food spoilage

食品腐败
  • 文章类型: Journal Article
    天然魔芋葡甘聚糖(KGM)的大分子量和高粘度限制了其工业应用。低分子量KGM的微生物降解具有健康益处和各种生物学功能;然而,在工业中使用的可用KGM菌株具有微生物污染和低降解效率。因此,探索新的适应性菌株对于工业过程至关重要。这里,从腐烂的魔芋中分离出的地衣芽孢杆菌Z7-1菌株对KGM降解具有很高的效率。降解产物的单糖组成具有降低的甘露糖与葡萄糖的摩尔比,表明Z7-1优先降解KGM中的葡萄糖。降解的组分通过ESI-MS进一步表征,傅里叶变换红外光谱(FT-IR),和扫描电子显微镜(SEM),对各种食品腐败菌也表现出良好的抗菌活性。基因组测序和酶解分析表明,Z7-1基因组中存在丰富的碳水化合物活性酶,具有至少五种负责KGM降解的胞外酶,表现出多酶协同作用。胞外酶具有显著的热稳定性,表明它们在工业中的潜在应用。这项研究提供了一种获得具有抗菌功能的低分子量KGM的替代方法,并支持了其作为将生物质多糖直接转化为功能成分的生物催化剂的开发的基础知识。
    The large molecular weight and high viscosity of natural konjac glucomannan (KGM) limit its industrial application. Microbial degradation of low-molecular-weight KGM has health benefits and various biological functions; however, the available KGM strains used in the industry have microbial contamination and low degradation efficiencies. Therefore, exploring novelly adaptable strains is critical for industrial processes. Here, the Bacillus licheniformis Z7-1 strain isolated from decaying konjac showed high efficiency for KGM degradation. The monosaccharide composition of the degradation products had a reduced molar ratio of mannose to glucose, indicating that Z7-1 preferentially degraded glucose in KGM. The degraded component was further characterized by ESI-MS, Fourier-transform infrared spectroscopy (FT-IR), and scanning electron microscopy (SEM), and it also exhibited good antibacterial activity against various food-spoilage bacteria. Genome sequencing and zymolytic analysis revealed that abundant carbohydrate-active enzymes exist in the Z7-1 genome, with at least five types of extracellular enzymes responsible for KGM degradation, manifesting multi-enzyme synergetic action. The extracellular enzymes had significant thermal stability, indicating their potential application in industry. This study provides an alternative method for obtaining low-molecular-weight KGM with antibacterial functions and supports foundational knowledge for its development as a biocatalyst for the direct conversion of biomass polysaccharides into functional components.
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  • 文章类型: Journal Article
    哈夫尼亚.sp是水产品中特有的腐败菌之一,该研究的目的是研究李子叶的水提取物对银纳米颗粒(AgNPs)生物合成的抑制能力。sp.合成的P-AgNPs呈球形,平均粒径为36.3nm,zeta电位为21.8±1.33mV。此外,P-AgNPs对两种Hafnia生长的抑制作用。sp菌株及其群体感应(QS)调节毒力因子,例如生物膜的形成,N-乙酰高丝氨酸内酯(AHLs)的分泌,蛋白酶,和胞外多糖,以及他们的蜂拥性和游泳能力进行了评估。P-AgNPs对两种Hafnia的最小抑制浓度(MIC)为64μg·mL-1。sp菌株。当P-AgNPs的浓度低于MIC时,它可以抑制Hafnia生物膜的形成。sp为8-32μg·mL-1,但促进了哈夫尼亚生物膜的形成。sp为0.5-4μg·mL-1。P-AgNPs对AHL和蛋白酶的产生表现出不同的抑制作用,游泳,以及各种浓度的蜂拥而至。
    Hafnia sp. was one of the specific spoilage bacteria in aquatic products, and the aim of the study was to investigate the inhibition ability of the silver nanoparticles (AgNPs) biosynthesis by an aqueous extract of Prunus persica leaves toward the spoilage-related virulence factors of Hafnia sp. The synthesized P-AgNPs were spherical, with a mean particle size of 36.3 nm and zeta potential of 21.8 ± 1.33 mV. In addition, the inhibition effects of P-AgNPs on the growth of two Hafnia sp. strains and their quorum sensing regulated virulence factors, such as the formation of biofilm, secretion of N-acetyl-homoserine lactone (AHLs), proteases, and exopolysaccharides, as well as their swarming and swimming motilities were evaluated. P-AgNPs had a minimum inhibitory concentration (MIC) of 64 μg ml-1 against the two Hafnia sp. strains. When the concentration of P-AgNPs was below MIC, it could inhibit the formation of biofilms by Hafnia sp at 8-32 μg ml-1, but it promoted the formation of biofilms by Hafnia sp at 0.5-4 μg ml-1. P-AgNPs exhibited diverse inhibiting effects on AHLs and protease production, swimming, and swarming motilities at various concentrations.
