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Valorization of plant proteins for meat analogues design—a comprehensive review 植物蛋白在肉类类似物设计中的应用--综述
IF 3 3区 农林科学 Q2 FOOD SCIENCE & TECHNOLOGY Pub Date : 2024-05-15 DOI: 10.1007/s00217-024-04565-1
Shahida Anusha Siddiqui, Ibrahim Khalifa, Tao Yin, Mohamed K. Morsy, Ramy M. Khoder, Molla Salauddin, Wasiya Farzana, Sonu Sharma, Nauman Khalid

Animal proteins from meat and its stuffs have recently been one of main concerns in the drive for sustainable food production. This viewpoint suggests that there are exciting prospects to reformulate meat products that are produced more sustainably and may also have health benefits by substituting high-protein nonmeat ingredients for some of the meat. Considering these pre-existing conditions, this review critically reviews recent data on extenders from several sources, including pulses, plant-based components, plant byproducts, and unconventional sources. We used the related keywords from Scopus-database without limiting the publishing date. With an emphasis on how these findings may impact the sustainability of meat products, it sees them as a great chance to enhance the functional quality and technological profile of meat. Therefore, to promote sustainability, meat alternatives such as plant-based meat equivalents are being made available. To boost consumer acceptability of these goods, further initiatives should also be developed to enhance the functioning of these innovative food items and increase public knowledge of plant-based meat analogues.

肉类及其制品中的动物蛋白最近成为可持续食品生产的主要关注点之一。这一观点表明,通过用高蛋白非肉类配料替代部分肉类配料,重新配制更可持续生产的肉类产品具有令人振奋的前景,而且还可能对健康有益。考虑到这些已有的条件,本综述批判性地回顾了有关多种来源扩展剂的最新数据,包括豆类、植物性成分、植物副产品和非常规来源。我们使用了 Scopus 数据库中的相关关键词,但不限制发表日期。该研究强调这些发现可能对肉类产品的可持续性产生的影响,并将其视为提高肉类功能质量和技术特性的绝佳机会。因此,为了促进可持续发展,人们开始提供肉类替代品,如植物肉类替代品。为了提高消费者对这些产品的接受度,还应该制定进一步的措施,提高这些创新食品的功能,增加公众对植物肉类替代品的了解。
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引用次数: 0
Using volatile compounds for the identification of coffee adulterants: marker compounds and non-targeted analysis 利用挥发性化合物鉴定咖啡掺假物:标记化合物和非目标分析
IF 3 3区 农林科学 Q2 FOOD SCIENCE & TECHNOLOGY Pub Date : 2024-05-14 DOI: 10.1007/s00217-024-04563-3
João Carlos de Souza, Cinthia de Carvalho Couto, Alexandra Mara Goulart Nunes Mamede, Patrícia Valderrama, Aline Theodoro Toci, Otniel Freitas-Silva

Coffee is one of the most highly valued, consumed and comercialized foods in the world. Due to its considerable importance, it has become the target of numerous adulterations. Detecting a possible adulteration and the presence of additional adulterants in coffee has become an issue of great concern mainly because the compounds used as adulterants exhibit physical features very similar to ground roasted coffee. Aiming to overcome these difficulties, this work reports the development and application of a relatively faster, highly effective and reliable method for the detection and identification of adulterations in roasted coffee through the analysis of the composition of the volatile fraction in the presence of adulterants such as rice, corn, soybeans and barley. The proposed method was based on gas chromatography coupled with mass spectrometry (GC–MS) and chemometric tools. The application of the method led to the exclusive identification of many compounds in the volatile fraction of the adulterants investigated. The adulterants, despite having compounds similar to coffee, differed in terms of their volatile profiles, and consisted mainly of hydrocarbons, aldehydes, esters and carboxylic acids. Among all the compounds identified, five compounds were found to be the main determinants of adulteration: 2-furanmethanol-acetate, 2-methoxy-4-vinylphenol, 5-methyl-2-furancarboxaldehyde, 2-furanmethanol and glycerol-1,2-diacetate.

