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Dairy Cow Thermal Balance Model During Heat Stress: Part 2. Model Assessment 奶牛热应激过程中的热平衡模型:第2部分。模型评估
4区 农林科学 Q3 AGRICULTURAL ENGINEERING Pub Date : 2023-01-01 DOI: 10.13031/ja.15191
K. Janni, Chad R. Nelson, B. J. Heins, K. Sharpe
Highlights The thermal balance model body temperature and respiration rate results compared well with published data. Model results were commonly within one standard deviation of reported averages. Research that measures more model inputs, coefficients, and results is needed. The thermal balance model can be used to identify heat stress factors and assess mitigation practices. Abstract. A steady-state process-based lactating cow thermal balance spreadsheet model developed by Nelson and Janni (in press) was compared to mean measured body temperatures, respiration rates, and skin temperatures from two published studies (Gebremedhin et al., 2010; Chen et al., 2015). Model body temperatures were also compared with reticular temperatures from cows standing in unshaded paddocks that were part of a solar shade study (Sharpe et al., 2021). Gebremedhin et al. (2010) reported measured mean rectal temperatures, 39.4 ± 0.5 C and 40.6 ± 0.4 C for hot and dry conditions with and without a solar load; model body temperatures for similar hot and dry conditions were 39.7 C and 40.6 C with and without a solar load, respectively. Model respiration rates were within one standard deviation of measured mean respiration rates (Gebremedhin et al., 2010). The model body temperature for a baseline condition was 39.1°C, which was within 0.1°C of the mean baseline temperature of 39.2 ± 0.6°C (Chen et al., 2015). The model respiration rate was 63 breaths per minute (bpm); much lower than the reported baseline respiration rate of 88 bpm (Chen et al., 2015). Model body temperatures were 0.1°C to 0.7°C lower than the measured mean reticular temperatures of standing cows in non-shaded paddocks with solar loads when ambient temperatures ranged from 24.4°C to 26.5°C. Model results compared well with mean measured parameters from three studies. The model can be used to assess the impact of factors affecting heat exchange (e.g., body mass, milk yield, solar load, air dry-bulb temperature, dew-point temperature, and air velocity) on heat exchange flux, cow respiration rate, and body temperature. Keywords: Body temperature, Dairy, Heat stress, Lactating cow, Respiration rate, Thermal balance model.
热平衡模型的体温和呼吸速率结果与已发表的数据比较良好。模型结果通常在报告平均值的一个标准差范围内。研究需要测量更多的模型输入、系数和结果。热平衡模型可用于确定热应力因素和评估缓解措施。摘要由Nelson和Janni(已出版)开发的基于稳态过程的泌乳奶牛热平衡电子表格模型与两项已发表的研究(Gebremedhin等人,2010;陈等人,2015)。模型体温还与奶牛站在无遮阳围场的网状温度进行了比较,这是遮阳研究的一部分(Sharpe et al., 2021)。Gebremedhin等人(2010)报告了在有和没有太阳能负荷的干热条件下测量的直肠平均温度,分别为39.4±0.5℃和40.6±0.4℃;在类似的炎热和干燥条件下,模型体温分别为39.7摄氏度和40.6摄氏度,有和没有太阳能负荷。模型呼吸速率在测量的平均呼吸速率的一个标准差内(Gebremedhin et al., 2010)。基线条件下的模型体温为39.1°C,与平均基线温度(39.2±0.6°C)相差0.1°C (Chen et al., 2015)。模型呼吸速率为63次/分钟(bpm);远低于报告的基线呼吸速率88 bpm (Chen et al., 2015)。当环境温度在24.4°C至26.5°C之间时,模型体温比无遮蔽围场中有太阳负荷的奶牛的平均网状温度低0.1°C至0.7°C。模型结果与三个研究的平均测量参数比较良好。该模型可用于评估影响热交换的因素(如体重、产奶量、太阳能负荷、空气干球温度、露点温度和风速)对热交换通量、奶牛呼吸速率和体温的影响。关键词:体温,奶牛,热应激,泌乳奶牛,呼吸速率,热平衡模型
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引用次数: 0
