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Meta-Learning-Based Lightweight Method for Food Calorie Estimation 基于元学习的食物卡路里估算轻量级方法
IF 2.9 3区 农林科学 Q2 FOOD SCIENCE & TECHNOLOGY Pub Date : 2025-07-31 DOI: 10.1155/jfq/7044178
Jinlin Ma, Yuetong Wan, Ziping Ma

As a significant research component in nutritional assessment, vision-based food calorie estimation has been studied and applied due to its higher accuracy and efficiency. In this paper, a lightweight network for food calorie estimation is designed, called MeLL-cal. Firstly, a feature extraction module is proposed based on meta-learning ideas to generate informative representations, such as color, texture, and edge features, for unseen foods. Secondly, within the feature extraction module, a large convolutional kernel is proposed to provide a larger receptive field, which aims to capture more shape and semantic information and minimize information loss. Then, to achieve efficient calorie estimation with lower computational complexity, the calorie estimation module employs query-based inference to achieve optimal feature expression. Additionally, an adaptive fine-tuning module is also designed to refine estimation accuracy according to different datasets. The extensive experiments demonstrate the superiority of the MeLL-cal in terms of a PMAE of 18.7% and 31.1%, respectively, with only 2.313K parameters and 1.036 ms inference time on the Menu match dataset and the Calo world dataset.

基于视觉的食物热量估算作为营养评估的重要研究组成部分,以其较高的准确性和效率得到了广泛的研究和应用。本文设计了一种用于食物热量估算的轻量级网络,称为mel -cal。首先,提出了基于元学习思想的特征提取模块,用于生成未见食物的颜色、纹理和边缘特征等信息表示。其次,在特征提取模块中,提出了一个大卷积核来提供更大的接受场,旨在捕获更多的形状和语义信息,并最小化信息损失。然后,为了在较低的计算复杂度下实现高效的卡路里估计,卡路里估计模块采用基于查询的推理来实现最优特征表达式。此外,还设计了自适应微调模块,根据不同的数据集对估计精度进行微调。大量的实验表明,mel -cal在菜单匹配数据集和Calo世界数据集上的PMAE分别为18.7%和31.1%,参数为2.313K,推理时间为1.036 ms。
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引用次数: 0
The Influence of Psyllium Husk Utilized as a Carbohydrate Substitute on Textural Characteristics of Chicken Sausage and Consumer Preference 车前草壳作为碳水化合物替代品对鸡肉香肠质构特性及消费者偏好的影响
IF 2.9 3区 农林科学 Q2 FOOD SCIENCE & TECHNOLOGY Pub Date : 2025-07-29 DOI: 10.1155/jfq/3061063
Tulay Elal Mus, Tulay Ozcan, Hakan Ustuner, Figen Cetinkaya, Tugçe Necla Selvi, Gokce Keser, Nursen Senturk

The present study aimed to investigate the effect of psyllium husk powder, as a dietary fiber and carbohydrate substitute, on the physicochemical, colorimetric, structural quality, and consumer preference of sausages during storage. The potato starch was replaced by psyllium husk powder in 20%–40%–60%–80%–100% to improve the technological and sensory properties of the new product. Physicochemical analyses revealed that fiber substitution did not affect protein or fat values but reduced carbohydrate and moisture values. Carbohydrate decrease in psyllium husk samples varied between 39.29% and 71.42% and was detected the most in T5 sample. Moisture reduction varied between 2.46% and 6.01% and decreased as the addition rate increased. Cooking loss and total expressible fluid (TEF) during storage increased with the addition of psyllium husk (especially T2). Cooking loss increased the most in the control sample (4.8%) at the end of storage, while the least loss was in the T3 (3.4%) and T1 (3.5%) samples. Furthermore, during storage, there was a slight decrease in brightness in parallel with the psyllium husk replacement rate, but yellowing indexes increased. Instrumental textural analyses showed that 20%–40% of substituted samples (T1, T2) had similar properties to the control. Changes generally occurred in springiness, stickiness, and chewiness properties when substituting up to 60% psyllium husk. In psyllium husk–substituted samples, adhesiveness, resilience, and hardness decreased during storage, while chewiness increased. Consumer acceptance tests showed that panelists preferred sausages produced from white meat more than others, and sensory acceptability was rated above general liking on a hedonic scale of 6–8. When the technological and sensory properties of the products were evaluated together, it was determined that the acceptability of the 40% substituted (T2) sausage sample showed similar characteristics to the control sample, while the 100% substituted (T5) sample had low acceptance. Overall, the findings indicate that psyllium husk substitution has provided functional properties such as low carbohydrate and fibrousness to chicken sausages without affecting the sensory and textural properties. Psyllium husk powder–contained sausage has the potential to be an alternative meat product for individuals who need particular nutritional purposes.

