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Optimization of Conjugated Linoleic Acid and Eicosapentaenoic Acid Production from Sesame Waste by Response Surface Methodology 响应面法优化利用芝麻废料生产共轭亚油酸和二十碳五烯酸的工艺
IF 2.5 3区 农林科学 Q2 Agricultural and Biological Sciences Pub Date : 2024-03-19 DOI: 10.1155/2024/3344932
Marjan Mousavi, Mohammad Hojjatoleslamy, Zeinab Ebrahimzadeh Mousavi, Hossein Kiani, Seyed Mohammaď Ali Jalali

Conjugated linoleic acid (CLA) and eicosapentaenoic acid (EPA) have been recognized for their physiological functions and potential as dietary supplements. This study is aimed at investigating the production and enhancing the efficiency of these two acids from Lactiplantibacillus plantarum using sesame waste as a natural, cost-effective, and readily available culture medium. Response surface methodology (RSM) was employed to optimize the production of CLA and EPA in a solid bed system using sesame waste paste as the fermentation substrate. The main processing parameters, including three humidity levels (60%, 70%, and 80%), three inoculum percentages (2%, 4%, and 6% v/v), and three fermentation temperatures (30°C, 37°C, and 44°C), were optimized. An experiment was conducted to validate the determined conditions, and a strong correlation was observed between the experimental results and the predictions made by the software. The optimal conditions for CLA and EPA production were determined to be an inoculation level of 6% with 80% humidity and at 37°C. Gas chromatography analysis of the fermented sesame waste medium revealed that the highest yields of CLAc9t11 and CLAt10c12, as well as eicosapentaenoic acid, were obtained in the medium fermented with 80% humidity and 6% inoculation at 37°C. The respective percentages of these fatty acids in the total fatty acid composition were found to be 0.351% (w/v) and 0.1% (w/v) for CLA and 0.139% (w/v) for EPA under the optimized conditions. These findings contribute to the understanding of CLA and EPA production and highlight the potential of L. plantarum and sesame waste as a fermentation substrate for their efficient production.

共轭亚油酸(CLA)和二十碳五烯酸(EPA)的生理功能和作为膳食补充剂的潜力已得到公认。本研究旨在利用芝麻废料作为天然、经济、易得的培养基,调查植物乳杆菌生产这两种酸并提高其效率的情况。采用响应面方法(RSM)优化了以芝麻废渣糊为发酵基质的固体床系统中 CLA 和 EPA 的生产。优化的主要处理参数包括三个湿度水平(60%、70% 和 80%)、三个接种物百分比(2%、4% 和 6% v/v)以及三个发酵温度(30°C、37°C 和 44°C)。为验证确定的条件,进行了一次实验,观察到实验结果与软件预测之间存在很强的相关性。CLA 和 EPA 的最佳生产条件被确定为接种量为 6%,湿度为 80%,温度为 37°C。芝麻废料发酵培养基的气相色谱分析显示,在湿度为 80%、接种量为 6%、温度为 37°C 的发酵培养基中,CLAc9t11 和 CLAt10c12 以及二十碳五烯酸的产量最高。在优化条件下,这些脂肪酸在总脂肪酸组成中所占的百分比分别为:CLA 0.351%(重量/体积)和 0.1%(重量/体积),EPA 0.139%(重量/体积)。这些发现有助于人们了解 CLA 和 EPA 的生产,并突出了植物乳杆菌和芝麻废料作为发酵底物高效生产这两种物质的潜力。
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引用次数: 0
Effect of Ghee Residue Powder and Pearl Millet Flour Substitution on Rheological, Textural, and Sensorial Characteristics of Eggless Muffin 酥油渣粉和珍珠米面粉替代物对无蛋松饼流变学、纹理和感官特性的影响
IF 2.5 3区 农林科学 Q2 Agricultural and Biological Sciences Pub Date : 2024-03-13 DOI: 10.1155/2024/5519265
Vinay G M, A. K. Singh

