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An Intelligent Guava Grading System Based on Machine Vision 基于机器视觉的智能番石榴分级系统
IF 2.7 3区 农林科学 Q3 ENGINEERING, CHEMICAL Pub Date : 2024-11-07 DOI: 10.1111/jfpe.14753
Yinping Zhang, Joon Huang Chuah, Anis Salwa Mohd Khairuddin, Dongyang Chen, Jingjing Li, Chenyang Xia

Ensuring efficient grading of guavas is crucial for timely postharvest storage and maximizing profits. Currently, the subjective nature of manual grading underscores the need for more sophisticated methodologies. However, employing machine vision for intelligent grading faces hurdles due to the diverse characteristics of guavas and the high development costs. This research targets the limitations in the guava grading process and introduces an intelligent system to overcome them. The system's structure and operational procedures were outlined, establishing diverse standards encompassing guava color, shape, size, and integrity. Image capture and preprocessing of guavas are completed. Employing the RGB model, the study performed color feature extraction and guava recognition, alongside diameter and integrity assessment through edge detection. Following a thorough analysis of various models, ResNet50 emerged as the preferred choice for guava image evaluation and depth recognition. Subsequently, an intelligent guava grading system was developed using Microsoft Visual Studio 2017. Experimental results demonstrated outstanding grading accuracy of 98.05%, with grading speed averaging 5.47 times faster than manual methods. Compared to traditional manual grading techniques, the system excelled in work efficiency, speed, reliability, and robustness.

确保番石榴的有效分级对于及时采后贮藏和实现利润最大化至关重要。目前,人工分级的主观性突出表明需要更先进的方法。然而,由于番石榴的特性各不相同,而且开发成本高昂,采用机器视觉进行智能分级面临重重障碍。本研究针对番石榴分级过程中的局限性,引入了一种智能系统来克服这些局限性。研究概述了该系统的结构和操作程序,建立了包括番石榴颜色、形状、大小和完整性在内的各种标准。番石榴的图像采集和预处理已经完成。研究采用 RGB 模型,进行了颜色特征提取和番石榴识别,并通过边缘检测对直径和完整性进行了评估。在对各种模型进行全面分析后,ResNet50 成为番石榴图像评估和深度识别的首选。随后,使用 Microsoft Visual Studio 2017 开发了一个智能番石榴分级系统。实验结果表明,该系统的分级准确率高达 98.05%,分级速度平均是人工方法的 5.47 倍。与传统的人工分级技术相比,该系统在工作效率、速度、可靠性和鲁棒性方面都表现出色。
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引用次数: 0
Effect of Different Pretreatments on Drying Characteristics and Physicochemical Properties of Apricot (Prunus armeniaca L.) 不同预处理对杏树(Prunus armeniaca L.)干燥特性和理化性质的影响
IF 2.7 3区 农林科学 Q3 ENGINEERING, CHEMICAL Pub Date : 2024-11-07 DOI: 10.1111/jfpe.14757
Merve Silanur Yilmaz, Ozge Sakiyan, Asli Isci

In this study, apricot samples were dried by using different drying methods (tray drying, microwave drying, and freeze drying). Moreover, different pretreatments (infrared, ultrasound, and treatment with dipping green tea extract) were also applied to the samples. The effect of process conditions on physical and chemical quality of dried apricot samples were investigated. It was aimed to come of age of these technologies as an alternative to conventional pretreatments. Among all drying techniques, the shortest processing time was achieved by microwave drying at 270 W. Midilli was found to be the best model that fits the moisture ratio values among 10 thin layer models. Freeze dried samples had the lowest water activity which ranged from 0.2260 to 0.4868 and rehydration capacity of dried samples were found to be between 2.40 and 3.09. Besides, it was found that the total phenolic content of dried apricots varied between 99.24 and 512.60 mg GAE/100 g dry matter. In addition, the maximum antioxidant activity values for microwave drying (270 W) were obtained in the green tea extract pretreated samples and calculated to be 1.85 ± 0.01 mg TE/g dry matter. NMR and SEM analysis were also applied to the samples. To sum up, it can be declared that microwave technology and green tea extract pretreatments were superior and had beneficial impacts on the end product's quality.