Drying and Quality Characteristics of Whole Jujubes Subjected to Air Assisted Radio Frequency Heating 全枣在空气辅助射频加热下的干燥和品质特性
4区 农林科学 Q3 AGRICULTURAL ENGINEERING Pub Date : 2023-01-01 DOI: 10.13031/ja.15433
Rui Li, Bo Ni, Gaoji Yang, Juanjuan Xu, Kunhua Wang, Xiangyu Guan, Shaojin Wang
Highlights The effect of air temperature and electrode gap (EG) on RF drying efficiency was evaluated. Drying rate (D r ), the mathematical modeling of drying curves, heating uniformity, effective moisture diffusivity coefficient (D eff ), and quality parameters after drying were analyzed. Drying rate was accelerated by reducing EG or increasing air temperature under EG RF drying. The trend of heating uniformity was the same as that of D eff value. The evaluated quality parameters of treated whole jujubes showed that 40°C air assisted 17 cm EG RF drying had the best quality. Abstract. This study aims to investigate the drying and quality characteristics of whole jujubes heated by air assisted radio frequency (RF) energy. The effect of air temperature and electrode gap (EG) on RF drying efficiency was evaluated. The drying rate (Dr), the mathematical modeling of drying curves, heating uniformity, effective moisture diffusivity coefficient (Deff), and quality parameters after drying were analyzed. The results showed that under the conditions of 30°C air temperature or 17 cm EG RF drying, Dr was accelerated by reducing EG from 18 cm to 16 cm or increasing air temperature from 20°C to 40°C. The Midilli model had the best fitting to drying curves under 30°C RF treatments with 16 cm, 17 cm, and 18 cm EG, and 40°C RF heating with 17 cm EG conditions. But the Logarithmic model was better for 20°C air assisted 17 cm EG RF heating due to the largest R2 with lowest RMSE. The largest Deff value was shown at 40°C air assisted 17 cm EG RF drying, followed by 30°C air assisted 16 cm, 17 cm, and 18 cm EG RF heating, and 20°C air assisted 17 cm EG RF drying. The trend of heating uniformity was the same as that of the Deff value. The evaluated quality parameters of treated whole jujubes showed that 40°C air assisted 17 cm EG RF drying had the best quality. Therefore, 40°C air assisted 17 cm EG RF heating was chosen for drying jujubes due to its faster drying rate and better quality. Keywords: Air temperature, Drying characteristics, Jujube; Quality, Radio frequency heating.
研究了空气温度和电极间隙对射频干燥效率的影响。分析了干燥速率(D r)、干燥曲线的数学建模、加热均匀性、有效水分扩散系数(D eff)和干燥后的质量参数。在微波干燥条件下,降低EG或提高空气温度均可加快干燥速度。加热均匀性的变化趋势与eff值的变化趋势一致。对处理后的全枣品质参数进行评价,结果表明,40℃空气辅助17 cm EG射频干燥的品质最佳。摘要本研究旨在研究空气辅助射频(RF)能量加热整枣的干燥和品质特性。研究了空气温度和电极间隙对射频干燥效率的影响。分析了干燥速率(Dr)、干燥曲线数学建模、加热均匀性、有效水分扩散系数(Deff)和干燥后的质量参数。结果表明,在30℃空气温度或17 cm EG RF干燥条件下,通过将EG从18 cm减少到16 cm或将空气温度从20℃提高到40℃来加速Dr。Midilli模型对30°C射频加热16 cm、17 cm和18 cm EG和40°C射频加热17 cm EG条件下的干燥曲线拟合效果最好。但对于20°C空气辅助的17 cm EG射频加热,对数模型效果更好,因为R2最大,RMSE最低。最大的Deff值显示在40°C空气辅助17 cm EG RF干燥,其次是30°C空气辅助16 cm, 17 cm和18 cm EG RF加热,以及20°C空气辅助17 cm EG RF干燥。加热均匀性的变化趋势与Deff值的变化趋势一致。对处理后的全枣品质参数进行评价,结果表明,40℃空气辅助17 cm EG射频干燥的品质最佳。因此,选择40°C空气辅助17 cm EG射频加热干燥枣子,其干燥速度更快,品质更好。关键词:气温;干燥特性;大枣;品质,射频加热。
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引用次数: 0
Real-Time Tracking Based on Improved YOLOv5 Detection in Orchard Environment for Dragon Fruit 基于改进YOLOv5检测的火龙果果园环境实时跟踪
4区 农林科学 Q3 AGRICULTURAL ENGINEERING Pub Date : 2023-01-01 DOI: 10.13031/ja.15643