Bakery products are becoming an essential part of the human diet. Millets are the staple grains in Asia and African countries, and they are the super future food because of their nutritive and disease-preventive nature. Pearl millet is one of the most nutritious cereal grains, and its protein lacks gluten, which makes it a suitable base material for the preparation of gluten-free products. However, gluten is necessary because of its unique viscoelastic nature, which makes the most innovative bakery items. In this study, 50% refined wheat flour (RWF) has been replaced with pearl millet flour (PMF) to prepare a muffin, and a ghee residue is utilized to make a ghee residue powder (GRP) as a functional ingredient to replace whey protein concentrate (WPC) in the eggless muffin. Substitution of fat with GRP reduced the specific gravity of batter from 1.05 to 0.99; lightness value was considerably decreased, whereas the redness and yellowness values increased from 1.06 to 8.32 and 23.62 to 26.20, respectively. Replacement of RWF with PMF affected the lightness and specific gravity of the batter. Substitution with PMF and GRP reduced the viscosity from 13.83 Pa·s to7.08 Pa·s. Gelatinization temperature of batters varied with substitution of flour and fat with PMF and GRP. Muffin volume dramatically decreased from 56.19 to 36.84 cm3 with substitution of GRP and PMF. Weight loss was increased from 12.14 to 13.68% by substitution. The hardness and springiness were reduced with substitution. The GRP can replace fat up to 25%; thereafter, muffin’s quality characteristic reduces; hence, 50% PMF and 25% GRP combination give satisfiable muffin product.

烘焙食品正成为人类饮食的重要组成部分。小米是亚洲和非洲国家的主食谷物,因其营养丰富、预防疾病的特性而成为未来的超级食品。珍珠黍是最有营养的谷物之一,其蛋白质不含麸质,因此适合作为制备无麸质产品的基础材料。然而,由于其独特的粘弹性,麸质是必要的,它能制作出最新颖的烘焙食品。在这项研究中,用珍珠小米粉(PMF)替代了 50%的精制小麦粉(RWF)来制备松饼,并利用酥油渣制成酥油渣粉(GRP)作为功能性配料,以替代无蛋松饼中的浓缩乳清蛋白(WPC)。用 GRP 替代脂肪后,面糊的比重从 1.05 降至 0.99;清淡度值显著降低,而红度和黄度值则分别从 1.06 升至 8.32 和 23.62 升至 26.20。用 PMF 替代 RWF 会影响面糊的清淡度和比重。用 PMF 和 GRP 替代后,粘度从 13.83 Pa-s 降至 7.08 Pa-s。用 PMF 和 GRP 替代面粉和脂肪时,面糊的糊化温度也不同。用 GRP 和 PMF 替代后,松饼体积从 56.19 立方厘米急剧下降至 36.84 立方厘米。重量损失从 12.14% 增加到 13.68%。硬度和回弹性随着替代品的使用而降低。GRP 最多可替代 25% 的脂肪,但其后松饼的质量特性会降低;因此,50% 的 PMF 和 25% 的 GRP 组合可生产出令人满意的松饼产品。
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引用次数: 0
Evaluation of Changes in Sensory Quality and Bacterial Community Composition of Cold-Eating Rabbit Meat Stored under Different Temperatures 不同温度下冷藏兔肉感官质量和细菌群落组成变化的评估
IF 2.5 3区 农林科学 Q2 Agricultural and Biological Sciences Pub Date : 2024-03-13 DOI: 10.1155/2024/5567140
Xianling Yuan, Yidan Zheng, Chenghua Zou, Yi Luo, Xianjie Peng, Hongbin Lin

In Sichuan cuisine, cold-eating rabbit meat is highly regarded for its very strong taste and historical legacy. This study is aimed at evaluating the quality and bacterial diversity of cold-eating rabbit meat during storage. Under different storage time and temperatures, cold-eating rabbit meat underwent a decrease in pH, whereas the contents of thiobarbituric acid reactive substances, total volatile basic nitrogen, and total viable count increased. Moreover, the loads of lactic acid bacteria and Staphylococcus aureus increased. Furthermore, 20 different bacterial genera were identified throughout the stages of raw meat processing and storage. Among these, Tardiphaga was the most abundant species during processing and storage. Lactobacillus was found to dominate the bacterial community associated with spoilage alterations in cold-eating rabbit meat. Thus, cold-eating rabbit meat can be safely stored at 4°C for up to 42 days. These findings offer valuable insights into the microbial processes underlying spoilage of cold-eating rabbit meat and serve as a guide for the development of strategies to prevent spoilage during processing and storage of cold-eating rabbit meat.

