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Inspection and classification of wheat quality using image processing 基于图像处理的小麦品质检测与分类
Pub Date : 2023-07-01 DOI: 10.15586/qas.v15i3.1220
Junsong Zhu, Baosheng Sun, Jianrong Cai, Yongjian Xu, Feng Lu, Haile Ma
Wheat plays an important role in our daily life and industrial production. Several computer vision approaches have been proposed for classifying wheat quality, but there were some methods focusing on the problem of cohesive wheats while image processing. In this paper, we designed a single kernel guide groove to separate the cohesive wheats, which could simplify the algorithm of image processing and improve the accuracy rate of classification. For the method followed while recording the data, the image information must be converted into digital information, and the results are provided using appropriate image processing algorithms. Image preprocessing steps such as binarization, image enhancement, image segmentation, and morphological processing were used to reduce noise. For image segmentation, we proposed the following new segmentation methods: (1) extracting wheat region by converting image to H channel and (2) watershed algorithm based on Euclidean distance transformation. For the classification model, 22 features of 7 different qualities of wheat were inputted in the Back Propagation (BP) neural network and Support Vector Machine (SVM) model, and the overall correct classification rates were determined to be 91% and 97% for SVM and BP neural network, respectively. The BP neural network was more suitable for wheat appearance quality detection.
小麦在我们的日常生活和工业生产中起着重要的作用。目前已经提出了几种用于小麦品质分类的计算机视觉方法,但有一些方法主要针对图像处理过程中小麦的内聚性问题。本文设计了一种单粒导向槽来分离黏聚小麦,简化了图像处理算法,提高了分类准确率。对于记录数据时所遵循的方法,必须将图像信息转换为数字信息,并使用适当的图像处理算法提供结果。图像预处理步骤,如二值化,图像增强,图像分割和形态学处理,以减少噪声。在图像分割方面,我们提出了以下新的分割方法:(1)将图像转换为H通道提取小麦区域;(2)基于欧几里得距离变换的分水岭算法。在分类模型中,将7种小麦品质的22个特征输入到BP神经网络和支持向量机(SVM)模型中,确定SVM和BP神经网络的分类正确率分别为91%和97%。BP神经网络更适合于小麦外观品质的检测。
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引用次数: 0
Hepatic antioxidant and gut ecological modulation properties of long-term intake of tea (Camellia sinensis L.) flower extract in vivo 长期摄入茶(Camellia sinensis L.)花提取物体内肝脏抗氧化和肠道生态调节特性
Pub Date : 2023-07-01 DOI: 10.15586/qas.v15i3.1209
Dan Chen, Jialiang Lv, Tao Han, Juan Kan, Changhai Jin, Jun Liu
Tea (Camellia sinensis L.) flower extract (TFE) is a new type of tea beverage. The aim of this study was to explore the possible function after intake of TFE for a fixed period. In the study, 200 mg/kg body weight (BW)/day (d) of TFE was given to mice for 14 weeks. The results showed that the levels of hepatic superoxide dismutase and reduced glutathione were increased but the formation of malondialdehyde was reduced, compared to the normal control (NC) group. Meanwhile, administration of TFE contributed to the prior number of colonic goblet cells (1,505 ± 124 vs. 1,162 ± 112, per mm2) and enhancement of colonic messenger RNA expression of mucin 2 and Claudin5. Additionally, TFE intervention modulated the composition and metabolic pathways of gut microbiota with an important role in dietary metabolism. Representatively, the relative abundance of genera Bacteroides, Prevotella, and Lachnospiracea_incertae_sedis, and the levels of short-chain fatty acids (SCFAs) and immunoglobulin A were increased. Taken together, long-term intake of TFE could promote hepatic antioxidant and modulate gut ecological status. These results could provide a reference for the development of TFE as a functional beverage.