咖啡是世界上价值最高、消费量最大、商业化程度最高的食品之一。由于其重要性,它已成为众多掺假行为的目标。检测咖啡中可能存在的掺假和其他掺假物质已成为一个备受关注的问题,这主要是因为用作掺假物质的化合物表现出与研磨烘焙咖啡非常相似的物理特征。为了克服这些困难,本研究报告开发并应用了一种相对快速、高效和可靠的方法,通过分析大米、玉米、大豆和大麦等掺杂物存在时的挥发性成分,检测和识别烘焙咖啡中的掺杂物。所提议的方法基于气相色谱-质谱法(GC-MS)和化学计量学工具。通过应用该方法,在所调查的掺假物质的挥发性部分中独家鉴定出了许多化合物。这些掺假物质尽管具有与咖啡相似的化合物,但其挥发性特征却各不相同,主要由碳氢化合物、醛类、酯类和羧酸组成。在所有已确定的化合物中,有五种化合物是掺假的主要决定因素:2-呋喃甲醇乙酸酯、2-甲氧基-4-乙烯基苯酚、5-甲基-2-呋喃甲醛、2-呋喃甲醇和甘油-1,2-二乙酸酯。
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引用次数: 0
Investigating the interfacial and bulk rheological properties of emulsions containing dry bean powder 研究含有干豆粉的乳液的界面和体积流变特性
IF 3 3区 农林科学 Q2 FOOD SCIENCE & TECHNOLOGY Pub Date : 2024-05-14 DOI: 10.1007/s00217-024-04566-0
Duygu Aslan Türker, Meryem Göksel Saraç, Mahmut Doğan

This study aimed to investigate the impact of varying proportions of dry bean powder on the rheological properties of oil-in-water emulsions. Emulsions were formulated utilizing xanthan gum or dry bean powder across a range of concentrations, including 1%, 3%, 5%, and 7%. Additionally, a control emulsion (CTR) was formulated using xanthan gum exclusively. The rheological properties of the resulting emulsions, both linear and nonlinear, were characterized. Moreover, the correlation between microstructural attributes and the interfacial rheological response within these emulsion systems was thoroughly examined. A prominent observation was the occurrence of shear thinning, characterized by a reduction in viscosity under applied shear stress. Notably, the control emulsion (CTR) displayed the lowest interfacial viscosity values, whereas emulsions incorporating increasing proportions of dry bean powder demonstrated a proportional rise in interfacial viscosity. The highest consistency coefficient and apparent viscosity was recorded in the 7%DB sample with a value of 3.23 Pa.sn and 0.56 Pa.s, respectively. This suggests that emulsions formulated with dry bean powder may yield a more resilient interfacial film, attributed to the protein content inherent in dry beans. The establishment of a viscoelastic interfacial layer facilitated by dry bean powder in appropriate concentrations significantly contributes to the long-term stability of the emulsion. Unraveling the intricate relationship between interfacial behaviors holds paramount importance in advocating for the utilization of dry bean powder as a plant-based protein source. In conclusion, the incorporation of dry bean powder enhances the formation of interfacial films in O/W emulsions.

本研究旨在探讨不同比例的干豆粉对水包油型乳液流变特性的影响。使用黄原胶或干豆粉配制了不同浓度的乳液,包括 1%、3%、5% 和 7%。此外,还配制了完全使用黄原胶的对照乳液(CTR)。对所得乳液的线性和非线性流变特性进行了表征。此外,还深入研究了这些乳液体系中微结构属性与界面流变响应之间的相关性。一个突出的观察结果是出现了剪切稀化现象,其特点是在施加剪切应力时粘度降低。值得注意的是,对照乳液(CTR)显示出最低的界面粘度值,而加入干豆粉比例不断增加的乳液则显示出界面粘度成比例上升。7%DB 样品的稠度系数和表观粘度最高,分别为 3.23 Pa.sn 和 0.56 Pa.s。这表明用干豆粉配制的乳液可能会产生更有弹性的界面膜,这归因于干豆中固有的蛋白质含量。适当浓度的干豆粉有助于建立粘弹性界面层,这对乳液的长期稳定性大有裨益。揭示界面行为之间错综复杂的关系对于提倡将干豆粉用作植物性蛋白质来源至关重要。总之,干豆粉的加入可增强油包水型乳液中界面薄膜的形成。
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引用次数: 0
The hydrates of chlorogenic acid in its aqueous solution and in stored food products 绿原酸水溶液和储存食品中的水合物
IF 3 3区 农林科学 Q2 FOOD SCIENCE & TECHNOLOGY Pub Date : 2024-05-13 DOI: 10.1007/s00217-024-04567-z
Andrzej L. Dawidowicz, Rafał Typek, Piotr Hołowiński, Małgorzata Olszowy-Tomczyk