在川菜中,冷吃兔肉因其浓郁的口味和历史传承而备受推崇。本研究旨在评估冷吃兔肉在贮藏过程中的质量和细菌多样性。在不同的贮藏时间和温度下,冷食兔肉的 pH 值下降,而硫代巴比妥酸活性物质、总挥发性碱基氮和总活菌数的含量增加。此外,乳酸菌和金黄色葡萄球菌的数量也有所增加。此外,在生肉加工和贮藏的各个阶段还发现了 20 个不同的细菌属。其中,Tardiphaga 是加工和储存过程中数量最多的菌属。研究发现,乳酸杆菌在与冷吃兔肉腐败变质有关的细菌群落中占主导地位。因此,冷食兔肉可在 4°C 温度下安全贮存长达 42 天。这些发现为了解冷食兔肉变质的微生物过程提供了宝贵的见解,并为制定防止冷食兔肉在加工和储存过程中变质的策略提供了指导。
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引用次数: 0
Fatty Acid and Sterol Profiles of Commonly Available Street Foods in Sri Lanka: Comparison to Other Countries in the Asian Region 斯里兰卡常见街头食品的脂肪酸和甾醇概况:与亚洲地区其他国家的比较
IF 2.5 3区 农林科学 Q2 Agricultural and Biological Sciences Pub Date : 2024-03-09 DOI: 10.1155/2024/7350661
Ruwini Dassanayake, Sudarshana Somasiri, Kariyawasam Mahanama, Sirimal Premakumara

Informal sector foods are considered a vector of unhealthy fatty acids linked to noncommunicable diseases (NCD). This study is aimed at investigating the hazardous and nutritional fatty acids and sterols in commonly consumed ready-to-eat (RTE) street foods (n = 108) in Sri Lanka using modified and validated AOAC and AOCS test methods. Significant variations (p < 0.05) were detected in fatty acid composition among different foods. A comparatively higher fat content (>17.5 g/100 g) was observed in 95% of pastry samples, while 51.5% of total foods exceeded the national threshold limit (8 g/100 g) for children. Saturated fatty acid (SFA) was higher than 1.5 g/100 g in 93% of food. SFA was more predominant than polyunsaturated fatty acids (PUFA) in all foods. The most prominent SFA was palmitic acid. Oleic acid was the major unsaturated fatty acid. Total trans fatty acids detected in all foods were in the range of 0.12-1.60 g/100 g. The PUFA/SFA ratios of all analysed street foods (0.16-0.28) were less than the recommended PUFA/SFA ratio of ≥0.4. Omega-6/omega-3 fatty acid ratios of all food were 18 : 1-24 : 1, which is higher than the WHO-recommended ratio of 4 : 1-5 : 1. Mean atherogenicity and thrombogenicity indices were 0.80-1.63 and 1.47-2.76, respectively. The essential fatty acids of α-linoleic acid, eicosapentaenoic acid, and docosahexaenoic acid were less than the required nutritional intake. The most prominent phytosterol is the β-sitosterol in all foods, and total phytosterols were 3.29-136.65 mg/serving. Cholesterol was in the range of 0.36 to 256.85 mg/serving. These results suggest that consumption of these selected street foods may aid in increasing the risks of NCDs in consumers, and findings emphasise the urgency of improving the nutritional quality of street foods by continuously monitoring and regulating the present culinary practices. This study is the first to report a comprehensive fatty acid composition, including sterols, in RTE foods.