本研究旨在探讨车前草壳粉作为膳食纤维和碳水化合物替代品对香肠贮藏过程中理化、比色、结构质量和消费者偏好的影响。以车前草壳粉代替马铃薯淀粉的20% ~ 40% ~ 60% ~ 80% ~ 100%,提高了新产品的工艺性能和感官性能。理化分析表明,纤维替代不影响蛋白质或脂肪值,但降低了碳水化合物和水分值。车前草壳样品碳水化合物含量下降幅度在39.29% ~ 71.42%之间,以T5样品最多。含水率在2.46% ~ 6.01%之间,随添加速率的增加而降低。贮存期间蒸煮损失和总可表达液(TEF)随车前子壳(尤其是T2)的添加而增加。在贮藏结束时,对照样品蒸煮损失增加最多(4.8%),而T3(3.4%)和T1(3.5%)样品蒸煮损失最小。贮藏过程中,车前子的光亮度随换壳率的增加而略有下降,但黄化指数增加。仪器结构分析表明,20%-40%的替代样品(T1, T2)具有与对照相似的性质。当替换高达60%的车前草外壳时,通常会发生弹性,粘性和耐嚼性的变化。在车前草壳替代样品中,黏性、回弹性和硬度在储存期间下降,而咀嚼性增加。消费者接受度测试显示,小组成员更喜欢白肉香肠,感官接受度在6-8分的享乐等级中高于一般喜欢程度。当对产品的工艺性能和感官性能进行综合评价时,发现40%替代(T2)香肠样品的可接受性与对照样品相似,而100%替代(T5)样品的可接受性较低。总体而言,研究结果表明,车前草壳替代在不影响感官和质地特性的情况下,为鸡肉香肠提供了低碳水化合物和纤维性等功能特性。车前草壳粉香肠有潜力成为一种替代肉类产品的个人需要特殊的营养目的。
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引用次数: 0
Probiotics Containing Collagen Peptides for Weight Loss and Improvement of Brain Disorders Caused by Obesity in a Mouse Model 含有胶原蛋白肽的益生菌对小鼠模型肥胖引起的体重减轻和脑部疾病的改善
IF 2.6 3区 农林科学 Q2 FOOD SCIENCE & TECHNOLOGY Pub Date : 2025-07-27 DOI: 10.1155/jfq/8208809
Wei-Wen Sung, Tsung-Ming Yeh, Wen-Ling Shih

Collagen peptide was identified as a prebiotic that can provide nitrogen and carbon sources for probiotics to achieve antiobesity, anti-inflammatory, antioxidant, and immunoregulatory effects by improving the gut microbiota. Also, obesity is a high-risk factor for psychological and cognitive diseases. This study used a commercialized collagen peptide probiotic (CPP) containing 12 strains of proprietary probiotics with collagen peptides from fish skin to evaluate weight control, fat formation, blood sugar control, and anxiety behavior effects in mice fed a high-fat diet (HFD) or high-carbohydrate diet (HCD) and compared the effects by the clinical weight loss drug orlistat (ORL). The results showed that CPP was more effective than ORL in slowing the weight gain in HCD- or HFD-fed male mice. However, the effects of CPP and ORL in female mice were slightly different. Regardless of gender, CPP significantly reduced fat formation and improved glucose tolerance caused by HCD or HFD. Blood biochemical analysis also revealed that CPP could restore HCD- and HFD-induced liver and kidney dysfunction in male but not in female mice. The total cholesterol, triglycerides, and leptin concentrations in the blood decreased with CPP compared to the ORL intervention. In addition, CPP alleviated HCD- and HFD-induced anxiety in mice and improved their gut microbiota. This study confirmed that this CPP product has more antiobesity effects and can ameliorate other related damage caused by HCD and HFD than the clinical weight loss drug ORL. Thus, CPP has a strong potential to be widely used for human health promotion and disease prevention.