ChaoFeng Wang, Congyue Wang, Lele Wang, Yuanhong Li, Yubin Lan
Highlights This method has achieved faster detection speed while maintaining accuracy. It is a real-time tracking method that can track dragon fruits in orchard environments in real-time. The introduction of an attention mechanism in the network provides good robustness to changes in lighting and target scale. Abstract. This article addresses the issue of dragon fruit real-time detection in orchard environments and proposes a real-time detection and tracking model for dragon fruit using an improved YOLOv5 object detection algorithm and Deep-sort object tracking algorithm. By applying real-time tracking to dragon fruit harvesting, the tracking algorithm provides timely feedback on the fruit's location, allowing for prompt correction of environmental issues that may affect the accuracy of the harvesting process. This approach enhances the robustness of the target positioning algorithm. First,based on the YOLOv5 object detection algorithm, the Convolutional Block Attention Module and Transformer self-attention mechanism are introduced to construct a YOLOv5s-DFT object detection model that is more suitable for dragon fruit detection. Next, Combining the Deep-sort multi-object tracking algorithm, this article proposes a real-time detection and tracking method for dragon fruit in the orchard environment. The YOLOv5s-DFT model was trained and experimented with using a self-built dataset. The trained model weight is only 19.26% of YOLOv7. The experimental result shows that, while ensuring detection accuracy, YOLOv5s-DFT has a faster detection speed in dragon fruit detection, with an average frame time of 0.01673 s, which is 0.00422 s faster than the original YOLOv5s. When tracking dragon fruit using the Deep-sort tracking algorithm, it can track dragon fruit at a speed of 47.08 frames per second. When utilizing the Deep-sort tracking algorithm to track dragon fruit, it achieves a tracking speed of 47.08 frames per second, enabling real-time acquisition of the fruit's position information. This technology provides technical assistance for the intelligent harvesting of dragon fruit and the intelligent management of dragon fruit orchards. Keywords: Dragon fruit, Improved YOLOv5, Orchard environment, Real-time tracking.
该方法在保持准确性的同时,实现了更快的检测速度。是一种能够实时跟踪果园环境中火龙果的实时跟踪方法。在网络中引入注意机制,对光照和目标尺度的变化具有良好的鲁棒性。摘要针对果园环境下火龙果的实时检测问题,采用改进的YOLOv5目标检测算法和Deep-sort目标跟踪算法,提出了火龙果的实时检测与跟踪模型。通过将实时跟踪应用于火龙果采摘,跟踪算法可以及时反馈水果的位置,从而及时纠正可能影响采收过程准确性的环境问题。该方法增强了目标定位算法的鲁棒性。首先,在YOLOv5目标检测算法的基础上,引入卷积块注意模块和Transformer自注意机制,构建了更适合火龙果检测的YOLOv5 - dft目标检测模型。接下来,结合深度排序多目标跟踪算法,提出了一种果园环境中火龙果的实时检测与跟踪方法。利用自建数据集对YOLOv5s-DFT模型进行训练和实验。训练出的模型权重仅为YOLOv7的19.26%。实验结果表明,在保证检测精度的同时,YOLOv5s- dft在火龙果检测中具有更快的检测速度,平均帧时间为0.01673 s,比原来的YOLOv5s快0.00422 s。在使用Deep-sort跟踪算法跟踪火龙果时,能够以47.08帧/秒的速度跟踪火龙果。利用Deep-sort跟踪算法对火龙果进行跟踪时,跟踪速度达到47.08帧/秒,能够实时获取火龙果的位置信息。该技术为火龙果的智能采收和火龙果果园的智能管理提供了技术支持。关键词:火龙果,改良YOLOv5,果园环境,实时跟踪
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引用次数: 0
The Role of Digitalization in Facilitating Circular Economy 数字化在促进循环经济中的作用
4区 农林科学 Q3 AGRICULTURAL ENGINEERING Pub Date : 2023-01-01 DOI: 10.13031/ja.14924
Z. Boz, A. Martin-Ryals