Chlorogenic acids (CQAs), a large family of naturally occurring esters of quinic acid with one, two or even three cinnamic acids moieties and/or moieties of cinnamic acids derivatives, supplied to human organisms mainly with coffee, tea, fruit and vegetables, have been among the most frequently studied polyphenols. Of these, caffeic acid esters predominate, and 5-O-caffeoylquinic acid (5-CQA) is their main and most widespread representative. Recently performed studies have shown that after removing water from the aqueous solution of 5-CQA, its dry residue contains two hydrates of this compound, each consisting of two 5-CQA molecules and two molecules of H2O (2 × 5-CQA*2xH2O). The results presented in the paper not only define the characteristic features of 5-CQA but, more importantly, offer solid evidence that 5-CQA hydrates begin to form already in the aqueous solution of 5-CQA immediately after the dissolution of this compound and that the analogous process can occur in food products containing 5-CQA during their storage. Moreover, the performed experiments indicate the validity of the hypothesis that 5-CQA hydrates are formed by active collisions of 5-CQA molecules with monomeric/dimeric water molecules existing in trace amount in strongly associated aqueous systems. The presence of 5-CQA hydrates in liquid food products may have a significant impact on the assessment of some of their physicochemical properties as well as their biochemical activity.

绿原酸(CQA)是一大类天然存在的喹酸酯,具有一个、两个甚至三个肉桂酸分子和/或肉桂酸衍生物分子,主要通过咖啡、茶、水果和蔬菜提供给人类有机体。其中,咖啡酸酯占主导地位,5-O-咖啡酰奎宁酸(5-CQA)是其主要和最广泛的代表。最近进行的研究表明,从 5-CQA 的水溶液中除去水分后,其干燥残留物中含有该化合物的两种水合物,每种水合物由两个 5-CQA 分子和两个 H2O 分子组成(2 × 5-CQA*2xH2O)。本文介绍的结果不仅确定了 5-CQA 的特征,更重要的是提供了确凿的证据,证明 5-CQA 水合物在溶解后立即开始在 5-CQA 的水溶液中形成,含有 5-CQA 的食品在储存过程中也会发生类似的过程。此外,所进行的实验还表明,5-CQA 水合物是由 5-CQA 分子与存在于强关联水体系中的微量单体/二聚体水分子发生活性碰撞而形成的这一假设是正确的。液态食品中 5-CQA 水合物的存在可能会对某些理化性质及其生化活性的评估产生重大影响。
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引用次数: 0
LC–MS/MS analysis of pyrrolizidine alkaloids in bee bread and commercial pollen from Brazil LC-MS/MS 分析巴西蜜蜂面包和商业花粉中的吡咯烷生物碱
IF 3 3区 农林科学 Q2 FOOD SCIENCE & TECHNOLOGY Pub Date : 2024-05-12 DOI: 10.1007/s00217-024-04573-1
Siluana Katia Tischer Seraglio, Patricia Brugnerotto, Carolina Turnes Pasini Deolindo, Everton Blainski, Denilson Dortzbach, Bianka de Oliveira Santana, Rodrigo Barcellos Hoff, Luciano Valdemiro Gonzaga, Ana Carolina Oliveira Costa