胶原蛋白肽是一种益生元,可以为益生菌提供氮和碳源,通过改善肠道菌群来达到抗肥胖、抗炎、抗氧化和免疫调节的作用。此外,肥胖是心理和认知疾病的高危因素。本研究使用一种商业化的胶原肽益生菌(CPP),该益生菌含有12种专有的鱼皮胶原肽益生菌,以评估饲喂高脂肪饮食(HFD)或高碳水化合物饮食(HCD)的小鼠的体重控制、脂肪形成、血糖控制和焦虑行为的效果,并与临床减肥药奥利司他(ORL)的效果进行比较。结果表明,CPP在减缓HCD或hfd喂养的雄性小鼠体重增加方面比ORL更有效。然而,CPP和ORL在雌性小鼠中的作用略有不同。无论性别如何,CPP都能显著减少脂肪形成,改善HCD或HFD引起的葡萄糖耐量。血液生化分析还显示,CPP可以恢复HCD和hfd诱导的雄性小鼠的肝肾功能障碍,但对雌性小鼠没有作用。与ORL干预相比,CPP降低了血液中的总胆固醇、甘油三酯和瘦素浓度。此外,CPP减轻了HCD和hfd诱导的小鼠焦虑,改善了它们的肠道微生物群。本研究证实,与临床减肥药ORL相比,该CPP产品具有更强的抗肥胖作用,并能改善HCD和HFD引起的其他相关损害。因此,CPP具有广泛应用于人类健康促进和疾病预防的潜力。
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引用次数: 0
Nutrient Composition Analysis in Quasipaa spinosa Eggs 棘棘拟虾卵营养成分分析
IF 2.6 3区 农林科学 Q2 FOOD SCIENCE & TECHNOLOGY Pub Date : 2025-07-22 DOI: 10.1155/jfq/1150723
Han Li, Piao Zhu, Yibin Hu, Jianfeng Yuan, Gang Yang, Rongquan Zheng

The objective of this study was to determine the nutrient composition of Quasipaa spinosa eggs and evaluate their nutritional value. The findings from this study can be utilized to propose recommendations for further development of Q. spinosa. The fatty acids, amino acids, mineral elements, crude fat, crude protein, and other nutrients in Q. spinosa eggs were analyzed using the Chinese national standard methods. The composition of Q. spinosa eggs included moisture (77.97 ± 3.99%), crude protein (16.90 ± 2.24%), crude fat (2.33 ± 0.17%), and ash (0.84 ± 0.05%). The analysis identified 23 distinct fatty acids, with polyunsaturated fatty acids comprising 68.22% of the total fatty acid content, including linoleic acid (C18:2n6c, LA), α-linolenic acid (C18:3n3, ALA), eicosapentaenoic acid (C20:5n3, EPA), and docosahexaenoic acid (C22:6n3, DHA). Eighteen amino acids were detected in the eggs, with the total amino acid content (on a dry weight basis) being 64.45 ± 2.49%, of which essential amino acids constituted 24.27 ± 0.80%. The amino acid score analysis showed that lysine had the highest score. Among the eight commonly observed mineral elements, phosphorus and calcium had the highest levels. The abundance of unsaturated fatty acids, essential amino acids, phosphorus, and calcium in Q. spinosa eggs highlights their significant nutritional value, suggesting promising prospects for consumption and further development.

本研究的目的是测定棘拟鱼卵的营养成分并评价其营养价值。本研究结果可为棘豆的进一步开发提供参考。采用中国国家标准方法对棘豆蛋中的脂肪酸、氨基酸、矿质元素、粗脂肪、粗蛋白质等营养成分进行了分析。青松蛋的主要成分为水分(77.97±3.99%)、粗蛋白质(16.90±2.24%)、粗脂肪(2.33±0.17%)和灰分(0.84±0.05%)。分析鉴定出23种不同的脂肪酸,其中多不饱和脂肪酸占总脂肪酸含量的68.22%,包括亚油酸(C18:2n6c, LA)、α-亚麻酸(C18:3n3, ALA)、二十碳五烯酸(C20:5n3, EPA)和二十二碳六烯酸(C22:6n3, DHA)。共检出18种氨基酸,总氨基酸含量(以干重为基础)为64.45±2.49%,其中必需氨基酸占24.27±0.80%。氨基酸得分分析显示赖氨酸得分最高。在8种常见的矿物元素中,磷和钙的含量最高。棘豆蛋中含有丰富的不饱和脂肪酸、必需氨基酸、磷和钙,具有重要的营养价值,具有广阔的消费和开发前景。
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引用次数: 0
Determination of Total Phenolic Content, Total Flavonoid Content, Antioxidant Activities, and Soluble Sugars of Different Varieties of Banana Fruit Pulps Grown in Some Woredas in Bench Sheko and Sheka Zones, Southwest Ethiopia 埃塞俄比亚西南部Bench Sheko和Sheka地区不同品种香蕉果肉中总酚、总黄酮含量、抗氧化活性和可溶性糖含量的测定
IF 2.6 3区 农林科学 Q2 FOOD SCIENCE & TECHNOLOGY Pub Date : 2025-07-21 DOI: 10.1155/jfq/4827476
Shisho Haile, Sintayehu Gashaw, Jemal Kassahun

