2024.100733
Yinsheng Zhang , Xudong Yang , Yongbo Cheng , Xiaojun Wu , Xiulan Sun , Ruiqi Hou , Haiyan Wang

Background

Fruit freshness detection by computer vision is essential for many agricultural applications, e.g., automatic harvesting and supply chain monitoring. This paper proposes to use the multi-task learning (MTL) paradigm to build a deep convolutional neural work for fruit freshness detection.

Results

We design an MTL model that optimizes the freshness detection (T1) and fruit type classification (T2) tasks in parallel. The model uses a shared CNN (convolutional neural network) subnet and two FC (fully connected) task heads. The shared CNN acts as a feature extraction module and feeds the two task heads with common semantic features. Based on an open fruit image dataset, we conducted a comparative study of MTL and single-task learning (STL) paradigms. The STL models use the same CNN subnet with only one specific task head. In the MTL scenario, the T1 and T2 mean accuracies on the test set are 93.24% and 88.66%, respectively. Meanwhile, for STL, the two accuracies are 92.50% and 87.22%. Statistical tests report significant differences between MTL and STL on T1 and T2 test accuracies. We further investigated the extracted feature vectors (semantic embeddings) from the two STL models. The vectors have an averaged 0.7 cosine similarity on the entire dataset, with most values lying in the 0.6–0.8 range. This indicates a between-task correlation and justifies the effectiveness of the proposed MTL approach.

Conclusion

This study proves that MTL exploits the mutual correlation between two or more relevant tasks and can maximally share their underlying feature extraction process. we envision this approach to be extended to other domains that involve multiple interconnected tasks.

背景利用计算机视觉进行水果新鲜度检测对许多农业应用(如自动收获和供应链监控)至关重要。结果我们设计了一个 MTL 模型,该模型可并行优化新鲜度检测(T1)和水果类型分类(T2)任务。该模型使用一个共享 CNN(卷积神经网络)子网和两个 FC(全连接)任务头。共享 CNN 充当特征提取模块,为两个任务头提供共同的语义特征。基于一个开放的水果图像数据集,我们对 MTL 和单任务学习(STL)范式进行了比较研究。STL 模型使用相同的 CNN 子网,但只有一个特定的任务头。在 MTL 场景中,测试集上的 T1 和 T2 平均准确率分别为 93.24% 和 88.66%。而对于 STL,这两个准确率分别为 92.50% 和 87.22%。统计测试表明,MTL 和 STL 在 T1 和 T2 测试准确率上存在明显差异。我们进一步研究了从两个 STL 模型中提取的特征向量(语义嵌入)。在整个数据集上,这些向量的平均余弦相似度为 0.7,大多数值在 0.6-0.8 之间。结论这项研究证明,MTL 可以利用两个或多个相关任务之间的相互关联性,最大限度地共享其基础特征提取过程。
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引用次数: 0
Intensification of rice flour gel structure by fermenting corresponding rice with Lactobacillus plantarum 用植物乳杆菌发酵相应大米,强化米粉凝胶结构
IF 6.3 2区 农林科学 Q1 FOOD SCIENCE & TECHNOLOGY Pub Date : 2024-01-01 DOI: 10.1016/j.crfs.2024.100743
Wenmin Ao , Likang Qin , Ning Wu , Pingzhen Ge , Chengmei Hu , Jinlan Hu , Yujie Peng , Yong Zhu

In starch gel foods processing, lactic acid fermentation is an effective strategy to improve the quality of the gel. This study revealed the effects of Lactobacillus plantarum fermentation for rice on the textural and rheological properties of the corresponding gels. The hardness, adhesiveness and chewiness of the gel showed ascending trends with the forwarding of fermentation. The role of Lactobacillus plantarum on rheological properties of gel depended on fermentation time. As the time was within 3 days, the process reduced the viscoelastic of the gel, while as the time was for 5 days, the process enhanced the viscoelastic of the gel. During fermentation, amylose content increased from 21.56 ± 1.17% to 27.39 ± 0.63%, and crude protein content descended from 12.60 ± 0.44 g/100 g DW to 4.8 ± 0.49 g/100 g DW. Total organic acids were ascending in the whole process, and lactic acid (LA), acetic acid (AA) and citric acid (CA) made the dominant contribution. The enthalpy change (ΔH) of the rice flour fermented for 5 days was significantly (p < 0.05) increased to 9.90 ± 0.24 J/g, indicating the formation of more double helix structures. These organic acids may contribute to the formation of the pores on the surface of granules by hydrolyzing the components, which provides a channel for enzymes to enter the interior of granules. These results provide the basis for the development of fermented rice-based foods.