Beehive products, particularly pollen, are among the foodstuffs that may contain pyrrolizidine alkaloids (PAs), prompting concern due to their negative effects on humans, such as hepatotoxic potential. Based on these aspects, this study represents the first investigation into eight PAs present in samples of bee bread (n = 16) and commercial pollens (n = 15) from Brazil utilizing liquid chromatography coupled to mass spectrometry in tandem. Our findings showed the presence of at least two PAs in all samples analyzed (n = 31), with monocrotaline, senecionine, senecionine N-oxide, and retrorsine emerging as the most frequently abundant in the Brazilian samples. The PAs sum varied widely (from 268 to 263,849 µg kg−1), with 77.4% of the samples exceeding the maximum limit established by the European Union (500 µg kg−1). Therefore, this study demonstrates that bee pollen and bee bread are foods with high levels of PAs and highlights that further studies related to PAs and beehive products are necessary so that actions are taken to minimize risks to consumers and safeguard the beekeeping industry.

蜂巢产品,尤其是花粉,是可能含有吡咯里西啶生物碱(PAs)的食品之一,由于其对人体的负面影响(如潜在的肝毒性)而引起人们的关注。基于这些方面,本研究首次利用液相色谱-质谱联用技术,对巴西的蜜蜂面包样本(n = 16)和商业花粉样本(n = 15)中的八种 PA 进行了调查。我们的研究结果表明,在所有分析样本(n = 31)中至少存在两种 PAs,其中巴西样本中最常见的是单桔梗碱、番泻叶碱、番泻叶碱 N-氧化物和雷托辛。PAs 的总和差异很大(从 268 微克/千克到 263,849 微克/千克),77.4% 的样本超过了欧盟规定的最高限值(500 微克/千克)。因此,这项研究表明,蜂花粉和蜂面包是 PA 含量较高的食品,并强调有必要进一步开展与 PA 和蜂巢产品有关的研究,以便采取行动最大限度地降低对消费者的风险并保护养蜂业。
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引用次数: 0
Influence of geographical origin in the physical and bioactive parameters of single origin dark chocolate 地理产地对单一产地黑巧克力的物理和生物活性参数的影响
IF 3 3区 农林科学 Q2 FOOD SCIENCE & TECHNOLOGY Pub Date : 2024-05-12 DOI: 10.1007/s00217-024-04558-0
José Cartas, Nuno Alvarenga, Ana Partidário, Manuela Lageiro, Cristina Roseiro, Helena Gonçalves, António Eduardo Leitão, Carlos Marques Ribeiro, João Dias

Dark chocolate presents exclusive characteristics that make it a food product with worldwide consumption and also as an ingredient in several food industries. Although chocolate is an energy-dense food, it is also rich in bioactive compounds and recent studies have demonstrated health benefits from a moderate consumption. Therefore, the quantification of the bioactive compounds of different types of cocoa, from different geographical origins, is of great importance to recognize the importance of single origin dark chocolate from the nutritional point of view. Dark chocolate produced from Amelonado variety presented higher values of hardness (5592 g), plastic viscosity (2.87 Pa.s) and yield value (12.91 Pa). Both dark chocolates from Peru, Piura Blanco and Chuncho, presented higher results in total phenolic content, total antioxidant capacity, caffeine and vitamin E. Additionally, sample Piura Blanco presented a higher content of theobromine (720.7 mg/100 g), lactic acid (1153.2 mg/100 g), succinic acid (679.4 mg/100 g) and oxalic acid (468.5 mg/100 g). On the other hand, chocolate from São Tomé presented a higher content of sucrose (38.22%) and SFA (62.38% of total fat). The results obtained demonstrate the existence of heterogeneity in cocoa varieties, supporting decision-makers in the selection of the most suitable cocoa for specific market needs.