This study investigated bioactive materials and soluble sugar contents in banana fruit collected from local farmers. Banana fruit samples were collected from three potential plantation districts. Among ripening method, only the dried banana leaf wrapping technique resulted in the required ripening. Thus, analysis of parameters was conducted. Therefore, the dried banana fruit pulp was analyzed for phenols, flavonoids, antioxidants, free radical scavenging (FRS) activities, and soluble sugars. The obtained result showed the presence of significant differences between the analyzed banana fruit varieties and growing districts. Overall, the phenolic contents among the banana fruit pulp ranged from 36.28 to 45.34 GAE mg/100 g of banana fruit pulp, while the flavonoids ranged from 3.35 to 7.95 QE mg/100 g. Similarly, the antioxidant activity ranged from 12.09 to 19.56 AAE mg/100 g, while the free radical activity (DPPH) was 62.10%–94.80%. Also, the IC50 value ranged from 0.04 to 0.07. The analyzed soluble sugar contents ranged from 6.10 to 11.0 g/100 g. Giant cavendish varieties have highest total phenolic content (TPC), while Dwarf Cavendish verities have highest antioxidant activity. Banana variety affect TPC, FRS, and sucrose content, while place where banana grown affect only total flavonoid content (TFC) and FRS. TACs and sugar are strongly linked. However, TFC shows moderate negative correlations with both TACs and sugar, suggesting higher TFCs mean lower TACs and sugar. TFCs show borderline differences across districts, with Debub Bench appearing to have lower TFCs, but a nonsignificant trend for higher TACs and sugar. Obtained results agree with other previously reported values. Thus, the analyzed banana fruits have appreciable amount of bioactive compound and soluble sugars.

本研究对采自当地农民的香蕉果实中的生物活性物质和可溶性糖含量进行了研究。香蕉果实样本采集自三个潜在种植区。在成熟方法中,只有干香蕉叶包膜技术达到了要求的成熟程度。因此,进行了参数分析。因此,对干香蕉果肉的酚类、类黄酮、抗氧化剂、自由基清除(FRS)活性和可溶性糖进行了分析。结果表明,所分析的香蕉品种和种植区之间存在显著差异。总体而言,香蕉果肉中酚类含量为36.28 ~ 45.34 QE mg/100 g,黄酮类含量为3.35 ~ 7.95 QE mg/100 g。抗氧化活性范围为12.09 ~ 19.56 AAE mg/100 g, DPPH活性范围为62.10% ~ 94.80%。IC50值在0.04 ~ 0.07之间。测定的可溶性糖含量为6.10 ~ 11.0 g/100 g。巨型卡文迪什品种的总酚含量(TPC)最高,而矮型卡文迪什品种的抗氧化活性最高。香蕉品种影响TPC、FRS和蔗糖含量,而香蕉生长地只影响总黄酮含量(TFC)和FRS,而tac和糖含量密切相关。然而,TFC与TACs和糖均呈中等负相关,表明TFC越高,TACs和糖越低。tfc在不同地区之间表现出边缘性差异,Debub Bench的tfc似乎较低,但tac和糖含量较高的趋势并不显著。所得结果与其他先前报道的值一致。因此,所分析的香蕉果实具有相当数量的生物活性化合物和可溶性糖。
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引用次数: 0
Microbial Quality and Antimicrobial Resistance Along the Nile Tilapia (Oreochromis niloticus) Value Chain in Kakamega County, Kenya 肯尼亚卡卡梅加县尼罗罗非鱼(Oreochromis niloticus)价值链上的微生物质量和抗菌素耐药性
IF 2.6 3区 农林科学 Q2 FOOD SCIENCE & TECHNOLOGY Pub Date : 2025-07-16 DOI: 10.1155/jfq/8932798
James Adero Obar, Joseph Wafula Matofari, John Masani Nduko