本研究采用不同的干燥方法(托盘干燥、微波干燥和冷冻干燥)对杏样品进行干燥。此外,还对样品进行了不同的预处理(红外线、超声波和绿茶提取物浸渍处理)。研究了加工条件对杏干样品物理和化学质量的影响。目的是了解这些技术作为传统预处理方法替代品的前景。在所有干燥技术中,270 瓦微波干燥的处理时间最短。在 10 个薄层模型中,Midilli 是最适合水分比值的模型。冷冻干燥样品的水分活度最低,在 0.2260 到 0.4868 之间,干燥样品的再水化能力在 2.40 到 3.09 之间。此外,还发现杏干的总酚含量介于 99.24 至 512.60 毫克 GAE/100 克干物质之间。此外,经微波干燥(270 W)的绿茶提取物预处理样品的抗氧化活性值最大,计算结果为 1.85 ± 0.01 mg TE/g 干物质。此外,还对样品进行了核磁共振和扫描电镜分析。总之,可以说微波技术和绿茶提取物预处理技术都很出色,对最终产品的质量产生了有益的影响。
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引用次数: 0
Simulation Study on Heat and Moisture Transfer in Cross-Flow Drying Aeration of Bulk Corn in a Cone-Bottom Silo Using Natural and Low-Temperature Air 利用自然风和低温空气对锥底筒仓中散装玉米进行横流干燥曝气时的传热和传湿模拟研究
IF 2.7 3区 农林科学 Q3 ENGINEERING, CHEMICAL Pub Date : 2024-11-05 DOI: 10.1111/jfpe.14774
Kaimin Yang, Xiaoqian Dong, Yuancheng Wang, Fengjiao Chu

Using variable temperature and relative humidity of natural air based on local climatic conditions for natural drying aeration of grain is an energy-saving and efficient method. The study of heat and moisture transfer within grain piles during natural air and low-temperature air drying aeration of bulk corn in low-humidity areas, which can provide theoretical support for selecting efficient and low-consumption grain drying processes and practical applications. In this study, the mathematical model of the coupled heat and moisture transfer dynamics in the dry silo was verified using experimental datum of grain storage drying aeration experiment, and the relative error was less than 5% between the simulated and the experimental datum. Based on this validated model, the temperature and moisture content variations of in-silo bulk corn drying were simulated by computational fluid dynamics (CFD) numerical simulation techniques. The simulations included continuous drying aeration with daily average, hourly average temperature and relative humidity of the local natural air, and low-temperature air drying aeration with heated up to 3°C over the ambient temperature, as well as intermittent drying aeration. Drying effectiveness and economic efficiency were also analyzed and evaluated. The costs for continuous drying aeration with hourly average of natural air and low-temperature, intermittent drying aeration with hourly average of natural air are 0.032, 0.042, and 0.016 CNY/kg, respectively. Compared to traditional high-temperature hot air drying, the costs of these methods were reduced by 0.048, 0.038, and 0.064 CNY/kg, respectively.

根据当地气候条件,利用变温变湿的自然空气对粮食进行自然干燥曝气是一种节能高效的方法。研究低湿地区散装玉米自然风干和低温风干曝气过程中粮堆内的传热传湿,可为选择高效低耗的粮食干燥工艺和实际应用提供理论支持。本研究利用粮食储藏干燥曝气实验数据对干燥仓内热湿耦合传质动力学数学模型进行了验证,模拟数据与实验数据的相对误差小于 5%。在此验证模型的基础上,利用计算流体动力学(CFD)数值模拟技术模拟了仓内散装玉米干燥的温度和含水量变化。模拟包括当地自然空气的日平均、小时平均温度和相对湿度的连续式干燥曝气、比环境温度高 3°C 的低温空气干燥曝气以及间歇式干燥曝气。此外,还对干燥效果和经济效益进行了分析和评估。利用自然空气每小时平均值进行连续干燥曝气和利用自然空气每小时平均值进行低温间歇干燥曝气的成本分别为 0.032、0.042 和 0.016 元人民币/公斤。与传统的高温热风干燥相比,这些方法的成本分别降低了 0.048、0.038 和 0.064 元人民币/公斤。
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引用次数: 0
Optimizing the Precipitation of Bioactive Compounds From Extracted Curcuma longa Linn. Using Gas Anti-Solvent Process 利用气体反溶剂工艺优化萃取的姜黄中生物活性化合物的沉淀使用气体反溶剂工艺
IF 2.7 3区 农林科学 Q3 ENGINEERING, CHEMICAL Pub Date : 2024-11-04 DOI: 10.1111/jfpe.14771
Manop Charoenchaitrakool, Chatchai Lengmangmee, Patcharaporn Youngkum