在淀粉凝胶食品加工中,乳酸发酵是提高凝胶质量的有效策略。本研究揭示了植物乳杆菌发酵大米对相应凝胶质构和流变特性的影响。随着发酵时间的延长,凝胶的硬度、粘性和咀嚼性呈上升趋势。植物乳杆菌对凝胶流变特性的影响取决于发酵时间。发酵时间在 3 天以内时,凝胶的粘弹性降低;发酵时间在 5 天以上时,凝胶的粘弹性增强。在发酵过程中,直链淀粉含量从 21.56 ± 1.17% 增加到 27.39 ± 0.63%,粗蛋白含量从 12.60 ± 0.44 g/100 g DW 下降到 4.8 ± 0.49 g/100 g DW。有机酸总量在整个过程中呈上升趋势,其中乳酸(LA)、乙酸(AA)和柠檬酸(CA)占主导地位。发酵 5 天的米粉的焓变(ΔH)显著增加(p < 0.05)至 9.90 ± 0.24 J/g,表明形成了更多的双螺旋结构。这些有机酸可能通过水解颗粒表面的成分,为酶进入颗粒内部提供了通道,从而促进了颗粒表面孔隙的形成。这些结果为开发以大米为基础的发酵食品提供了依据。
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引用次数: 0
Investigation on 3D printing of shrimp surimi under different printing parameters and thermal processing conditions 不同打印参数和热加工条件下的虾糜三维打印研究
IF 6.3 2区 农林科学 Q1 FOOD SCIENCE & TECHNOLOGY Pub Date : 2024-01-01 DOI: 10.1016/j.crfs.2024.100745
Yanmo Pan , Qinxiu Sun , Yang Liu , Shuai Wei , Zongyuan Han , Ouyang Zheng , Hongwu Ji , Bin Zhang , Shucheng Liu

Improving the printing accuracy and stability of shrimp surimi and finding appropriate printing parameters and suitable thermal processing method can help to develop high value-added 3D printing products of shrimp surimi. It was found that in order to make the 3D printing products of shrimp surimi have higher printing adaptability (printing accuracy and printing stability reach more than 97%), by choosing nozzle diameter of 1.20 mm and setting the printing height of the nozzle to 2.00 mm, the layers of the printed products were better fused with each other, and the printing accuracy of the products could be greatly improved; there was no uneven discharge and filament breakage when the nozzle moved at the speed of 30 mm/s; and the products were internally compact and had good stability when the printing filling rate was 80%. In addition, the deformation rates of steamed, boiled and deep-fried shrimp surimi products were significantly higher than those of oven-baked and microwaved shrimp surimi products (P < 0.05). Microwave heating had a greater effect on the deformation and color of shrimp surimi products, and was not favored by the evaluators. In terms of deformation rate, sensory score, and textural characteristic, the oven-baked thermal processing method was selected to obtain higher sensory evaluation scores and lower deformation rates of shrimp surimi 3D printed products. In the future, DIY design can be carried out in 3D printing products of shrimp surimi to meet the needs of different groups of people for modern food.

提高虾糜的打印精度和稳定性,寻找合适的打印参数和热处理方法,有助于开发高附加值的虾糜3D打印产品。研究发现,为了使虾糜3D打印产品具有更高的打印适应性(打印精度和打印稳定性均达到97%以上),选择喷嘴直径为1.20 mm、喷嘴打印高度为2.00 mm时,打印出的产品层与层之间的融合度较好,产品的打印精度得以大幅提高;喷嘴以30 mm/s的速度移动时,没有出现出丝不均匀和断丝现象;打印填充率为80%时,产品内部紧密,稳定性较好。此外,蒸、煮和炸虾糜制品的变形率明显高于烤虾糜制品和微波虾糜制品(P < 0.05)。微波加热对虾糜产品的变形率和色泽有较大影响,未得到评价人员的青睐。在变形率、感官评分和纹理特征方面,选择烤箱烘烤热加工方法可使虾糜3D打印产品获得较高的感官评价得分和较低的变形率。未来,虾糜3D打印产品可进行DIY设计,以满足不同人群对现代食品的需求。
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引用次数: 0
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Current Research in Food Science
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