非正规部门食品被认为是与非传染性疾病 (NCD) 相关的不健康脂肪酸的载体。这项研究的目的是采用经过修改和验证的 AOAC 和 AOCS 检测方法,调查斯里兰卡街头常见即食食品(n=108)中的有害和营养脂肪酸及固醇。在 95% 的糕点样品中观察到了明显的差异(p17.5 克/100 克),而总食品中有 51.5% 超过了国家规定的儿童阈值限值(8 克/100 克)。93%的食品中饱和脂肪酸(SFA)含量高于每 100 克 1.5 克。在所有食物中,饱和脂肪酸比多不饱和脂肪酸更主要。最主要的 SFA 是棕榈酸。油酸是主要的不饱和脂肪酸。所有食物检出的反式脂肪酸总量介乎每 100 克 0.12 至 1.60 克。所有经分析的街头食物的超不饱和脂肪酸∕反式脂肪酸比率(0.16-0.28)均低于建议的超不饱和脂肪酸∕反式脂肪酸比率≥0.4。所有食物的奧米加 6 ∕奧米加 3 脂肪酸比率為 18 :1-24 :1 ,高于世卫组织建议的 4 :1-5 :1.致动脉粥样硬化指数和血栓形成指数的平均值分别为 0.80-1.63 和 1.47-2.76。必需脂肪酸中的α-亚油酸、二十碳五烯酸和二十二碳六烯酸低于营养摄入量要求。所有食物中最主要的植物甾醇是β-谷甾醇,植物甾醇总量为 3.29-136.65 毫克/份。胆固醇含量为 0.36 至 256.85 毫克/份。这些结果表明,食用这些选定的街头食品可能会增加消费者罹患非传染性疾病的风险,研究结果也强调了通过持续监测和规范目前的烹饪做法来提高街头食品营养质量的紧迫性。这项研究首次报告了即食食品中包括固醇在内的全面脂肪酸组成。
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引用次数: 0
Evaluation Dangke Cheese Processing by Edible Film Coating Made from Whey Combined with Konjac Flour 用乳清和魔芋粉制成的可食用薄膜涂层加工当克奶酪的评价
IF 2.5 3区 农林科学 Q2 Agricultural and Biological Sciences Pub Date : 2024-03-08 DOI: 10.1155/2024/4676923
R. Malaka, F. Maruddin, F. A. Arief, W. Hakim,  Irwansyah,  Kasmiati, W. S. Putranto, M. Astawan, R. W. Kadir

Dangke cheese (DC) is a traditional cheese from Enrekang Regency, South Sulawesi, Indonesia. The functional dangke cheese (FDC) was developed from DC with product diversification to obtain new cheese variants. FDC is hard cheese (HC) through fermentation, ripening, and coating processes. Therefore, the EF becomes an alternative for coating HC because it can maintain product mass, shelf life, and flavor. This study is aimed at determining edible film (EF) characteristics and analyzing EF’s prospects in coating HC. The research method was conducted in two stages. The first stage was to make a whey base EF solution with 1%, 1.5%, and 2% KF. The EF was analyzed using a randomized complete block design. The analysis result of whey-based EF combined with KF was then conducted in the second stage of the research by applying HC produced in the laboratory and then stored for 0, 10, 20, and 30 days, respectively. Physical tests such as pH and organoleptic were carried out using factorial pattern group randomized design analysis. The results of the first stage of the study showed that EF from whey combined with KF had a very significant effect (P < 0.01) on EF parameters (gelation time, thickness, extensibility, tensile strength, and water vapor transmission rate (WVTR)). The results of the second stage of the study showed that EF applied to HC using different storage lengths had a significant effect (P < 0.01) on color and liking but no significant effect (P > 0.05) on pH and texture parameters. Meanwhile, HC without EF coating has a significant impact (P < 0.01) on texture and color parameters but no significant effect (P > 0.05) on pH, aroma, and liking. 1.5% KF in an EF formulation is the best. HC coated with EF was more durable (20 days) than HC without EF (10 days).