Turmeric is a medicinal herb that can be used in a wide range of applications, such as food ingredients, cosmetics, and traditional medicine. The active ingredients found in turmeric are curcumin (CUR), desmethoxycurcumin (DMC), and bisdesmethoxycurcumin (BMDC). The aim of this research was to precipitate the active ingredients from a turmeric extract using the gas anti-solvent process with carbon dioxide as the anti-solvent. The effects of solvent type (ethanol, methanol, and acetonitrile), precipitation temperature (25°C–45°C), and CO2 flow rate (4–12 mL/min) on the amount of precipitates were investigated using the Box–Behnken design of experiments. The precipitates were analyzed for curcuminoids and CUR content using HPLC and were tested for antioxidant activity. It was found that solvent type and temperature were significant variables at a 5% significance level on the amount of precipitates. Using a mixture of ethanol and methanol (77.5% v/v ethanol) with a polarity index of 4.48 as the solvent, a precipitation temperature of 25.40°C, and a CO2 flow rate of 7.56 mL/min was found to be the optimal conditions for achieving the highest amount of precipitates. At the optimal conditions, the amounts of curcuminoids and CUR precipitates were found to be 27.33 ± 0.23 and 13.30 ± 0.12 mg/5 mL of extracted solution, respectively. In the antioxidant studies, the Trolox equivalents found in the products at the optimal conditions using DPPH and ABTS assays were 38.19 ± 0.17 and 65.96 ± 2.36 mg/5 mL of extracted solution, respectively. The total phenolic content was found to be 30.84 ± 1.80 mg/5 mL of extracted solution.

姜黄是一种药用草本植物,可广泛用于食品配料、化妆品和传统医药等领域。姜黄中的活性成分包括姜黄素(CUR)、去甲氧基姜黄素(DMC)和双去甲氧基姜黄素(BMDC)。本研究的目的是使用气体反溶剂工艺,以二氧化碳作为反溶剂,从姜黄提取物中析出活性成分。采用 Box-Behnken 实验设计法研究了溶剂类型(乙醇、甲醇和乙腈)、沉淀温度(25°C-45°C)和二氧化碳流速(4-12 mL/min)对沉淀物量的影响。采用高效液相色谱法分析了沉淀物中姜黄素和 CUR 的含量,并测试了沉淀物的抗氧化活性。结果发现,在 5%的显著性水平上,溶剂类型和温度是影响沉淀物数量的重要变量。使用极性指数为 4.48 的乙醇和甲醇混合物(77.5% v/v 乙醇)作为溶剂,沉淀温度为 25.40°C,二氧化碳流速为 7.56 mL/min,发现这是获得最高沉淀量的最佳条件。在最佳条件下,姜黄素和 CUR 沉淀物的含量分别为 27.33 ± 0.23 和 13.30 ± 0.12 mg/5 mL 提取液。在抗氧化研究中,使用 DPPH 和 ABTS 检测法发现,在最佳条件下,产品中的 Trolox 当量分别为 38.19 ± 0.17 和 65.96 ± 2.36 mg/5 mL 提取液。总酚含量为 30.84 ± 1.80 mg/5 mL 提取液。
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引用次数: 0
The Impact of Drying Techniques on Stabilizing Microencapsulated Astaxanthin From Shrimp Shells: A Comparative Study of Spray Drying Versus Freeze Drying 干燥技术对稳定虾壳微囊虾青素的影响:喷雾干燥与冷冻干燥的比较研究
IF 2.7 3区 农林科学 Q3 ENGINEERING, CHEMICAL Pub Date : 2024-11-03 DOI: 10.1111/jfpe.14755
Parvin Sharayei, Abbas Rohani, Yeganeh Sabeghi, Danial Gandomzadeh