茶花提取物(Camellia sinensis L.)是一种新型茶饮料。本研究的目的是探讨在摄入TFE一段时间后可能的功能。在实验中,小鼠连续14周给予200 mg/kg体重(BW)/天的TFE。结果表明,与正常对照组(NC)相比,肝脏超氧化物歧化酶和还原性谷胱甘肽水平升高,丙二醛的形成减少。同时,TFE对结肠杯状细胞(1,505±124 / mm2 vs 1,162±112 / mm2)的数量和mucin 2和Claudin5的结肠信使RNA表达均有促进作用。此外,TFE干预调节肠道微生物群的组成和代谢途径,在膳食代谢中起重要作用。具有代表性的是拟杆菌属(Bacteroides)、普雷沃氏菌属(Prevotella)和毛螺杆菌属(Lachnospiracea_incertae_sedis)的相对丰度以及短链脂肪酸(SCFAs)和免疫球蛋白A的水平升高。综上所述,长期摄入TFE可促进肝脏抗氧化,调节肠道生态状态。研究结果可为TFE功能性饮料的开发提供参考。
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引用次数: 0
In vitro digestibility, glycaemic index and bile acid–binding capacity of foods containing different types of resistant starch in comparison with the commercial resistant starches 研究了含不同类型抗性淀粉食品的体外消化率、血糖指数和胆汁酸结合能力,并与市售抗性淀粉进行了比较
Pub Date : 2023-07-01 DOI: 10.15586/qas.v15i3.1215
Seher Serin, S. Sayar
This study investigated the in vitro digestibility, glycaemic index (GI) and bile acid–binding capacity (BABC) of some potential resistant starch source food products (PRSF). Commercially available resistant starch (RS) samples, Hylon VII (RS2), Novelose 330 (RS3) and Fibersym (RS4) were also included in the study. The RS content of the PRSF used in this study was in the range of 25–77%. Standardised static in vitro digestion processes were applied, and the total digestibility, GI and BABC of the samples were determined. The digestibility of commercial RS samples was lower than the PRSF samples. No significant correlation was found between digestibility and RS or total dietary fibre (TDF) contents of the samples. A statistically significant positive correlation was obtained between GI and in vitro digestibility values. In addition, there was a statistically significant negative correlation between the GI and TDF content of the PRSF samples. In addition, it was observed that neither RS content nor RS type had a significant effect on BABC.
研究了几种潜在抗性淀粉源食品(PRSF)的体外消化率、血糖生成指数(GI)和胆汁酸结合能力(BABC)。市售抗性淀粉(RS)样品Hylon VII (RS2)、Novelose 330 (RS3)和Fibersym (RS4)也被纳入研究。本研究使用的PRSF的RS含量在25-77%之间。采用标准化体外静态消化工艺,测定样品的总消化率、GI和BABC。商业RS样品的消化率低于PRSF样品。样品的消化率与RS和总膳食纤维(TDF)含量无显著相关。胃肠道指数与体外消化率呈显著正相关。此外,PRSF样品的GI与TDF含量之间存在显著的负相关。此外,RS含量和RS类型对BABC均无显著影响。
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引用次数: 0
Aflatoxin B1 elimination in low-grade maize by co-influence of heat and chemical treatment 热和化学处理对低产玉米黄曲霉毒素B1的去除作用
Pub Date : 2023-07-01 DOI: 10.15586/qas.v15i3.1233
Rattananporn Thakaew, Suparin Chaiklangmuang
This research investigated the optimal conditions of heat and chemical treatment for elimination of aflatoxin. NaOH showed the highest inhibition percentage (75.44%) of Aspergillus flavus growth that was isolated from lowgrade maize. Low-grade maize contaminated with A. flavus was treated with NaOH by varying three factors in three levels: NaOH concentration (0, 2.5 and 5% w/v), temperature (25, 50 and 75°C) and time (24, 48 and 72 h). Aflatoxin was removed from low-grade maize after sprinkling with 5% w/v NaOH at 50°C for 24 h that reduced aflatoxin B1 content to 4.25 µg/kg with 60.35% reduction from initial value. The use of NaOH solution with simple heat influenced the reduction in fungal contamination and elimination of aflatoxin B1.