Highlights A scoping review was conducted by analyzing 68 articles to identify available literature and connections among digitalization, circular economy, and agri-food applications. Internet of Things, Cloud Computing, and Big Data were the most common Industry 4.0 themes, whereas Artificial Intelligence, Robotics, and Smart Manufacturing are increasingly adopted within industries. Agri-food industry has unique challenges compared to other industries. Precision agriculture, smart packaging, smart manufacturing, and consumer-level focused solutions are promising. Food industry also faces policy, economic, and social barriers that need to be addressed to digitalize the circular economy. Abstract. Circular Economy (CE) and digitalization are two emerging concepts transforming industries, including the agricultural and food industries. Accordingly, there has been growing research interest in these topics and the potential of digital tools to support the transition toward a CE. The aim of this scoping literature review is to identify the synergies and current state of research on digital tools supporting CE concepts in various industries, with an emphasis on agri-food systems. A total of 68 articles, seven of which focus specifically on the agri-food industry, were reviewed. Current digital tools that can support CE concepts as outlined by the ReSOLVE framework were identified and discussed, along with barriers to implementing digital CE approaches. Results from this review suggest that digital tools such as IoT, Cloud Computing, Advanced Sensing, Digital Twins, Robotics, and AI will play a critical role in enabling CE solutions within agri-food systems. But a holistic approach that addresses policy, economic, and social domains in concert with technological development is needed to achieve a tangible pathway toward the implementation of digital CE solutions. Assessment and adoption of specific digitalization approaches offer numerous opportunities for circular economy transformation within agricultural and food systems. Keywords: Circular economy, Digitalization, Food, Agriculture, Industry 4.0.
通过分析68篇文章,进行了范围审查,以确定现有文献和数字化、循环经济和农业食品应用之间的联系。物联网、云计算和大数据是最常见的工业4.0主题,而人工智能、机器人和智能制造也越来越多地在工业中被采用。与其他行业相比,农业食品行业面临着独特的挑战。精准农业、智能包装、智能制造和以消费者为中心的解决方案前景广阔。食品行业还面临着需要解决的政策、经济和社会障碍,以实现循环经济的数字化。摘要循环经济(CE)和数字化是两个新兴的概念,正在改变包括农业和食品工业在内的行业。因此,对这些主题的研究兴趣以及数字工具支持向CE过渡的潜力越来越大。本文献综述的目的是确定在不同行业中支持CE概念的数字工具的协同作用和研究现状,重点是农业食品系统。共审查了68篇文章,其中7篇专门关注农业食品工业。确定并讨论了当前可以支持ReSOLVE框架所概述的CE概念的数字工具,以及实施数字CE方法的障碍。这篇综述的结果表明,物联网、云计算、高级传感、数字双胞胎、机器人和人工智能等数字工具将在农业食品系统中实现CE解决方案方面发挥关键作用。但是,要实现实现数字化CE解决方案的切实可行的途径,需要一种全面的方法,将政策、经济和社会领域与技术发展相结合。评估和采用具体的数字化方法为农业和粮食系统内的循环经济转型提供了许多机会。关键词:循环经济,数字化,食品,农业,工业4.0
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引用次数: 0
Optimum Weather Conditions for Prescribed Burning in the Flint Hills Region 在弗林特山地区规定燃烧的最佳天气条件
4区 农林科学 Q3 AGRICULTURAL ENGINEERING Pub Date : 2023-01-01 DOI: 10.13031/ja.15422
D. S. Akinbile, Zifei Liu, Xiaomao Lin, Trisha L. Moore, Weixing Song