The research aimed to study how different drying methods (spray and freeze drying) affect the release kinetics of microencapsulated astaxanthin in various environmental conditions. Shrimp shell extract containing astaxanthin was encapsulated using different wall components (maltodextrin with different dextrose equivalents and modified starch) via a simplex lattice mixture design. The encapsulated extract was then subjected to storage at different temperatures (25°C ± 2°C and 2°C ± 4°C) and humidity conditions (52% ± 2% and 75% ± 2%), as well as exposure to UV light (four 15 W lamps, 254 nm, for 10 h). The release kinetics of astaxanthin were analyzed using various models (page, Newton Korsmeyer–Peppas model, Modified Henderson and Pabis, Diffusion approach, and Two-term exponential). The evaluation results of correlation coefficient (R2), root mean square deviation (RMSE), and mean absolute percentage error (MAPE) values of different models showed that the astaxanthin degradation followed a two-term exponential kinetics in both types of microcapsules. Astaxanthin degradation increased with higher temperatures, humidity, and UV light exposure. However, microcapsules with equal wall compound ratios exhibited better preservation of astaxanthin. The study also emphasized the significance of optimizing storage conditions and wall materials for microencapsulated astaxanthin, as well as the utility of the two-term exponential model in enhancing stability and shelf life.

该研究旨在研究不同的干燥方法(喷雾干燥和冷冻干燥)如何影响微胶囊虾青素在各种环境条件下的释放动力学。通过简单的格子混合物设计,使用不同的壁成分(不同葡萄糖当量的麦芽糊精和变性淀粉)对含有虾青素的虾壳提取物进行封装。封装后的提取物在不同温度(25°C ± 2°C 和 2°C ± 4°C)和湿度(52% ± 2% 和 75% ± 2%)条件下储存,并暴露在紫外线下(4 个 15 W 灯管,254 纳米,10 小时)。使用各种模型(page、牛顿-科斯迈耶-佩帕斯模型、修正的亨德森和帕比斯模型、扩散法和两期指数模型)分析了虾青素的释放动力学。不同模型的相关系数(R2)、均方根偏差(RMSE)和平均绝对百分比误差(MAPE)值的评估结果表明,虾青素降解在两种微胶囊中都遵循两期指数动力学。随着温度、湿度和紫外线照射的增加,虾青素的降解量也在增加。然而,具有相同壁化合物比率的微胶囊能更好地保存虾青素。研究还强调了优化微胶囊虾青素储存条件和壁材的重要性,以及两期指数模型在提高稳定性和货架期方面的实用性。
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引用次数: 0
A Comprehensive Analysis of Apricot Drying Methods via Multi-Criteria Decision Making Techniques 通过多标准决策技术全面分析杏子干燥方法
IF 2.7 3区 农林科学 Q3 ENGINEERING, CHEMICAL Pub Date : 2024-10-24 DOI: 10.1111/jfpe.14759
Aslı Abdulvahitoglu, Adnan Abdulvahitoglu, Nurten Cengiz

Food and food safety have been among the most important issues for people throughout history. Societies have always tried to be self-sufficient in food and have avoided becoming dependent on foreign sources. However, the fact that most foods are seasonal and the increasing population's food consumption have revealed the need to preserve foodstuffs for a long time. The old and well-known method used today for extending shelf life is the drying process. The drying process is preferred over other preservation methods for reasons such as being more economical, easier to transport, having a longer shelf life, more concentrated nutritional value, and containing fewer additives. This ensures that dried foods are of higher quality in terms of physical, chemical, microbial properties, and nutritional values compared to other packaged foods. While the drying process was traditionally done over a long period, technological advancements have led to the production of higher quality and more valuable commercial products in a shorter time. In this study, traditional and technological methods used in drying apricots were compared according to the parameters determined by experts in the field. Since multiple parameters are effective in the comparison, Multi-Criteria Decision Making (MCDM) techniques were used. The optimum apricot drying method was determined by combining the results obtained from different MCDM techniques with the Borda rule.