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  • 文章类型: Journal Article
    作为食品腐败的代表性气体,开发用于食品安全控制的快速硫化氢(H2S)分析策略的需求很大。尽管传统的H2S检测方法取得了巨大的成就,它们仍然不能同时满足便携性和定量检测的要求。在这里,提出了一种纳米酶催化压力驱动传感平台,该平台可以用肉眼进行视觉量化。在这种方法中,Pt纳米酶继承了过氧化氢酶样活性,促进H2O2分解为O2,可显著提高密闭容器内的压力,进一步推动指示染料的运动。此外,发现H2S有效抑制Pt纳米酶的催化活性,这表明PtNP的过氧化氢酶样活性可能受不同H2S浓度的调节。因此,利用自行设计的压力驱动微通道装置,H2S的浓度成功地转化为一个明显的信号变化的距离。已证明了设计的传感器通过测定H2S来评估红酒腐败的有效性。在1-250μM的范围内,染料距离的变化与H2S浓度之间具有很强的相关性,检测限为0.17μM。这种方法是有利的,因为它增强了基于便携式压力供电传感平台的肉眼对H2S的定量检测,与传统的H2S生物传感器相比。这种压力驱动的距离变化平台将极大地拓宽基于H2S的检测在食品腐败管理中的应用。
    As a representative gas of food spoilage, the development of rapid hydrogen sulfide (H2S) analysis strategies for food safety control is in great demand. Despite traditional methods for H2S detection possessing great achievements, they are still incapable of meeting the requirement of portability and quantitative detection at the same time. Herein, a nanozyme catalysis pressure-powered sensing platform that enables visual quantification with the naked eye is proposed. In this methodology, Pt nanozyme inherits the catalase-like activity to facilitate the decomposition of H2O2 to O2, which can significantly improve the pressure in the closed container, further pushing the movement of indicator dye. Furthermore, H2S was found to effectively inhibit the catalytic activity of Pt nanozyme, indicating that the catalase-like activity of PtNPs may be regulated by varying concentrations of H2S. Therefore, by utilizing a self-designed pressure-powered microchannel device, the concentration of H2S was successfully converted into a distinct signal variation in distance. The effectiveness of the as-designed sensor in assessing the spoilage of red wine by H2S determination has been demonstrated. It exhibits a strong correlation between the change in dye distance and H2S concentration within the range of 1-250 μM, with a detection limit of 0.17 μM. This method is advantageous as it enhances the quantitative detection of H2S with the naked eye based on the portable pressure-powered sensing platform, as compared to traditional H2S biosensors. Such a pressure-powered distance variation platform would greatly broaden the application of H2S-based detection in food spoilage management.