本研究探讨了去除黄曲霉毒素的最佳热处理和化学处理条件。NaOH对低档玉米黄曲霉生长的抑制率最高(75.44%)。通过NaOH浓度(0、2.5和5% w/v)、温度(25、50和75°C)和时间(24、48和72 h) 3个不同水平的NaOH处理低级玉米黄曲霉,在50°C下洒5% w/v NaOH 24 h后,黄曲霉毒素B1含量降至4.25µg/kg,比初始值降低60.35%。单热NaOH溶液的使用影响了真菌污染的减少和黄曲霉毒素B1的消除。
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引用次数: 7
Accumulation characteristics and evaluation of heavy metals in soils and vegetables of plastic-covered sheds in typical red soil areas of China 中国典型红壤区覆膜棚土壤和蔬菜重金属积累特征及评价
Pub Date : 2023-07-01 DOI: 10.15586/qas.v15i3.1222
Genxin Nie, Tianhua Tu, Lifang Hu, Ling Wu, Ya Zhou
The degree of pollution and potential ecological risk of heavy metals (HMs) in the soil of plastic-covered sheds in Jiangxi Province were evaluated by the Nemerow index and potential ecological risk index. The bioconcentration factor and total target hazard quotient (TTHQ) were used to evaluate the enrichment ability and health risk of HMs in vegetables. The mean contents of arsenic (As), cadmium (Cd), chromium (Cr), mercury (Hg) and lead (Pb) in soil were 5.99, 0.373, 17.8, 5.94E-02, and 28.9 mg kg–1, respectively; Cd exceeded the background value and the maximum limit. Most soils had no extremely strong ecological risk. The concentration of Pb in root veg-etables was 0.204 mg kg-1, with the highest concentration of Cd (0.147 mg kg–1) in Ganzhou leafy vegetables. The Hg concentration of leafy vegetables in Jiujiang was 1.41E-02 mg kg–1, which exceeded the maximum limit. The bioconcentration factor of HMs was negatively correlated with pH (P ≤ 0.05). The migration ability of Cd in root vegetables was 1.7-fold to that of leafy vegetables, and was strongest. The TTHQ of all vegetables was less than 1.0, which indicated that there was no significant noncarcinogenic risk in adults. The TTHQ of root vegetables was highest, with Pb in vegetables being major health risk factors. In conclusion, fruit and solanaceous vegetables may be more suitable for planting in plastic-covered shed than root and leafy vegetables; Cd and Pb were identified as the priority control metals under plastic-covered sheds in Jiangxi Province.
采用内梅罗指数和潜在生态风险指数对江西省覆膜棚土壤重金属污染程度和潜在生态风险进行了评价。采用生物富集系数和总目标危害商(TTHQ)评价蔬菜中HMs的富集能力和健康风险。土壤中砷(As)、镉(Cd)、铬(Cr)、汞(Hg)和铅(Pb)的平均含量分别为5.99、0.373、17.8、5.94E-02和28.9 mg kg-1;Cd超过了背景值和最大限值。大部分土壤没有很强的生态风险。根类蔬菜中Pb的浓度为0.204 mg kg-1,甘州叶类蔬菜中Cd的浓度最高,为0.147 mg kg-1。九江市叶菜中汞浓度为1.41E-02 mg kg-1,超标。HMs的生物富集因子与pH呈负相关(P≤0.05)。根类蔬菜对Cd的迁移能力是叶类蔬菜的1.7倍,且迁移能力最强。所有蔬菜的TTHQ值均小于1.0,表明在成人中没有显著的非致癌风险。根茎类蔬菜的TTHQ最高,蔬菜中的铅是主要的健康危险因素。综上所述,水果和茄类蔬菜可能比根类和叶类蔬菜更适合在覆膜棚内种植;将Cd和Pb确定为江西省塑料棚优先控制金属。
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引用次数: 11
Ultrasensitive and highly selective determination of iodate by reversed-phase ion pair HPLC–amperometric detector after online electrochemical reduction to iodide 在线电化学还原为碘化物后反相离子对高效液相色谱-安培检测器超灵敏高选择性测定碘酸盐
Pub Date : 2023-07-01 DOI: 10.15586/qas.v15i3.1223
Qingwei Jiang, Tao Wang, Gao Li