This study evaluated microbiological risks along the Nile tilapia (Oreochromis niloticus) fish value chain in Kakamega County, Kenya, by assessing microbial loads, pathogen prevalence, and antimicrobial resistance to determine food safety and hygiene standards. Significant variations in microbial counts were observed along the chain, with the highest total plate count (TPC) (8.73 ± 2.06 log10 CFU/g) and total coliform count (TCC) (7.91 ± 1.97 log10 CFU/g) recorded at the wholesale stage, suggesting that postharvest handling practices contribute to increased contamination. In contrast, processing methods such as drying and frying reduced these counts significantly, with values of 4.12 ± 0.97 and 4.39 ± 1.05 log10 CFU/g, respectively. All water samples and contact surface swabs tested positive for coliforms, with levels ranging from 4.96 ± 1.29 to 6.77 ± 1.94 log10 CFU/100 mL for water samples and 4.63 ± 3.32 to 3.69 ± 1.93 log10 CFU/cm2 for contact surfaces, thereby exceeding the World Health Organization (WHO) guidelines and indicating poor water quality and inadequate sanitation management. Among the pathogens, Staphylococcus aureus was most prevalent in fish (94.4%) and water (71.2%), followed by Pseudomonas spp. (65.6% and 45.6%) and Escherichia coli (64.8% and 60%). High contamination at farm level, evidenced by a 93% prevalence of S. aureus in fish, suggests that unhygienic harvesting practices are a primary source of contamination. Moreover, antimicrobial susceptibility testing revealed high resistance to ampicillin (75%) and erythromycin (58%), with multidrug resistance among key isolates. Overall, these findings underscore the urgent need for enhanced hygiene practices, improved water quality management, stricter antimicrobial policies to safeguard public health, and ensure the safety of tilapia fish products.

本研究评估了肯尼亚Kakamega县尼罗罗非鱼(Oreochromis niloticus)鱼类价值链上的微生物风险,通过评估微生物负荷、病原体流行率和抗菌素耐药性来确定食品安全和卫生标准。微生物数量在整个养殖链中存在显著差异,在批发阶段记录的总菌落计数(TPC)最高(8.73±2.06 log10 CFU/g),总大肠菌群计数(TCC)最高(7.91±1.97 log10 CFU/g),表明采后处理措施导致污染增加。相比之下,干燥和油炸等加工方法显著降低了这些计数,分别为4.12±0.97和4.39±1.05 log10 CFU/g。所有水样和接触表面拭子检测大肠菌群呈阳性,水样的水平为4.96±1.29至6.77±1.94 log10 CFU/100 mL,接触表面的水平为4.63±3.32至3.69±1.93 log10 CFU/cm2,超过了世界卫生组织(世卫组织)的指导方针,表明水质差,卫生管理不足。病原菌中,以鱼(94.4%)和水(71.2%)中金黄色葡萄球菌最多,其次为假单胞菌(65.6%和45.6%)和大肠杆菌(64.8%和60%)。养殖场一级的高污染,鱼类中金黄色葡萄球菌的流行率为93%,表明不卫生的捕捞做法是污染的主要来源。此外,药敏试验显示对氨苄西林(75%)和红霉素(58%)具有高耐药性,关键分离株存在多药耐药。总的来说,这些发现强调迫切需要加强卫生习惯、改善水质管理、更严格的抗微生物政策,以保障公众健康,并确保罗非鱼产品的安全。
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引用次数: 0
Mitigating Aflatoxin Contamination in Groundnuts Using Plant-Derived Essential Oils: Implications for Food Security 使用植物源性精油减轻花生中的黄曲霉毒素污染:对食品安全的影响
IF 2.6 3区 农林科学 Q2 FOOD SCIENCE & TECHNOLOGY Pub Date : 2025-07-16 DOI: 10.1155/jfq/2042590
Fredrick A. Obedi, Regina P. Mtei, Kessy F. Kilulya