Dangke 奶酪(DC)是印度尼西亚南苏拉威西岛 Enrekang 县的一种传统奶酪。功能性 Dangke 奶酪(FDC)是在 DC 的基础上发展起来的,产品多样化以获得新的奶酪品种。通过发酵、成熟和涂层过程,FDC 成为硬质奶酪(HC)。因此,EF 成为硬质奶酪涂层的替代品,因为它可以保持产品的质量、保质期和风味。本研究旨在确定可食用薄膜(EF)的特性,并分析 EF 在涂覆 HC 方面的前景。研究方法分两个阶段进行。第一阶段是用 1%、1.5% 和 2% 的 KF 制备乳清基 EF 溶液。采用随机完全区组设计对 EF 进行分析。然后,在研究的第二阶段对乳清基 EF 与 KF 结合的分析结果进行了分析,将实验室中生产的 HC 用于分析,然后分别储存 0 天、10 天、20 天和 30 天。采用因子模式分组随机设计分析法进行 pH 值和感官等物理测试。第一阶段的研究结果表明,乳清中的 EF 与 KF 结合使用对 pH 值和口感参数有非常显著的影响(P0.05)。同时,不含 EF 涂层的 HC 对 pH 值、香气和口感有显著影响(P0.05)。EF 配方中 1.5% 的 KF 效果最佳。涂有 EF 的 HC 比未涂 EF 的 HC(10 天)更耐久(20 天)。
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引用次数: 0
Effects of Chitosan Combined with ε-Polylysine Treatment on the Postharvest Quality and Antioxidant Status of Winter Jujube 壳聚糖结合ε-聚赖氨酸处理对冬枣采后品质和抗氧化状态的影响
IF 2.5 3区 农林科学 Q2 Agricultural and Biological Sciences Pub Date : 2024-03-08 DOI: 10.1155/2024/3902180
Lulu Chang, Shaoying Zhang

During storage, winter jujube often experiences physiological disorders that can result in postharvest quality deterioration. To address this concern, a combination of 1% chitosan (CTS) and varying concentrations (0.02, 0.2, and 2 mg mL-1) of ε-polylysine (ε-PL) was applied. The findings indicated that the treatment involving the combination of 1% CTS with 0.2 mg mL-1ε-PL exhibited superior efficacy in preserving the hardness and titratable acid content of winter jujube. Additionally, the jujube fruits of this treatment exhibited a deceleration in the rise of decay incidence, red index, and weight loss rate. Simultaneously, the application of CTS combined with ε-PL treatment improved the levels of antioxidant enzyme activities (SOD, CAT, POD, and APX) and enhanced contents of antioxidant compounds (AsA and GSH). Moreover, the generation of reactive oxygen species (H2O2 and O2-.) was suppressed. Consequently, CTS combined with ε-PL treatment effectively enhanced postharvest quality and regulated antioxidant status of winter jujube.

冬枣在贮藏期间经常会出现生理失调,导致采后品质下降。针对这一问题,研究人员采用了 1%壳聚糖(CTS)与不同浓度(0.02、0.2 和 2 mg mL-1)的ε-聚赖氨酸(ε-PL)的组合。研究结果表明,1% CTS 与 0.2 mg mL-1ε-PL 的组合处理在保持冬枣硬度和可滴定酸含量方面表现出卓越的功效。此外,该处理的枣果在腐烂率、红色指数和失重率方面的上升速度均有所减缓。同时,施用 CTS 和 ε-PL 处理可提高抗氧化酶活性(SOD、CAT、POD 和 APX)的水平,增加抗氧化化合物(AsA 和 GSH)的含量。此外,活性氧(H2O2 和 O2-)的生成也受到抑制。因此,CTS 结合ε-PL 处理可有效提高冬枣的采后品质并调节其抗氧化状态。
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引用次数: 0
Effects of Delayed Precooling on the Postharvest Quality and Anthracnose Incidence of “Irwin” Mangoes 延迟预冷对 "Irwin "芒果采后质量和炭疽病发病率的影响
IF 2.5 3区 农林科学 Q2 Agricultural and Biological Sciences Pub Date : 2024-02-28 DOI: 10.1155/2024/4004963
Ying-Che Lee, Zhao-Wei Wei, Meng-Chieh Yu, Jyh-Shyan Tsay, Min-Chi Hsu, Ping-Hsiu Huang, Yu-Shen Liang