We developed an ultrasensitive and highly selective method to quantify iodate (IO3–) in iodized salt and biological samples. In the high-performance liquid chromatography (HPLC) system, IO3– was injected with sampler and reduced to iodide (I–) online using a Coulomb detector (CD) as a pre-column reactor, retained by C18 column with the help of ion pairs, and then determined by an amperometric detector (AD). For analysis of IO3–, several parameters and reactive conditions of Coulomb detector, including applied potential, pH value, and salt concentration, were optimized to obtain the best reduction efficiency. The optimized HPLC–CD-AD method was found to be linear over a wide range of IO3– concentration (0.05–0.25 μg/mL) with appreciable recovery rates (86.90– 94.70%) of quality controls at excellent detection limits (100 pg) and acceptable variability. The analysis of IO3– in actual samples, such as urine of volunteers, iodized salt, and seawater, discovered that the method has high selectivity and little interference. It can be concluded that the proposed method was ultrasensitive and highly selective in the trace detection of IO3.
我们开发了一种超灵敏和高选择性的方法来定量碘化盐和生物样品中的碘酸盐(IO3 -)。在高效液相色谱(HPLC)系统中,采用库仑检测器(CD)作为柱前反应器,将IO3 -注入进样器,在线还原为碘化物(I -),在离子对的帮助下由C18柱保留,再由安培检测器(AD)测定。在分析IO3 -时,对库仑检测器的应用电位、pH值、盐浓度等参数和反应条件进行了优化,以获得最佳还原效率。优化后的HPLC-CD-AD方法在IO3 -浓度(0.05 ~ 0.25 μg/mL)范围内呈良好的线性关系,在良好的检出限(100 pg)和可接受的变异性下,回收率为86.90 ~ 94.70%。通过对志愿者尿液、碘盐、海水等实际样品中碘的分析,发现该方法选择性高,干扰小。结果表明,该方法具有超灵敏、高选择性的痕量碘检测方法。
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引用次数: 0
Progressive quality estimation of oyster mushrooms using neural network–based image analysis 基于神经网络图像分析的平菇渐进质量估计
Pub Date : 2023-06-26 DOI: 10.15586/qas.v15isp1.1272
Tanmay Sarkar, Alok K. Mukherjee, Kingshuk Chatterjee, S. Smaoui, S. Pati, M. Shariati
We have developed an artificial intelligence–based quality prediction model for oyster mushroom samples in this work. The proposed model tends to predict the progressively deteriorating quality of the samples in terms of predicted Hedonic number, which is adjudged as one of the most reliable scales of raw fruit quality assessment parameters. The present scheme attempts to continuously assess the quality of mushrooms by judging the extent of deterioration of the sample images; instead of discrete classification asserting only the edibility or non-edibility of the samples. Thus, the extent of the freshness of any test sample could also be approximated using the predicted Hedonic number from the model. The proposed scheme uses an artificial neural network to develop the estimator. The simplicity of analysis of the scheme and high accuracy of prediction of freshness allow for basic screening of the samples without requiring a panel of experts to judge the same, which is a difficult task, especially under this pandemic circumstance. Besides, implementing the proposed algorithm in designing possible mobile-based application software would widen its applicability in a practical scenario.