The production and storage of food crops in various households are affected by aflatoxin contamination, which comprises toxic and carcinogenic chemicals to both humans and animals. Aflatoxins, produced by Aspergillus flavus and Aspergillus parasiticus, impact several agricultural crops, notably maize, groundnuts, and spices. This study investigated the inhibitory potential of plant-based essential oils (EOs) (clove, cardamom, and garlic) in controlling mold growth and aflatoxin contamination in groundnuts by examining their impact on A. flavus growth. The EOs were extracted through hydrodistillation, and their chemical compositions were analyzed using gas chromatography–mass spectrometry (GC–MS), revealing dominant compounds such as eugenol (39.88%) in clove, alpha-terpineol acetate (36.50%) in cardamom, and trisulfide di-2 propenyl (51.72%) in garlic. The antifungal activities of these oils were evaluated using the agar diffusion method against A. flavus, showing that clove and cardamom oils could perfectly inhibit mycelial growth at concentrations ≥ 250 ppm. Clove oil demonstrated a 92% growth inhibition rate, and cardamom oil showed an 88% reduction, underscoring their potential as natural, safe alternatives for controlling aflatoxin contamination in stored groundnuts, thereby contributing to enhanced food security and health effects associated with aflatoxins.

各种家庭粮食作物的生产和储存受到黄曲霉毒素污染的影响,黄曲霉毒素含有对人类和动物有毒和致癌的化学物质。黄曲霉毒素由黄曲霉和寄生曲霉产生,影响几种农作物,特别是玉米、花生和香料。本研究通过考察植物精油(丁香、豆蔻和大蒜)对黄曲霉生长的影响,研究了它们在控制花生霉菌生长和黄曲霉毒素污染方面的抑制潜力。采用水蒸气蒸馏法提取精油,并用气相色谱-质谱(GC-MS)对其化学成分进行分析,发现丁香中的丁香酚(39.88%)、豆蔻中的α -松油醇醋酸酯(36.50%)和大蒜中的三硫二-2丙烯(51.72%)为优势化合物。琼脂扩散法测定了丁香油和豆蔻油对黄曲霉的抑菌活性,结果表明丁香油和豆蔻油在浓度≥250 ppm时对菌丝生长有较好的抑制作用。丁香油显示出92%的生长抑制率,豆蔻油显示出88%的抑制率,强调了它们作为控制储藏花生中黄曲霉毒素污染的天然、安全替代品的潜力,从而有助于加强与黄曲霉毒素相关的粮食安全和健康影响。
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引用次数: 0
Nanosilver–Titanium Dioxide-Enhanced Chitosan Composite Film for Prolonged Egg Preservation: Antibacterial and Antioxidant Mechanisms 纳米银-二氧化钛-增强壳聚糖复合膜延长鸡蛋保存:抗菌和抗氧化机制
IF 2.6 3区 农林科学 Q2 FOOD SCIENCE & TECHNOLOGY Pub Date : 2025-07-16 DOI: 10.1155/jfq/6651630
Yichang Huang, Qiyu Zhang, Qihao Xu, Hang Li, Shanshan Chen, Ziyue Feng

Eggs, a staple and vital food in daily life, present a significant challenge regarding preservation. To extend the shelf life of eggs, this study developed a chitosan-based composite coating for egg preservation and antibacterial activity. The hydrophobicity and preservation effects of this chitosan composite film were investigated. The experimental results demonstrated that the chitosan composite film exhibited excellent hydrophobic properties. In tests evaluating the preservation performance, eggs coated with the chitosan composite film showed superior results across several parameters. Specifically, the weight loss rate of eggs coated with the chitosan film increased the least over time. Weight loss at 49 days was 26.70% lower in the coated group (7.99%) compared to the uncoated group (10.90%), indicating that the composite effectively sealed the micropores of the eggshell, preventing moisture loss. Moreover, Haugh unit values were higher overall in the coated group than in the uncoated group and were significantly higher on days 14 and 49 than in the uncoated group. The yolk index of the coated eggs exhibited a smaller decline trend and was significantly higher than the control group at specific intervals. The yolk index at Day 49 was significantly higher in the coated group (0.22) than in the uncoated group (liquefaction). Additionally, the pH of egg whites in the coated eggs showed minimal increases over time. Total bacterial count tests revealed that the composite film developed in this study provided antibacterial effects on both the eggshell surface and internal content. Antioxidant assessments of the egg yolk indicated that the composite coating significantly enhanced total antioxidant capacity, superoxide dismutase activity, and slowed down total malondialdehyde production, thereby inhibiting lipid oxidation in the yolk. This study offers a promising approach for improving egg preservation and provides valuable insights for broader applications in food preservation technologies.