黑巧克力具有独一无二的特性,因此是一种全球消费的食品,也是多种食品工业的配料。虽然巧克力是一种高能量食品,但它也富含生物活性化合物,最近的研究表明,适量食用巧克力有益健康。因此,对来自不同产地的不同类型可可的生物活性化合物进行定量分析,对于从营养角度认识单一产地黑巧克力的重要性具有重要意义。阿梅隆多品种生产的黑巧克力硬度(5592 克)、塑性粘度(2.87 帕)和产量值(12.91 帕)都较高。此外,Piura Blanco 样品的可可碱(720.7 毫克/100 克)、乳酸(1153.2 毫克/100 克)、琥珀酸(679.4 毫克/100 克)和草酸(468.5 毫克/100 克)含量较高。另一方面,圣多美巧克力的蔗糖(38.22%)和饱和脂肪酸(占总脂肪的 62.38%)含量较高。研究结果表明,可可品种存在异质性,有助于决策者选择最适合特定市场需求的可可。
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引用次数: 0
Bioactive capacity of peanuts with different coat colors 不同皮色花生的生物活性能力
IF 3 3区 农林科学 Q2 FOOD SCIENCE & TECHNOLOGY Pub Date : 2024-05-11 DOI: 10.1007/s00217-024-04572-2
Gilson Gustavo Lucinda Machado, Ana Beatriz Silva Araújo, Ana Cristina Freitas de Oliveira Meira, Carlos Henrique Milagres Ribeiro, Ingrid Alves Santos, Lorrane Ribeiro de Souza, Elano Pinheiro Pereira, Eduardo Valério de Barros Vilas Boas

The present work aimed to evaluate three varieties of peanut (Arachis hypogaea L.) regarding the content of anthocyanins and total phenolics, antioxidant activity, phenolic profile and the alkaloids trigonelline and theobromine. The total phenolic content was analyzed by the Fast-Blue and Folin–Ciocalteau methods, while the antioxidant activity was analyzed by the β-carotene/linoleic acid, ABTS+ and FRAP methods. The phenolic profile and alkaloids were determined using high performance liquid chromatography (HPLC–DAD-UV–Vis). Peanuts with beige shells stood out with higher antioxidant activity and total phenolic content, while peanuts with purple shells stood out with higher anthocyanin content. Eight phenolic compounds and the alkaloids trigonelline and theobromine have been identified in peanut varieties. However, only four phenolics (gallic, syringic, ferulic and transcinnamic acids), in addition to the two alkaloids, were identified simultaneously in the three varieties studied. Chlorogenic acid was absent in red and purple-seeded varieties, catechin and resveratrol in varieties with red and beige coats, and p-coumaric acid in those with beige coats. For the first time, trigonelline and theobromine were identified in peanuts. Therefore, the bioactive composition and antioxidant activity of peanuts depend on its genotype.

本研究旨在对三个花生品种(Arachis hypogaea L.)的花青素和总酚含量、抗氧化活性、酚类物质概况以及生物碱三尖杉碱和可可碱进行评估。总酚含量用 Fast-Blue 法和 Folin-Ciocalteau 法分析,抗氧化活性用 β-胡萝卜素/亚油酸法、ABTS+ 法和 FRAP 法分析。酚类物质和生物碱采用高效液相色谱法(HPLC-DAD-UV-Vis)进行测定。米色外壳的花生抗氧化活性和总酚含量较高,而紫色外壳的花生花青素含量较高。在花生品种中发现了八种酚类化合物以及生物碱三尖杉碱和可可碱。不过,在所研究的三个品种中,除了两种生物碱外,只有四种酚类化合物(没食子酸、丁香酸、阿魏酸和反肉桂酸)同时被鉴定出来。红色和紫色种子的品种中没有绿原酸,红色和米色外皮的品种中没有儿茶素和白藜芦醇,米色外皮的品种中没有对香豆酸。在花生中首次发现了三尖杉碱和可可碱。因此,花生的生物活性成分和抗氧化活性取决于其基因型。
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引用次数: 0
Sensory evaluation of beef sirloin steak treated with fast pyrolysis liquid smoke 用快速热解液体烟熏处理牛里脊牛排的感官评估
IF 3 3区 农林科学 Q2 FOOD SCIENCE & TECHNOLOGY Pub Date : 2024-05-09 DOI: 10.1007/s00217-024-04531-x
Xing Xin, Khadijehbeigom Ghoreishi, Sagar Mehta, Chathurika Samarakoon, Saeid Baroutian