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  • 文章类型: Journal Article
    本研究旨在评估基于羧甲基纤维素(CMC)掺入不同花青素的比色指示剂膜的响应效率[单独的Karanda(CMC/AK),单独的蝴蝶豌豆(CMC/AB),以及来自Karanda的花青素和蝴蝶豌豆的混合物(CMC/AK75/AB25)],用于在不同温度和时间(4°C持续8天,25°C持续30小时)的储存过程中跟踪虾的新鲜度。数学模型还用于预测其新鲜度和保质期。CMC/AK75/AB25指示膜是最敏感和明显变化的颜色,用肉眼就能分辨出来.颜色变化表明虾变质过程:深紫色(新鲜),紫灰色或灰色(半新鲜),和橄榄绿色或棕色(腐败)。在虾在4和25°C的温度下储存期间,pH达到7.52和8.14,TVB-N35.98和72.72mg/100g,和TVC5.75和7.88logCFU/g,分别,表明虾已经完全变质了。此外,指示膜的ΔE值与TVB-N和TVC均呈正相关。这些发现表明,CMC/AK75/AB25指示膜可以作为跟踪虾新鲜度的实时视觉指示器,并可以增强对虾安全性的保证。
    This study aimed to evaluate the response efficiency of colorimetric indicator films based on carboxymethyl cellulose (CMC) incorporated with different anthocyanins [Karanda alone (CMC/AK), butterfly pea alone (CMC/AB), and a mixture of anthocyanins from Karanda and butterfly pea (CMC/AK75/AB25)] for tracking shrimp freshness during storage at different temperatures and times (4 °C for 8 days and 25 °C for 30 h). The mathematical models were also applied to predict their freshness and shelf life. The CMC/AK75/AB25 indicator film was the most sensitive and clearly changed color, which could be distinguished by the naked eye. Color changes indicated the shrimp deterioration processes: dark purple (fresh), purplish gray or gray (semi-fresh), and olive green or brown (spoilage). During shrimp storage at temperatures of 4 and 25 °C, the pH reached 7.52 and 8.14, TVB-N 35.98 and 72.72 mg/100 g, and TVC 5.75 and 7.88 log CFU/g, respectively, indicating shrimp had completely deteriorated. Furthermore, there was a positive correlation between the ΔE value of the indicator film and both TVB-N and TVC. These findings suggest that the CMC/AK75/AB25 indicator film could serve as a real-time visual indicator for tracking shrimp freshness and could enhance the guarantee of shrimp safety.
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  • 文章类型: Journal Article
    提出了一种可逆的光电鼻,由掺入淀粉基膜中的十种酸碱指示剂组成,涵盖广泛的pH范围。淀粉底物是无味的,生物相容性灵活,并表现出很高的抗拉伸性。这种光学人工嗅觉系统用于检测食品分解的早期阶段,方法是将其暴露于三种食品(牛肉,鸡肉,猪肉)。使用智能手机来捕获由每种染料和随时间释放的挥发物之间的分子间相互作用引起的颜色变化。对数字图像进行处理以生成差分颜色图,它使用观察到的颜色偏移为每种食品创建唯一的签名。为了有效区分不同的样品和暴露时间,我们使用了化学计量学工具,包括层次聚类分析(HCA)和主成分分析(PCA)。这种方法在实际中检测食物变质,成本效益高,和用户友好的方式,使其适合智能包装。此外,在食品工业中使用淀粉基薄膜是优选的,因为它们具有生物相容性和生物降解性。
    A reversible optoelectronic nose is presented consisting of ten acid-base indicators incorporated into a starch-based film, covering a wide pH range. The starch substrate is odorless, biocompatible, flexible, and exhibits high tensile resistance. This optical artificial olfaction system was used to detect the early stages of food decomposition by exposing it to the volatile compounds produced during the spoialge process of three food products (beef, chicken, and pork). A smartphone was used to capture the color changes caused by intermolecular interactions between each dye and the emitted volatiles over time. Digital images were processed to generate a differential color map, which uses the observed color shifts to create a unique signature for each food product. To effectively discriminate among different samples and exposure times, we employed chemometric tools, including hierarchical cluster analysis (HCA) and principal component analysis (PCA). This approach detects food deterioration in a practical, cost-effective, and user-friendly manner, making it suitable for smart packaging. Additionally, the use of starch-based films in the food industry is preferable due to their biocompatibility and biodegradability characteristics.