鸡蛋作为人们日常生活中的主食和重要食品,其保存是一项重大挑战。为了延长鸡蛋的保质期,本研究开发了一种具有抗菌活性的壳聚糖基复合鸡蛋保鲜膜。研究了壳聚糖复合膜的疏水性和保存效果。实验结果表明,壳聚糖复合膜具有优异的疏水性。壳聚糖复合膜对鸡蛋保鲜性能的评价结果表明,壳聚糖复合膜对鸡蛋保鲜性能的评价优于壳聚糖复合膜。具体来说,涂有壳聚糖膜的鸡蛋随着时间的推移,减重率增加最少。与未包覆组(10.90%)相比,包覆组(7.99%)的失重率降低了26.70%,说明复合材料有效地密封了蛋壳的微孔,防止了水分的流失。此外,包衣组的哈氏单位值总体上高于未包衣组,并且在第14天和第49天显著高于未包衣组。包衣鸡蛋的蛋黄指数下降趋势较小,在特定时间间隔显著高于对照组。第49天,包被组蛋黄指数(0.22)显著高于未包被组(液化)。此外,涂有涂层的鸡蛋中蛋白的pH值随着时间的推移几乎没有增加。细菌总数测试表明,复合膜对蛋壳表面和内部均有抗菌作用。结果表明,复合涂层显著提高了蛋黄的总抗氧化能力和超氧化物歧化酶活性,减缓了总丙二醛的产生,从而抑制了蛋黄的脂质氧化。该研究为改善鸡蛋保鲜提供了一条有前途的途径,并为食品保鲜技术的广泛应用提供了有价值的见解。
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引用次数: 0
Using Novel Optimized Deep Learning Techniques for Detecting Fungal Infections in Hazelnuts Kernels Based on Shell Color Changes 基于壳颜色变化的新型优化深度学习技术检测榛子仁真菌感染
IF 2.6 3区 农林科学 Q2 FOOD SCIENCE & TECHNOLOGY Pub Date : 2025-07-09 DOI: 10.1155/jfq/3350046
Mehdi Farahani, Hossein Bagherpour

Improper environmental or storage conditions can lead to fungal development in some hazelnuts. This type of fungus causes a slight discoloration on the hazelnut shell. To increase the marketability of the product, it is essential to separate these defective samples from sound ones. Due to the high color similarity between defective and sound samples, manual separation is prone to significant errors, necessitating an automated process. Furthermore, given the strong feature identification and extraction capabilities of convolutional neural networks (CNNs), this model was employed for the classification task. This study investigated the effect of some important factors such as input image size, flattening methods (global average pooling (GAP) and fully connected layer (FCL)), as well as the number of hidden layers and dropout on the model performance. In examining the effect of input image size on the models’ performance, the highest classification accuracy was obtained with a moderate image size of 128 × 128. Comparing the FCL and GAP methods indicated that the GAP method not only increased training speed but also minimized overfitting, resulting in overall better performance than FCL. The results of the models revealed that the proposed CNN model with four convolutional layers, employing the GAP method, a dropout rate of 0.5, and no hidden layers achieved the highest performance. The results demonstrate that the proposed CNN model effectively classified hazelnuts based on subtle color variations on their shells. It achieved a 0.8% improvement in detection accuracy compared to the manual classification method.

不适当的环境或储存条件可能导致真菌在一些榛子中发展。这种真菌会导致榛子壳轻微变色。为了提高产品的适销性,有必要将这些有缺陷的样品与完好的样品分开。由于缺陷样品和正常样品之间的颜色高度相似,人工分离容易产生重大错误,因此需要自动化过程。此外,考虑到卷积神经网络(cnn)强大的特征识别和提取能力,该模型被用于分类任务。研究了输入图像大小、平坦化方法(global average pooling, GAP)和完全连接层(fully connected layer, FCL)、隐藏层数和dropout等重要因素对模型性能的影响。在研究输入图像大小对模型性能的影响时,当图像大小为128 × 128时,获得了最高的分类精度。对比FCL方法和GAP方法,GAP方法不仅提高了训练速度,而且最小化了过拟合,总体性能优于FCL方法。模型结果表明,采用GAP方法、dropout率为0.5、无隐藏层的4层卷积CNN模型的性能最好。结果表明,所提出的CNN模型基于榛子壳上细微的颜色变化有效地分类了榛子。与人工分类方法相比,该方法的检测准确率提高了0.8%。
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引用次数: 0
Micronutrient Composition of the Most Appreciated Complementary Flours Formulated With the Under-Valorized Local Resources in the Far North Region, Cameroon 最受欢迎的补充面粉的微量营养素组成配方与价值不足的当地资源在远北地区,喀麦隆
IF 2.6 3区 农林科学 Q2 FOOD SCIENCE & TECHNOLOGY Pub Date : 2025-07-07 DOI: 10.1155/jfq/8825292
Mamat Abazidi, Tenyang Noël, Ponka Roger