古往今来,食品和食品安全一直是人们最关心的问题之一。社会一直努力实现粮食自给自足,避免依赖外国来源。然而,由于大多数食物都是季节性的,而且人口的食物消费量不断增加,因此需要长期保存食品。如今用于延长保质期的古老而著名的方法是干燥工艺。与其他保存方法相比,干燥法更经济、更易于运输、保质期更长、营养价值更集中、添加剂含量更少。这就确保了与其他包装食品相比,干燥食品在物理、化学、微生物特性和营养价值方面具有更高的质量。虽然传统的干燥过程需要很长时间,但技术的进步使人们可以在更短的时间内生产出质量更高、价值更高的商业产品。在这项研究中,根据该领域专家确定的参数,对用于干燥杏的传统方法和技术方法进行了比较。由于多个参数在比较中都很有效,因此采用了多标准决策 (MCDM) 技术。通过将不同 MCDM 技术得出的结果与 Borda 规则相结合,确定了最佳杏子干燥方法。
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引用次数: 0
Improvement in uniformity of co-linear pulsed electric field treatment chamber by sub-electrodes and its optimization 通过子电极改善共线脉冲电场处理室的均匀性及其优化
IF 2.7 3区 农林科学 Q3 ENGINEERING, CHEMICAL Pub Date : 2024-10-24 DOI: 10.1111/jfpe.14727
Jin-Hak Kim, Gum-Hae Ham, Sang-Jin Kim, Yong-Son Choe

The uniformity of performance parameters such as electric field and temperature for a co-linear pulsed electric field (PEF) processing system is one of main factors affecting the processing effect and quality of liquid food. We have proposed a co-linear PEF treatment chamber configuration with sub-electrodes to improve the uniformity and processing efficiency. We have first examined how the position of the sub-electrodes alone affects the uniformity of the performance parameters. Then, we have investigated the variation of the uniformity while changing simultaneously the electrode radius, inter-electrode gap, and position of sub-electrodes. As a result, we have found that the most uniform field could be obtained when the electrode radius is 5.5 mm, the inter-electrode gap is 15 mm, and the sub-electrodes situate at the middle of the chamber. In this chamber, the region between 95% and 105% of the average electric field covers 83%, which shows much improvement compared to the formers' results, 69.5% and 76%, respectively. Also, the optimal treatment chamber provides greater average electric field under the same voltages as the voltages reported by the formers.

Practical applications

A novel treatment chamber with sub-electrodes is proposed for pulsed electric fields food processing. The improved treatment design was obtained by changing position of sub-electrodes, inner radius of electrodes and distance between electrodes. The more uniform electric field was obtained in treatment region. The temperature distribution was more uniformed by increasing flow rates and uniformed electric field strength. The treatment throughput was increased by sub-electrodes.

共线性脉冲电场(PEF)处理系统的电场和温度等性能参数的均匀性是影响液态食品处理效果和质量的主要因素之一。我们提出了一种带有子电极的共线性 PEF 处理室配置,以提高均匀性和处理效率。我们首先研究了子电极单独的位置如何影响性能参数的均匀性。然后,我们研究了同时改变电极半径、电极间隙和子电极位置时均匀性的变化。结果发现,当电极半径为 5.5 毫米、电极间隙为 15 毫米、子电极位于腔体中部时,可获得最均匀的磁场。在该腔室中,平均电场的 95% 至 105% 区域的覆盖率为 83%,与成形者的结果(分别为 69.5% 和 76%)相比有很大提高。此外,在相同的电压下,最佳处理室提供的平均电场比成形者报告的电压更大。 实际应用 为脉冲电场食品加工提出了一种带有子电极的新型处理室。通过改变子电极的位置、电极的内半径和电极之间的距离,改进了处理设计。处理区域获得了更均匀的电场。通过增加流速和均匀的电场强度,温度分布更加均匀。子电极提高了处理量。
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引用次数: 0
Ultrasound-Assisted Extraction of Bioactive Compounds From Sucupira (Pterodon pubescens) Fruit: Chemical Characterization and Antimicrobial Activity 超声波辅助萃取 Sucupira(Pterodon pubescens)果实中的生物活性化合物:化学特性和抗菌活性
IF 2.7 3区 农林科学 Q3 ENGINEERING, CHEMICAL Pub Date : 2024-10-24 DOI: 10.1111/jfpe.14752
Israel Luna Alves, Caroline Carboni Martins, Fabíola Ayres Cacciatore, Patricia da Silva Malheiros, Ligia Damasceno Ferreira Marczak, Simone Hickmann Flôres, Giovana Domeneghini Mercali