在这项工作中,我们开发了一个基于人工智能的平菇样品质量预测模型。该模型倾向于通过预测的Hedonic数来预测样品质量的逐渐恶化,Hedonic数被认为是原料水果质量评价参数中最可靠的尺度之一。本方案试图通过判断样品图像的劣化程度来连续评估蘑菇的质量;而不是离散的分类断言只有可食用或不可食用的样品。因此,任何测试样品的新鲜度也可以使用模型预测的Hedonic数来近似。该方案使用人工神经网络来开发估计器。该方案的分析简单性和预测新鲜度的准确性高,可以对样品进行基本筛选,而不需要专家小组进行判断,这是一项艰巨的任务,特别是在这种大流行的情况下。此外,在设计可能的基于移动的应用软件时实现所提出的算法将扩大其在实际场景中的适用性。
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引用次数: 0
Determination of glufosinate-ammonium residue in wheat and soil by ultra-performance liquid chromatography-tandem mass spectrometry 超高效液相色谱-串联质谱法测定小麦和土壤中草铵膦残留
Pub Date : 2023-05-26 DOI: 10.15586/qas.v15i2.1163
Xiaoyun She, Yu-Sen Gao, Yanzhen Shi
The worldwide use of glufosinate-ammonium has dramatically increased, but concern over its impact on plants and soil is also increasing. With the aim of clarifying whether the application of glufosinate-ammonium will generate residue in wheat (Triticum aestivum L.) and soil, ultra-performance liquid chromatography-tandem mass spectrometry (UPLC-MS/MS) was used to detect wheat plants, grains, and soil. Under experimental conditions, no residue of glufosinate-ammonium was detected in wheat plants and grains during each growth period. The residual level of glufosinate decreased gradually with the increment of soil layer during the same reproductive period. In the same soil layer, the sequence of glufosinate residues in the reproductive period were wintering, recovering, jointing, and heading stage. The residues of glufosinate after 2.0 times applied amount was significantly greater than the 1.0 times applied amount. During the wintering period, the residuals after 2.0 times application of glufosinate were 1.50 and 28.27 times higher than 1.0 times application in the field and soil column experiment, respectively, in the 0–20 cm soil layer. No residue of glufosinate was detected in the different soil layers of each treatment during the flowering, filling, and maturation stages of wheat. The residues of glufosinate-ammonium in wheat and soil were far less than 0.2 ng kg−1 in all treatments. It shows that the application of glufosinate-ammonium is safe for wheat field soil and the next crop under the spraying rate of this experiment.
在世界范围内,草铵膦的使用量急剧增加,但对其对植物和土壤的影响的关注也在增加。为弄清施用草铵膦是否会在小麦(Triticum aestivum L.)和土壤中产生残留,采用超高效液相色谱-串联质谱(UPLC-MS/MS)对小麦植株、籽粒和土壤进行检测。在试验条件下,小麦植株和籽粒在各生育期均未检测到草铵膦残留。在同一繁殖期内,草铵膦残留量随土层的增加而逐渐降低。在同一土层中,草甘膦在生育期的残留量依次为越冬期、恢复期、拔节期和抽穗期。2.0倍施用量后草铵膦残留量显著大于1.0倍施用量。冬季0 ~ 20 cm土层,田间和土柱试验2.0次施用草铵膦后的残留量分别比1.0次施用高1.50倍和28.27倍。在小麦开花期、灌浆期和成熟期,各处理不同土层均未检测到草铵膦残留。在所有处理下,草铵铵在小麦和土壤中的残留量均远小于0.2 ng kg−1。结果表明,在本试验喷施量下,草铵铵对麦田土壤和下一茬作物的施用是安全的。
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引用次数: 1
Migration behavior of photoinitiators in polyethylene-coated paper for takeaway fast food 光引发剂在外卖快餐用聚乙烯涂布纸中的迁移行为
Pub Date : 2023-05-22 DOI: 10.15586/qas.v15i2.1181
Yingtong Wu, Jifeng Lang, Guangfa Liu, Lijun Wang, H. Song, Chongxing Huang
The migration of photoinitiators (PIs): benzophenone (BP), ethyl 4-dimethylaminobenzoate (EDAB), and 4-chlorobenzophenone (CBP), from polyethylene (PE)-coated paper to 4% (v/v) acetic acid and 10% (v/v) saltsimulated food solution was quantitatively analyzed using gas chromatography–mass spectrometry. The migration behavior of the three PIs was studied under three specific working conditions: conventional heating, microwave power, and random vibration level. The migration rate of the three PIs in acidic food simulants was ranked from BP > EDAB > CBP under the specific working conditions. The mobility of the three PIs increased with increasing temperature, microwave power, and random vibration acceleration in 4% (v/v) acetic acid by 10, 10, and 15%, respectively. The experimental migration data of three PIs in PE-coated paper under different temperatures and microwave powers were used to establish the Crank monolayer migration model according to Fick’s second law. The diffusion coefficient D increased with an increase in experimental conditions. According to the migration data under the condition of random vibration level, a mathematical model conforming to the Fick model was established, fitting the migration process. These results showed that conventional heating, microwave heating, and vibration could affect the food safety of PE-coated paper.