Mangoes are typical climacteric tropical fruits with accelerated metabolism, degradation, and senescence after harvest due to the accumulation of field heat. Thus, removing field heat as soon as possible after harvest is essential. In addition, a severe postharvest disease of mango, anthracnose, has been reported to be caused by Colletotrichum gloeosporioides, thus decreasing the shelf life and limiting mango export. This study was performed to investigate the effect of delayed precooling on the quality and incidence of anthracnose during storage of Irwin mango at different operational times after the harvest. Therefore, in this study, Irwin was precooled for 30 min at 3, 6, 12, and 24 h postharvest and immediately stored in a cold room at 5°C. The appearance, anthracnose incidence, respiration rate, ethylene production, firmness, total soluble solids (TSS), titratable acidity (TA), and fruit overripening rate were monitored throughout the shelf life. Early precooling was found to delay anthracnose incidence during the shelf life. Furthermore, the fruit respiration rate during the shelf life was negatively correlated with the precooling delay. The respiration rate of fruits precooled for 3 h after harvest was 8.08 mg CO2 kg–1 h–1 and retained a good appearance throughout the shelf life. Their ripening, reduced firmness, and TA were significantly delayed compared with those of fruits with longer precooling delays, which had a firmness of 19 N, TA of 0.29%, and TSS of 12.6°Brix after 30 d of storage at 5°C, while subsequent warming to 20°C for 3 d, the rate of overripening was significantly lower in fruits with precooling delays of 3 and 6 h than in fruits with a precooling delay of 24 h. Thus, precooling mangoes within 3–6 h of harvest will reduce their respiration rate, delay ripening, decrease anthracnose incidence, preserve quality, and prolong storage life.

芒果是典型的气候性热带水果,由于田间热量的积累,采收后会加速新陈代谢、降解和衰老。因此,收获后尽快去除田间热量至关重要。此外,据报道,芒果采后的一种严重病害--炭疽病是由球孢子菌(Colletotrichum gloeosporioides)引起的,从而降低了芒果的货架期,限制了芒果的出口。本研究旨在调查延迟预冷对 Irwin 芒果在收获后不同操作时间的贮藏过程中的质量和炭疽病发病率的影响。因此,在本研究中,欧文芒果在采后 3、6、12 和 24 小时分别预冷 30 分钟,然后立即贮藏在 5°C 的冷库中。在整个货架期,对果实的外观、炭疽病发病率、呼吸速率、乙烯产量、坚实度、总可溶性固形物(TSS)、可滴定酸度(TA)和过熟率进行了监测。结果发现,早期预冷可推迟货架期炭疽病的发生。此外,果实在货架期的呼吸速率与预冷延迟呈负相关。收获后预冷 3 小时的果实呼吸速率为 8.08 毫克 CO2 kg-1 h-1,在整个货架期保持了良好的外观。与预冷延迟时间较长的水果相比,它们的成熟、坚硬度降低和TA显著延迟,预冷30 d后,坚硬度为19 N,TA为0.29%,TSS为12.因此,在采收后 3-6 小时内对芒果进行预冷可降低其呼吸速率、延迟成熟、降低炭疽病发病率、保持品质并延长贮藏寿命。
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引用次数: 0
Computational Modelling for Optimization of Thermosonicated Sohshang (Elaeagnus latifolia) Fruit Juice Using Artificial Neural Networks 利用人工神经网络优化热糖渍苏合香(Elaeagnus latifolia)果汁的计算模型
IF 2.5 3区 农林科学 Q2 Agricultural and Biological Sciences Pub Date : 2024-02-19 DOI: 10.1155/2024/5559422
Puja Das, Prakash Kumar Nayak, Minaxi Sharma, Vinay Basavegowda Raghavendra, Radha krishnan Kesavan, Kandi Sridhar

The study involved subjecting sohshang (Elaeagnus latifolia) juice (SJ) to thermosonications (TS), a process integrating ultrasound and heat, with a range of independent variables. Specifically, three explored distinct amplitudes (30%, 40%, and 50%) alongside three temperature settings (30°C, 40°C, and 50°C) and four treatment durations (15, 30, 45, and 60 minutes) were used in the experiment. A variety of quality parameters were analyzed such as antioxidant activity (AOA), ascorbic acid (AA), total flavonoid content (TFC), total phenolic content (TPC), yeast and mold count (YMC), and total viable count (TVC). Thermosonicated sohshang juices (TSSJ) successfully achieved highest content of AA (69.15 ± 0.99 mg/100 ml), AOA (72.93 ± 1.62%), TPC (122.03 ± 4.23 mg GAE/ml), and TFC (116.14 ± 3.29 mg QE)/ml) under ideal circumstances. Also, minimal TVC and YMC in these juices have been observed. The best results for AA and TFC were observed at 40°C with 40% and 50% amplitude over processing times of 45 and 60 min. To optimize the extraction processes with various objectives, artificial neural network (ANN) was established with an original experimental planning methodology. Overall, the investigation demonstrated that TS is an effective method to enhance the nutritional and microbiological qualities of sohshang fruit juice. The use of ANN in the optimization process is particularly valuable in achieving desirable outcomes. As the food and pharmaceutical industries seek natural and bioactive substances, TSSJ holds great potential for various applications.