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  • 文章类型: Journal Article
    流式细胞术(FCM)提供有关细菌活力和生理学的独特信息,允许实时预警抗菌和抗生物膜监测系统,以防止食源性疾病的传播风险。本工作使用基于培养和FCM的组合方法来评估地中海欧洲常用调味品植物中精油(EO)的体外功效(即,百里香EO,牛至EO,罗勒EO,和柠檬EO)对抗食物致病性单核细胞增生李斯特菌56LY的浮游和固着细胞,以及污染物和替代物种大肠杆菌ATCC25922和荧光假单胞菌ATCC13525。评估细菌对天然化合物浓度增加的反应使FCM成为定量活/死的关键技术,当抗微生物剂不发挥真正的杀菌作用时,和活的但不可培养的(VBNC)细胞。此外,FCM结果显示,与平板计数方法的结果相比,以活性荧光单位(AFU)表示的活菌数量较多,重复性较高.总的来说,活微生物细胞的准确计数是食品微生物学中至关重要的参数,流式细胞术提供了一种具有高通量潜力的创新方法,可在食品工业中应用为“流动微生物学”。
    Flow cytometry (FCM) provides unique information on bacterial viability and physiology, allowing a real-time early warning antimicrobial and antibiofilm monitoring system for preventing the spread risk of foodborne disease. The present work used a combined culture-based and FCM approach to assess the in vitro efficacy of essential oils (EOs) from condiment plants commonly used in Mediterranean Europe (i.e., thyme EO, oregano EO, basil EO, and lemon EO) against planktonic and sessile cells of food-pathogenic Listeria monocytogenes 56 LY, and contaminant and alterative species Escherichia coli ATCC 25922 and Pseudomonas fluorescens ATCC 13525. Evaluation of the bacterial response to the increasing concentrations of natural compounds posed FCM as a crucial technique for the quantification of the live/dead, and viable but non-culturable (VBNC) cells when antimicrobial agents exert no real bactericidal action. Furthermore, the FCM results displayed higher numbers of viable bacteria expressed as Active Fluorescent Units (AFUs) with a greater level of repeatability compared with outcomes of the plate-count method. Overall, accurate counting of viable microbial cells is a critically important parameter in food microbiology, and flow cytometry provides an innovative approach with high-throughput potential for applications in the food industry as \"flow microbiology\".
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  • 文章类型: Journal Article
    脂环杆菌。由于它们的孢子抗性(热和化学)和某些物种的腐败潜力,引起了食品工业的极大关注。尽管如此,并非所有的脂环杆菌菌株都能破坏果汁。因此,本研究旨在鉴定脂环杆菌。从阿根廷生产的水果产品中分离出的菌株,巴西,和意大利的DNA测序。通过过氧化物酶方法测试了所有脂环杆菌分离株的愈创木酚生产。将愈创木酚生产的阳性菌株以103CFU/mL的浓度分别接种在调节至11°白利糖度的10mL橙汁(pH3.90)和苹果汁(pH3.50)中,在45°C下孵育至少5天以诱导以下腐败化合物的产生:愈创木酚,2,6-二氯苯酚(2,6-DCP)和2,6-二溴苯酚(2,6-DBP)。通过顶空微固相萃取(HS-SPME)和气相色谱-质谱(GC-MS)技术用于鉴定和定量腐败化合物。所有GC-MS数据通过主成分分析(PCA)进行分析。还测试了不同热冲击条件对接种在橙汁和苹果汁(11°白利糖度)中的脂环菌孢子回收率的影响。从48个品牌中分离出484株,在所有分析的样品中,发现的最多的物种是A.acidocaldarius和A.acidoterrestriris。在阿根廷的一些样本中,还鉴定了一种S.culsulatalis和A.mali。在这项研究中,这两种主要的脂环杆菌的发生率主要在梨的产品中(n=108;22.3%),桃子(n=99;20.5%),苹果(n=86;17.8%),和番茄(n=63;13%)。结果表明,从阿根廷的总分离株(n=414)中,巴西(n=54)和意大利(n=16)能够生产愈创木酚:107(25.8%),来自每个国家的33个(61.1%)和13个(81.2%)分离株,分别。PCA评分图表明,阿根廷和巴西分离株与愈创木酚和2,6-DCP/2,6-DBP的产量较高相关,分别。热休克后细胞存活的热图表明,愈创木酚产生水平不同的菌株根据腐败能力表现出不同的抗性。在120°C下3分钟的热休克中,没有任何一种脂环杆菌分离物可以幸免。这项工作提供了对发病率的见解,腐败潜力,从水果产品中分离出的脂环杆菌菌株的抗热震性。
    Alicyclobacillus spp. is the cause of great concern for the food industry due to their spores\' resistance (thermal and chemical) and the spoilage potential of some species. Despite this, not all Alicyclobacillus strains can spoil fruit juices. Thus, this study aimed to identify Alicyclobacillus spp. strains isolated from fruit-based products produced in Argentina, Brazil, and Italy by DNA sequencing. All Alicyclobacillus isolates were tested for guaiacol production by the peroxidase method. Positive strains for guaiacol production were individually inoculated at concentration of 103 CFU/mL in 10 mL of orange (pH 3.90) and apple (pH 3.50) juices adjusted to 11°Brix, following incubation at 45 °C for at least 5 days to induce the production of the following spoilage compounds: Guaiacol, 2,6-dichlorophenol (2,6-DCP) and 