The sucupira fruit (Pterodon pubescens) contains a valuable oil characterized by high levels of fatty acids and an abundance of bioactive compounds, such as flavonoids and terpenoids. This study aimed to evaluate the use of ultrasound-assisted extraction to obtain sucupira fruit oil through a complete 22 factorial rotational design. The effects of ultrasound intensity (%) and ethanol concentration (%) on lipid content, antioxidant capacity, color, and reducing capacity were assessed. The maximum lipid content was 26.9/100 g, which was significantly higher than that obtained by the Soxhlet method (23.4/100 g). The extract obtained at the optimized conditions (90% ultrasound intensity and 80% ethanol concentration) showed antimicrobial activity against Salmonella and Escherichia coli cocktails. Compounds such as β-caryophyllene, caryophyllene oxide, α-humulene, α-copaene, and spathulenol, responsible for biologically relevant activities, were identified in the extract through GC/GC–MS. HPLC–MS/MS identified compounds such as catechin, luteolin, quercetin, taxifolin, among others.

琥珀果(Pterodon pubescens)含有一种珍贵的油,其特点是脂肪酸含量高,并含有丰富的生物活性化合物,如类黄酮和萜类化合物。本研究旨在通过完整的 22 个因子旋转设计,评估使用超声波辅助萃取法获得琥珀果油的情况。评估了超声波强度(%)和乙醇浓度(%)对脂质含量、抗氧化能力、色泽和还原能力的影响。最高脂质含量为 26.9/100 克,明显高于索氏提取法(23.4/100 克)。在优化条件下(超声强度为 90%,乙醇浓度为 80%)获得的提取物对沙门氏菌和大肠杆菌鸡尾酒具有抗菌活性。通过气相色谱/气相色谱-质谱(GC/GC-MS)鉴定了提取物中具有生物相关活性的化合物,如 β-茶叶烯、氧化茶叶烯、α-胡麻烯、α-罂粟碱和 spathulenol。HPLC-MS/MS 鉴定出了儿茶素、木犀草素、槲皮素、紫杉叶素等化合物。
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引用次数: 0
Detection of walnut internal quality via improved YOLOv5 and x-ray imaging 通过改进的 YOLOv5 和 X 射线成像检测核桃内部质量
IF 2.7 3区 农林科学 Q3 ENGINEERING, CHEMICAL Pub Date : 2024-10-23 DOI: 10.1111/jfpe.14742
Jiale Lei, Weiqiang Zheng, Liping Zhang, Wentao Lv, Yihao Li

This study proposes a walnut target detection algorithm based on improved YOLOv5 and x-ray imaging to meet the demand for internal quality detection and removal in the Xinjiang walnut industry. By replacing the C3 module in the backbone layer with the C2f module and the couple-head in the head layer with the decouple-head, the algorithm reduces computational complexity, enhances robustness and generalizability, and retains more spatial information, thereby improving the performance of multicategory small target detection. In addition, this paper replaces the original CIOU loss function with the EIOU loss function to improve the convergence speed of the algorithm's accuracy and boundary aspect ratio. Compared with the original model, the improved model, improved YOLOv5, maintains the same average precision for normal walnuts while increasing the average precision for shriveled walnuts and empty-shell walnuts by 8.2% and 0.4%, respectively. Compared with other mainstream models, such as VGG16, ResNet50, YOLOv5s, YOLOv7, YOLOv8s, YOLOv9s, and YOLOv10s, this model achieves the highest detection accuracy and good detection performance, with a single-image detection time of 11.9 ms, meeting the requirements for real-time detection. This work lays a foundation for automatic robot detection of the internal quality and removal of walnuts, showing practical application potential.

Practical applications

Xinjiang stands as a prominent producer of walnuts; however, due to the decentralized nature of its cultivation and management processes, a notable prevalence of internal empty shells and shrinkage is observed, which substantially diminishes their commercial value. The integration of YOLOv5 with x-ray imaging technology promises to enhance the precision of internal quality assessments of walnuts. The improved YOLOv5 model, as delineated in this study, exhibits the highest detection accuracy when benchmarked against a multitude of other models. It achieves a detection latency of merely 11.9 ms per image, thereby satisfying the stringent demands for real-time detection applications. This model is designed for integration into x-ray systems with an adjunctive sorting mechanism, which facilitates the inspection and exclusion of defective walnuts on conveyor belts.