这项研究涉及对苏合香(Elaeagnus latifolia)汁(SJ)进行热声波处理(TS),这是一种将超声波和热量结合在一起的过程,其中包含一系列自变量。具体来说,实验中使用了三种不同的振幅(30%、40% 和 50%)、三种温度设置(30°C、40°C 和 50°C)和四种处理持续时间(15、30、45 和 60 分钟)。实验分析了多种质量参数,如抗氧化活性(AOA)、抗坏血酸(AA)、总黄酮含量(TFC)、总酚含量(TPC)、酵母和霉菌计数(YMC)以及总存活计数(TVC)。在理想的条件下,热压苏打汁(TSSJ)成功地达到了最高的 AA 含量(69.15±0.99 mg/100 ml)、AOA(72.93±1.62%)、TPC(122.03±4.23 mg GAE/ml)和 TFC(116.14±3.29 mg QE)/ml。此外,还观察到这些果汁中的 TVC 和 YMC 含量极低。AA 和 TFC 的最佳结果是在 40°C、45 和 60 分钟的加工时间内分别得到 40% 和 50% 的振幅。为了优化各种目标的提取工艺,采用了一种原始的实验规划方法,建立了人工神经网络(ANN)。总之,研究表明 TS 是提高苏杭果汁营养和微生物质量的有效方法。在优化过程中使用 ANN 对取得理想结果尤为重要。随着食品和制药行业对天然和生物活性物质的追求,TSSJ 在各种应用领域具有巨大的潜力。
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引用次数: 0
An Adaptive Genetic Algorithm Optimizes Double-Hidden Layer BPNN for Rapid Detection of Moisture Content of Green Tea in Processing 自适应遗传算法优化双隐层 BPNN,用于快速检测绿茶加工过程中的水分含量
IF 2.5 3区 农林科学 Q2 Agricultural and Biological Sciences Pub Date : 2024-02-14 DOI: 10.1155/2024/5876051
Zeling Zhang, Liyuan Deng

Moisture content (MC) plays a crucial role in evaluating the quality of tea processing. However, the current automated production line for green tea heavily relies on manual methods to determine MC, which leads to low productivity and inadequate automation. Therefore, there is an urgent need for a fast, accurate, and convenient MC detection method. In this study, near-infrared spectroscopy (NIRS) data were collected from seven stages of green tea processing and preprocessed using various techniques, such as Savitzky-Golay (SG) and detrend (DT), to reduce spectral noise. Subsequently, feature variables of the preprocessed spectral data were selected using full-band principal component analysis (PCA) and competitive adaptive reweighted sampling (CARS). Afterwards, prediction models for MC of green tea were developed using partial least squares regression (PLSR) and back-propagation neural network (BPNN). To address the convergence speed and local optima issues of BPNN, the study proposes an adaptive probabilistic genetic algorithm (AGA) to optimize the initial weights and thresholds of BPNN, including single and double-hidden layers, respectively. The results demonstrate that the double-hidden SG-DT-PCA-AGA-BPNN model outperforms the single-hidden layer model, achieving a high correlation coefficient (RP) of 0.994 and a low root mean square error (RMSEP) of 1.01%. This study highlights the effectiveness of increasing the number of hidden layers and using AGA to optimize the initial thresholds and weights of BPNN in improving the prediction accuracy. Furthermore, it provides a new approach to implement MC detection technology in green tea processing.