2,6-dibromophenol (2,6-DBP). The techniques of micro-solid phase extraction by headspace (HS-SPME) and gas-chromatography with mass spectrometry (GC-MS) were used to identify and quantify the spoilage compounds. All GC-MS data was analyzed by principal component analysis (PCA). The effects of different thermal shock conditions on the recovery of Alicyclobacillus spores inoculated in orange and apple juice (11°Brix) were also tested. A total of 484 strains were isolated from 48 brands, and the species A. acidocaldarius and A. acidoterrestris were the most found among all samples analyzed. In some samples from Argentina, the species A. vulcanalis and A. mali were also identified. The incidence of these two main species of Alicyclobacillus in this study was mainly in products from pear (n = 108; 22.3 %), peach (n = 99; 20.5 %), apple (n = 86; 17.8 %), and tomato (n = 63; 13 %). The results indicated that from the total isolates from Argentina (n = 414), Brazil (n = 54) and Italy (n = 16) were able to produce guaiacol: 107 (25.8 %), 33 (61.1 %) and 13 (81.2 %) isolates from each country, respectively. The PCA score plot indicated that the Argentina and Brazil isolates correlate with higher production of guaiacol and 2,6-DCP/2,6-DBP, respectively. Heatmaps of cell survival after heat shock demonstrated that strains with different levels of guaiacol production present different resistances according to spoilage ability. None of the Alicyclobacillus isolates survived heat shocks at 120 °C for 3 min. This work provides insights into the incidence, spoilage potential, and thermal shock resistance of Alicyclobacillus strains isolated from fruit-based products.
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  • 文章类型: Journal Article
    硫化氢(H2S)是一种常见的有毒气体,威胁着环境水和食品的质量和安全。在这里,合成了一种新的近红外荧光探针DTCM,并通过单晶X射线衍射对其进行了表征。它在665nm处表现出显着的“开启”近红外(NIR)发射响应,具有175nm的显着质量斯托克斯位移,超快检测能力(30秒内),优异的光稳定性,高选择性和灵敏度(检测限,LOD=58nM)。此外,该探针已成功用于环境水样中H2S的检测。装载DTCM的试纸能够方便和实时地监测食品腐败产生的H2S。
    Hydrogen sulfide (H2S) is a common toxic gas that threatens the quality and safety of environmental water and food. Herein, a new near-infrared fluorescent probe DTCM was synthesized and characterized by single crystal X-ray diffraction for sensing H2S. It exhibited a remarkable \"turn-on\" near-infrared (NIR) emission response at 665 nm with a remarkably massive Stokes shift of 175 nm, super-rapid detection ability (within 30 s), excellent photostability, high selectivity and sensitivity (limit of detection, LOD = 58 nM). Additionally, the probe was successfully utilized for the detection of H2S in environmental water samples. The DTCM-loaded test papers enabled convenient and real-time monitoring of H2S produced by food spoilage.
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  • 文章类型: Journal Article
    这是一项比较研究,旨在评估六种石榴皮提取物(PPE)作为抗菌和抗增殖剂的有效性。使用四种溶剂系统制备六种PPE,并将每种滤液浓缩成胶状材料以用于评估。良好扩散方法用于评估它们对通常与食物腐败相关的细菌的抗菌活性:大肠杆菌,铜绿假单胞菌,鼠伤寒沙门氏菌,单核细胞增生李斯特菌,表皮葡萄球菌,金黄色葡萄球菌,和三种芽孢杆菌。3-(4,5-二甲基噻唑-2-基)-5-(3-羧基甲氧基苯基)-2-(4-磺基苯基)-2H-四唑(MTT)用于评估对结直肠癌细胞的细胞毒性(HCT116),前列腺腺癌(PC3),卵巢癌细胞(SKOV-3),和成纤维细胞(MRC-5)。使用2,2-二苯基-1-吡啶酰肼-水合物(DPPH)测定进行抗氧化剂评估。含水提取物的pH是酸性的并且在6周内几乎相同。六种PPE抑制细菌生长的水平与标准抗生素相当。每种提取物的有效性取决于细菌菌株,当暴露于在室温(RT)下制备的水提取物时,李斯特菌显示出显著的抑制作用。水性(RT)和甲醇PPEs具有显着的抗氧化剂清除能力和对PC3的显着细胞毒性活性,半数最大抑制浓度(IC50)为0.1μg/mL。煮沸的水性提取物对HCT116表现出抗增殖活性,IC50为21.45μg/mL。对SKOV-3和成纤维细胞的影响不显著。除了丁醇,抗氧化剂筛选显示提取溶剂的极性与PPEs显示的IC50之间的负相关。PPEs有效性的变化被认为是由于可变的可溶性生物活性化合物可能与不同的细胞不同地相互作用。虽然含水提取物是有前途的抗菌剂。研究结果清楚地表明,石榴皮具有成为天然化合物的生态友好型新来源的潜力,可以在食品工业中作为天然抗菌和天然食品添加剂来预防食源性疾病。