本研究提出了一种基于改进型 YOLOv5 和 X 射线成像的核桃目标检测算法,以满足新疆核桃产业内部质量检测和去除的需求。该算法将骨干层的 C3 模块替换为 C2f 模块,将头部层的耦合头替换为解耦头,降低了计算复杂度,增强了鲁棒性和普适性,保留了更多的空间信息,从而提高了多类小目标检测的性能。此外,本文用 EIOU 损失函数替换了原来的 CIOU 损失函数,提高了算法精度和边界宽高比的收敛速度。与原始模型相比,改进后的模型(改进 YOLOv5)保持了正常核桃的平均精度不变,而干瘪核桃和空壳核桃的平均精度分别提高了 8.2% 和 0.4%。与其他主流模型(如 VGG16、ResNet50、YOLOv5s、YOLOv7、YOLOv8s、YOLOv9s 和 YOLOv10s)相比,该模型的检测精度最高,检测性能良好,单幅图像检测时间为 11.9 ms,满足实时检测的要求。这项工作为机器人自动检测核桃内部质量和去除核桃奠定了基础,显示了实际应用潜力。 实际应用 新疆是核桃的重要产地,但由于其种植和管理过程的分散性,内部空壳和缩水现象十分普遍,大大降低了核桃的商业价值。将 YOLOv5 与 X 射线成像技术相结合,有望提高核桃内部质量评估的精确度。本研究中描述的改进型 YOLOv5 模型在与众多其他模型进行比较时表现出最高的检测精度。每幅图像的检测延迟时间仅为 11.9 毫秒,从而满足了实时检测应用的严格要求。该模型设计用于集成到带有辅助分拣机制的 X 射线系统中,从而方便检查和排除传送带上有缺陷的核桃。
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引用次数: 0
Experimental Research of the Drying Behavior of White Cabbage Leaves With Three Different Geometries in a Wind Energy-Assisted Hybrid Hot Air Dryer 三种不同几何形状的白菜叶在风能辅助混合热风干燥器中的干燥行为实验研究
IF 2.7 3区 农林科学 Q3 ENGINEERING, CHEMICAL Pub Date : 2024-10-16 DOI: 10.1111/jfpe.14746
Volkan Aslan, Halil Atalay

In this paper, the performance of a wind energy-supported hybrid hot air dryer was examined experimentally. Wind energy provided overall electrical energy needed for the activation of the dryer. In the experiments, the drying behavior of white cabbage leaves with the same surface area and three different geometries: circle, rectangle, and square cross-section was examined using three different constant temperatures (50°C, 60°C, and 70°C), and two different constant air speeds (0.5 and 1 m/s). The main purpose of using different geometries during the drying process was to determine the optimum cross-section and working parameters for white cabbage leaves. The based aim of the study was to contribute to both increasing the energy efficiency of processes that cause high energy consumption, such as drying, and ensuring their continuity throughout the four seasons, by using a clean renewable energy source such as wind. Consequent the experiments, it was seen that the drying time decreased by approximately 52.63% and the energy consumption reduced by approximately 47.9% with the increase in temperature and air speed in rectangular-sectioned cabbages compared to other geometries. In addition, in the longest-term experiment, a maximum of 40% of the stored energy was used. This revealed that the developed hybrid system has approximately 52.5% higher energy efficiency than other drying units supporting with PV panels and also provides an average at the rate of 45% advantage in terms of product drying time.

本文通过实验研究了风能支持的混合热风干燥机的性能。风能提供了启动干燥机所需的全部电能。在实验中,使用三种不同的恒定温度(50°C、60°C 和 70°C)和两种不同的恒定风速(0.5 米/秒和 1 米/秒),考察了具有相同表面积和三种不同几何形状(圆形、矩形和正方形截面)的白菜叶的干燥行为。在干燥过程中使用不同几何形状的主要目的是确定白菜叶的最佳横截面和工作参数。这项研究的主要目的是通过使用风能等清洁的可再生能源,提高干燥等高能耗过程的能效,并确保其在四季中的连续性。实验结果表明,与其他几何形状的白菜相比,随着温度和风速的增加,矩形截面白菜的干燥时间缩短了约 52.63%,能耗降低了约 47.9%。此外,在最长期的实验中,最多使用了 40% 的储存能量。这表明,所开发的混合系统的能效比其他采用光伏板的烘干装置高出约 52.5%,在产品烘干时间方面平均也有 45% 的优势。
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引用次数: 0
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Journal of Food Process Engineering
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