水分含量(MC)在评估茶叶加工质量方面起着至关重要的作用。然而,目前的绿茶自动化生产线主要依靠人工方法来测定 MC,导致生产率低下,自动化程度不高。因此,迫切需要一种快速、准确、方便的 MC 检测方法。本研究从绿茶加工的七个阶段收集了近红外光谱(NIRS)数据,并使用萨维茨基-戈莱(SG)和去趋势(DT)等多种技术进行预处理,以减少光谱噪声。随后,利用全波段主成分分析(PCA)和竞争性自适应再加权采样(CARS)对预处理后的光谱数据进行特征变量筛选。之后,利用偏最小二乘回归(PLSR)和反向传播神经网络(BPNN)建立了绿茶 MC 的预测模型。针对 BPNN 的收敛速度和局部最优问题,研究提出了一种自适应概率遗传算法(AGA)来优化 BPNN 的初始权值和阈值,包括单隐层和双隐层。结果表明,双隐 SG-DT-PCA-AGA-BPNN 模型优于单隐层模型,达到了 0.994 的高相关系数(RP)和 1.01% 的低均方根误差(RMSEP)。这项研究强调了增加隐藏层数和使用 AGA 优化 BPNN 初始阈值和权重在提高预测准确性方面的有效性。此外,它还为在绿茶加工中实施 MC 检测技术提供了一种新方法。
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引用次数: 0
An Adaptive Genetic Algorithm Optimizes Double-Hidden Layer BPNN for Rapid Detection of Moisture Content of Green Tea in Processing 自适应遗传算法优化双隐层 BPNN,用于快速检测绿茶加工过程中的水分含量
IF 2.5 3区 农林科学 Q2 Agricultural and Biological Sciences Pub Date : 2024-02-14 DOI: 10.1155/2024/5876051
Zeling Zhang, Liyuan Deng
Moisture content (MC) plays a crucial role in evaluating the quality of tea processing. However, the current automated production line for green tea heavily relies on manual methods to determine MC, which leads to low productivity and inadequate automation. Therefore, there is an urgent need for a fast, accurate, and convenient MC detection method. In this study, near-infrared spectroscopy (NIRS) data were collected from seven stages of green tea processing and preprocessed using various techniques, such as Savitzky-Golay (SG) and detrend (DT), to reduce spectral noise. Subsequently, feature variables of the preprocessed spectral data were selected using full-band principal component analysis (PCA) and competitive adaptive reweighted sampling (CARS). Afterwards, prediction models for MC of green tea were developed using partial least squares regression (PLSR) and back-propagation neural network (BPNN). To address the convergence speed and local optima issues of BPNN, the study proposes an adaptive probabilistic genetic algorithm (AGA) to optimize the initial weights and thresholds of BPNN, including single and double-hidden layers, respectively. The results demonstrate that the double-hidden SG-DT-PCA-AGA-BPNN model outperforms the single-hidden layer model, achieving a high correlation coefficient (RP) of 0.994 and a low root mean square error (RMSEP) of 1.01%. This study highlights the effectiveness of increasing the number of hidden layers and using AGA to optimize the initial thresholds and weights of BPNN in improving the prediction accuracy. Furthermore, it provides a new approach to implement MC detection technology in green tea processing.
水分含量(MC)在评估茶叶加工质量方面起着至关重要的作用。然而,目前的绿茶自动化生产线主要依靠人工方法来测定 MC,导致生产率低下,自动化程度不高。因此,迫切需要一种快速、准确、方便的 MC 检测方法。本研究从绿茶加工的七个阶段收集了近红外光谱(NIRS)数据,并使用萨维茨基-戈莱(SG)和去趋势(DT)等多种技术进行预处理,以减少光谱噪声。随后,利用全波段主成分分析(PCA)和竞争性自适应再加权采样(CARS)对预处理后的光谱数据进行特征变量筛选。之后,利用偏最小二乘回归(PLSR)和反向传播神经网络(BPNN)建立了绿茶 MC 的预测模型。针对 BPNN 的收敛速度和局部最优问题,研究提出了一种自适应概率遗传算法(AGA)来优化 BPNN 的初始权值和阈值,包括单隐层和双隐层。结果表明,双隐 SG-DT-PCA-AGA-BPNN 模型优于单隐层模型,达到了 0.994 的高相关系数(RP)和 1.01% 的低均方根误差(RMSEP)。这项研究强调了增加隐藏层数和使用 AGA 优化 BPNN 初始阈值和权重在提高预测准确性方面的有效性。此外,它还为在绿茶加工中实施 MC 检测技术提供了一种新方法。
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引用次数: 0
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Journal of Food Processing and Preservation
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