This study investigated the performance of liquid smoke food flavouring on sensory perception and consumer acceptability using sirloin steak. The liquid smoke was prepared by a fast pyrolysis process with kanuka wood. Various liquid smoke concentrations and marination times were applied for the smoking treatments. The descriptors of sensory attributes were summarised by focus group tests and illustrated by a word clouds method. The sensory evaluation by check-all-that-apply (CATA) tests and principal component analysis (PCA) revealed that the sample marinated with 3% (w/w) liquid smoke concentration for 30 min was highly preferred by the panel. Correlation analysis revealed that overall liking was positively correlated with odour and flavour liking, and they were the most critical factors of purchase intention. The low concentrations of liquid smoke solutions in this study did not affect the chemical properties of the treated steak samples in terms of moisture content, fat content and pH value.

本研究使用沙朗牛排调查了液态烟熏食品调味剂对感官感受和消费者接受度的影响。液态烟熏是通过快速热解工艺用卡努卡木材制备的。在熏制处理中使用了不同的烟熏液浓度和腌制时间。通过焦点小组测试总结了感官属性描述,并用词云法进行了说明。通过 "全部适用"(CATA)测试和主成分分析(PCA)进行的感官评估显示,用 3%(重量比)的液体烟熏浓度腌制 30 分钟的样品受到小组的高度青睐。相关分析表明,总体喜好与气味和风味喜好呈正相关,它们是影响购买意向的最关键因素。在本研究中,低浓度的液体烟熏溶液没有影响经处理牛排样品的水分含量、脂肪含量和 pH 值等化学特性。
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引用次数: 0
Dispersion treatments to determine the chain-length distribution of amylopectin in two commercial high-amylose corn starches 通过分散处理确定两种商用高淀粉玉米淀粉中直链淀粉的链长分布
IF 3 3区 农林科学 Q2 FOOD SCIENCE & TECHNOLOGY Pub Date : 2024-05-08 DOI: 10.1007/s00217-024-04564-2
Josué Moreno-Zaragoza, Tomy J. Gutiérrez, Luis A. Bello-Pérez

An accurate characterization of the fine molecular structure of starch in terms of the chain length distribution (CLD) of amylopectin requires complete dispersion of the starch in a solvent, either buffer or water and the non-interference of this on the subsequent enzymatic debranching of starch with isoamylase (pretreatments before determining the CLD). In this study, the HYLON V and HYLON VII starches (commercial high-amylose corn starches) were selected, since high-amylose starches typically present difficulties in their dispersion and, therefore, the study of their fine structure can commonly present errors. The goal of this research was to study two water dispersion treatments (1. boiling water for 1 h and 2. autoclaving at 120 °C and 15 Psi for 15 min) to achieve a fast and reliable method of the fine structure of two high-amylose corn starches using high-performance size exclusion chromatography coupled with a refractive index detector (HPSEC-RID) and high-performance anion-exchange chromatography coupled a pulsed amperometric detector (HPAEC-PAD). The HPSEC-RID chromatograms of both starches showed better resolution using autoclaving than boiling water treatment. The two starches tested had higher amylose and degree of polymerization (DP) values utilizing the autoclaving than the boiling water treatment. However, no appreciable differences were observed in the CLD values employing HPAEC-PAD for either of the two water dispersion treatments. Lastly, the water dispersion treatment by autoclaving before enzymatic debranching is recommended to obtain a more accurate quantification of the amylose content of high-amylose starches.