采用气相色谱-质谱联用技术定量分析了光引发剂(pi):二苯甲酮(BP)、4-二甲氨基苯甲酸乙酯(EDAB)和4-氯苯甲酮(CBP)从聚乙烯(PE)涂布纸向4% (v/v)乙酸和10% (v/v)盐模拟食品溶液的迁移。在常规加热、微波功率和随机振动三种特定工况下,研究了三种pi的迁移行为。在特定工况下,3种pi在酸性食品模拟剂中的迁移速率顺序为BP > EDAB > CBP。随着温度、微波功率和4% (v/v)醋酸随机振动加速度的增加,三种pi的迁移率分别提高了10%、10%和15%。利用三种pi在不同温度和微波功率下在pe涂布纸中的迁移实验数据,根据菲克第二定律建立了曲克单层迁移模型。扩散系数D随实验条件的增加而增大。根据随机振动水平下的迁移数据,建立了符合菲克模型的数学模型,拟合了迁移过程。结果表明,常规加热、微波加热和振动都会影响pe涂布纸的食品安全性。
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引用次数: 0
Analysis of the economically motivated food adulteration in China based on 6477 events from 2000 to 2020 基于2000 - 2020年6477起中国食品掺假事件的经济动机分析
Pub Date : 2023-05-12 DOI: 10.15586/qas.v15i2.1144
T. Wang, Mengyuan Zhang, Nan Sun, Huiqing Chen, Chongshang Zhang, Qian Wang, Wen-zhong Zhang
In order to investigate the epidemic characteristics of economically motivated food adulteration (EMA) in China, we analyzed the frequency and/or percentage of parameters of EMAs from 2000 to 2020. A total of 6477 EMAs were collected from a portal based in China and evaluated, the results showed that 69% of the EMAs were identified through supervisions and 95.7% EMAs were discovered in the sale process. The top three specifications of EMA information were listed as follows: the regions were Guangdong, Shandong, and Henan; the fraud means were illegal addition, substitution or dilution, and unqualified hygiene; the food types were meat, vegetable, and fruit. Our findings indicated that supervision of the production process of the main food types is of utmost importance to prevent EMA, according to adulterating phase, fraud means, and adulterer type.
为了调查经济动机食品掺假(EMA)在中国的流行特征,我们分析了2000 - 2020年经济动机食品掺假(EMA)的频率和/或参数百分比。在中国的一个门户网站上共收集了6477个EMAs并进行了评估,结果表明69%的EMAs是通过监督发现的,95.7%的EMAs是在销售过程中发现的。EMA信息规格前三名如下:地区为广东、山东、河南;欺诈手段有非法添加、替代、稀释、卫生不合格等;食物种类有肉、蔬菜和水果。我们的研究结果表明,根据掺假阶段、欺诈手段和掺假类型,对主要食品类型的生产过程进行监管对于预防EMA至关重要。
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引用次数: 1
期刊
Quality Assurance and Safety of Crops & Foods
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