    This is a comparative study to evaluate the effectiveness of six pomegranate peel extracts (PPEs) as antibacterial and antiproliferative agents. The Six PPEs were prepared using four solvent systems and each filtrate was concentrated to a gummy material to be used in the evaluation. The well-diffusion method was used to evaluate their antimicrobial activity against bacteria typically associated with food spoilage: Escherichia coli, Pseudomonas aeruginosa, Salmonella typhimurium, Listeria monocytogenes, Staphylococcus epidermidis, Staphylococcus aureus, and three Bacillus species. The 3-(4,5-dimethylthiazol-2-yl)-5-(3-carboxymethoxyphenyl)-2-(4-sulfophenyl)-2H-tetrazolium (MTT) was used to evaluate the cytotoxicity against colorectal carcinoma cells (HCT116), prostate adenocarcinoma (PC3), ovarian cancer cells (SKOV-3), and fibroblasts (MRC-5). The antioxidant evaluation was done using the 2,2-diphenyl-1-picrylhydrazyl-hydrate (DPPH) assay. The pH of the water-containing extracts was acidic and almost the same over 6 weeks. The six PPEs inhibited the bacterial growth in a comparable level to standard antibiotics. The effectiveness of each extract was dependent on the bacterial strain, and the Listeria showed a remarkable inhibition when exposed to the aqueous extract prepared at room temperature (RT). The aqueous (RT) and methanol PPEs had a significant antioxidant scavenging capability and a remarkable cytotoxic activity against the PC3 with half maximal inhibitory concentration (IC50) of 0.1 μg/mL. The boiled aqueous extract exhibited antiproliferative activity against HCT116 with an IC50 of 21.45 μg/mL. The effect on SKOV-3 and fibroblasts was insignificant. With the exception of butanol, the antioxidant screening shows an inverse correlation between the polarity of the extraction solvent and the IC50 exhibited by the PPEs. The variation in the effectiveness of PPEs is suggested to be due to variable soluble bioactive compounds that may interact differently with different cells, though water-containing extracts are promising antibacterial agents. The findings clearly show that pomegranate peel possessed the potential to be an eco-friendly novel source for natural compounds that can be implemented in the food industry as a natural antimicrobial and natural food additive to prevent foodborne illnesses.
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  • 文章类型: Journal Article
    全球每年至少有1000万吨海产品在运输或储存过程中变质或损坏。实时监测海鲜的新鲜度变得尤为重要。在这项研究中,首次使用四种机器学习算法开发了一种多目标模型,该模型可以使用14种特征(例如物种)同时预测五种海洋鱼类在多个存储温度下的保质期,温度,总可行数,K值,总挥发性碱性氮,感官和电子鼻-GC-Ms/Ms作为输入。其中,径向基函数模型表现最好,所有测试样品的绝对误差均<0.5。以最优模型为基础层,为满足实际应用的需要,开发了一个实时预测平台。本研究成功实现了多目标实时预测,预测结果准确,为食品安全和质量提供科学依据和技术支持。
    At least 10 million tons of seafood products are spoiled or damaged during transportation or storage every year worldwide. Monitoring the freshness of seafood in real time has become especially important. In this study, four machine learning algorithms were used for the first time to develop a multi-objective model that can simultaneously predict the shelf-life of five marine fish species at multiple storage temperatures using 14 features such as species, temperature, total viable count, K-value, total volatile basic‑nitrogen, sensory and E-nose-GC-Ms/Ms. as inputs. Among them, the radial basis function model performed the best, and the absolute errors of all test samples were <0.5. With the optimal model as the base layer, a real-time prediction platform was developed to meet the needs of practical applications. This study successfully realized multi-objective real-time prediction with accurate prediction results, providing scientific basis and technical support for food safety and quality.
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