要从直链淀粉的链长分布 (CLD) 角度准确表征淀粉的细分子结构,需要将淀粉完全分散在缓冲液或水中的溶剂中,并且不影响随后用异淀粉酶对淀粉进行酶解支链(在确定 CLD 之前进行预处理)。在这项研究中,选择了 HYLON V 和 HYLON VII 淀粉(商用高淀粉玉米淀粉),因为高淀粉淀粉通常很难分散,因此对其精细结构的研究通常会出现误差。本研究的目的是研究两种水分散处理方法(1. 沸水 1 小时;2. 120 °C 和 15 Psi 条件下高压灭菌 15 分钟),以便使用高性能尺寸排阻色谱-折射率检测器(HPSEC-RID)和高性能阴离子交换色谱-脉冲安培检测器(HPAEC-PAD)快速可靠地测定两种高淀粉玉米淀粉的精细结构。两种淀粉的 HPSEC-RID 色谱图显示,高压灭菌比沸水处理的分辨率更高。与沸水处理相比,高压灭菌法处理的两种淀粉具有更高的直链淀粉值和聚合度(DP)值。不过,采用 HPAEC-PAD 对这两种水分散处理的 CLD 值都没有观察到明显的差异。最后,建议在酶解支链前采用高压灭菌法进行水分散处理,以便更准确地量化高直链淀粉中的直链淀粉含量。
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引用次数: 0
Design and performance analysis of decision tree learning model for classification of dry and cooked rice samples 用于干饭和熟饭样品分类的决策树学习模型的设计和性能分析
IF 3 3区 农林科学 Q2 FOOD SCIENCE & TECHNOLOGY Pub Date : 2024-05-07 DOI: 10.1007/s00217-024-04555-3
Suman Kumar Bhattacharyya, Sagarika Pal

Ensuring accurate classification of rice as either cooked or dry is vital for food safety, as improperly stored or cooked rice contain harmful bacteria, emphasizing the importance of maintaining and monitoring food safety standards. In the field of image analysis and food classification, classifying dry and cooked rice samples using photographs is an interesting but difficult task. The main challenge stems from the minute visual variations between cooked and dry rice, which has not always displayed distinct traits that are easily observable by machines. Hence, various machine learning algorithms were implemented to effectively mitigate this issue. However, the existing works have not analysed the physicochemical characteristics due to non-destructive type of experimentation method with image processing. To overcome this issue, this work develops the Classification and Regression Tree (CART) of Decision Tree Learning method for classifying the rice grain samples as dry or cooked based on the physicochemical characteristics such as morphological, texture and color features, which in turn gain an exhaustive facts of rice quality in diverse state. Initially, the images are captured, pre-processed and the features are extracted. From the extracted features, the rice samples are classified as dry and cooked using DT and the results are compared with the existing algorithms like K-Nearest Neighbour (KNN) and Support Vector Machine (SVM). The comparative analysis of these classification algorithms infers the outperformance of the DT learning model under morphological, texture and color features in terms of accuracy, error, precision, recall and F-score.

由于储存不当或煮熟的大米含有有害细菌,因此确保准确地将大米分为熟米和干米对食品安全至关重要,这也强调了维护和监控食品安全标准的重要性。在图像分析和食品分类领域,使用照片对干饭和熟饭样本进行分类是一项有趣但困难的任务。主要的挑战源于熟米和干米之间微小的视觉差异,它们并不总是显示出机器可以轻松观察到的明显特征。因此,人们采用了各种机器学习算法来有效缓解这一问题。然而,由于采用图像处理的非破坏性实验方法,现有的工作并没有对理化特性进行分析。为了克服这一问题,本作品开发了决策树分类和回归树(CART)学习方法,根据形态、纹理和颜色等理化特征将米粒样本分为干米粒和熟米粒,进而获得不同状态下大米质量的详尽事实。首先,对图像进行采集、预处理和特征提取。根据提取的特征,使用 DT 对大米样本进行干熟分类,并将结果与 K-Nearest Neighbour (KNN) 和支持向量机 (SVM) 等现有算法进行比较。对这些分类算法的比较分析表明,在形态、纹理和颜色特征下,DT 学习模型在准确度、误差、精确度、召回率和 F 分数等方面都优于其他算法。
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引用次数: 0
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European Food Research and Technology
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