Malnutrition is a threat to the society as a whole. The incorporation of under-valorized local resources into children’s diet could be a solution to combat micronutrient deficiencies. The aim of this study was to evaluate the micronutrient composition of complementary flours formulated with the under-valorized local resources. Cricket, tiger nuts, carrots, melon fruit, sweet potato tubers, and baobab fruit pulp were collected in the Far North Region of Cameroon. These biological materials underwent preliminary processing. Complementary flours were formulated with varying amounts of crickets and tiger nuts’ flours added to the constant amount of baobab fruit pulp and sweet potato or carrot tuber or melon fruit pulp flours to obtain 100 g of flour per formula. The total carotenoids, vitamin A, vitamin C, mineral contents, and antinutritional factors of the ingredients and complementary flours were determined using standard methods. The total carotenoids, vitamin A, vitamin C, and mineral contents of the ingredient and formulated flours varied significantly (p < 0.05). In general, complementary flours with 20% of cricket (C20T40B10M30, C20T40B10P30, and C20T40B10Cr30) were rich in micronutrients. The flour with 20% of cricket, 40% of tiger nuts, 10% of baobab fruit pulp, and 30% of carrot (C20T40B10Cr30) presented the highest calcium, magnesium, potassium, phosphorus, zinc, copper, manganese, vitamin A, and vitamin C contents, whose values were 186.43, 158.98, 2275.4, 385.86, 380.04, 6.50, 1.64, 5.06, 6.012, and 93.007 mg/100 g, respectively. Complementary flour with 30% of melon (C20T40B10M30) presented the highest iron (40.65 mg/100 g) and sodium (476.89 mg/100 g) contents. On the other hand, C20T40B10Cr30 flour had the lowest phytate (92.07 mg/100 g) and oxalate (42.47 mg/100 g) contents. In addition, this flour presented the highest iron and zinc bioavailability. These complementary flours especially C20T40B10Cr30 can be used to reduce micronutrient deficiencies in children.

营养不良是对整个社会的威胁。将价值偏低的当地资源纳入儿童饮食可能是解决微量营养素缺乏症的一种办法。本研究的目的是评价用价值不足的当地资源配制的补充面粉的微量营养素组成。蟋蟀、虎坚果、胡萝卜、甜瓜、红薯块茎和猴面包树果肉在喀麦隆的远北地区被收集。这些生物材料经过了初步加工。在等量的猴面包树果浆和红薯或胡萝卜块茎或甜瓜果浆粉中加入不同量的蟋蟀和虎坚果粉,配制成辅食粉,每份配方粉的面粉量为100克。采用标准方法测定配料粉和辅食粉的总类胡萝卜素、维生素A、维生素C、矿物质含量和抗营养因子。原料粉和配方粉的总类胡萝卜素、维生素A、维生素C和矿物质含量差异显著(p < 0.05)。总的来说,添加20%蟋蟀粉(C20T40B10M30、C20T40B10P30和C20T40B10Cr30)的补粉中微量营养素含量丰富。蟋蟀粉添加量为20%、虎果粉添加量为40%、猴面包树果肉添加量为10%、胡萝卜添加量为30% (C20T40B10Cr30)时,钙、镁、钾、磷、锌、铜、锰、维生素A和维生素C含量最高,分别为186.43、158.98、2275.4、385.86、380.04、6.50、1.64、5.06、6.012和93.007 mg/100 g。含30%甜瓜的补粉(C20T40B10M30)铁和钠含量最高,分别为40.65 mg/100 g和476.89 mg/100 g。C20T40B10Cr30粉的植酸盐和草酸盐含量最低,分别为92.07 mg/100 g和42.47 mg/100 g。此外,该粉的铁和锌的生物利用度最高。这些辅助性面粉,特别是C20T40B10Cr30,可用于减少儿童微量营养素缺乏症。
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引用次数: 0
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Journal of Food Quality
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