Highlights The subjectivity of landowner decisions in prescribed burning was influenced by solar radiation and relative humidity. Landowners preferred to burn when there was less cloud cover, which promoted O3 generation. Proposed optimum weather conditions will reduce the smoke impact on O3. Abstract. Land managers use weather conditions to determine when meteorological and fuel conditions are suitable for prescribed burning. The objectives of this study were: 1) to characterize meteorological parameters’ sensitivities and identify the influential weather parameters connected to daily fire activities; and 2) to identify optimum weather conditions that are practical for mitigating the smoke impact associated with prescribed fires in the Flint Hills region. Machine learning techniques using random forest (RF) with Shapley additive explanation (SHAP) values and Pearson correlation were used to identify the relative importance of weather variables and their impact on landowner burn decisions in the Flint Hills region based on historic data from 2003-2019. Results showed that less cloud cover demonstrated superior predictive power in landowner decisions for prescribed burning and largely resulted in elevated ambient ozone (O3). We found out that six days per burning season on average provided the proposed optimum weather conditions, where cloud cover ranged from 10+ to 55%. However, 62% of the total burned area occurred when the cloud cover was less than 10+% during 2003-2019. By changing the current burning occurrence to the proposed optimum weather conditions in our study, the probability of 70+ ppb O3 occurrence could be reduced from 35% to 9% on heavy fire days. Keywords: Cloud cover, Optimum weather conditions, Ozone, Prescribed burning.
在规定焚烧中,土地所有者的主观性受到太阳辐射和相对湿度的影响。土地所有者倾向于在云量较少的时候燃烧,这促进了臭氧的产生。建议的最佳天气条件将减少烟雾对臭氧的影响。摘要土地管理人员利用天气条件来确定什么时候气象条件和燃料条件适合规定的燃烧。本研究的目的是:1)表征气象参数的敏感性,识别与日常火灾活动相关的影响天气参数;2)确定最佳天气条件,以减轻弗林特山地区与规定火灾相关的烟雾影响。基于2003-2019年的历史数据,使用随机森林(RF)与Shapley加性解释(SHAP)值和Pearson相关性的机器学习技术来确定天气变量的相对重要性及其对弗林特山地区土地所有者焚烧决策的影响。结果表明,较少的云量在土地所有者对规定燃烧的决策中表现出优越的预测能力,并在很大程度上导致环境臭氧(O3)升高。我们发现,每个燃烧季节平均有6天提供了建议的最佳天气条件,云量从10%到55%不等。然而,在2003-2019年期间,62%的总燃烧面积发生在云量低于10%的情况下。通过将当前的燃烧情况改变为我们研究中提出的最佳天气条件,在大火天,70+ ppb O3发生的概率可以从35%降低到9%。关键词:云量,最佳天气条件,臭氧,规定燃烧
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引用次数: 0
Nondestructive Evaluation of Moisture Content for Spinach Leaf Powder Using Complex Impedance Spectroscopy 复合阻抗法无损测定菠菜叶粉水分含量
4区 农林科学 Q3 AGRICULTURAL ENGINEERING Pub Date : 2023-01-01 DOI: 10.13031/ja.14873
Shubhra Shekhar, K. Prasad
Highlights Complex impedance spectroscopy (CIS) is applied as a nondestructive tool. Impedance and capacitance approaches have been explored to predict the moisture content. The logarithmic function of impedance to capacitance predicts the moisture content precisely. Abstract. Complex impedance spectroscopy (CIS) is a powerful, nondestructive method to study the electrical properties of biomaterials. The electrical properties of spinach (Spinacia oleracea) leaf powder was used to investigate the moisture content using the nondestructive approach. Frequency-dependent relationships of impedance and capacitance with moisture content in various combinations have been explored to predict the moisture content precisely. It was found that the logarithmic function of impedance to capacitance could be used to predict the moisture content precisely in the under-investigated frequency range (1–10 MHz) with the highest accuracy, as confirmed by the found statistical support. Keywords: Complex impedance spectroscopy, Moisture estimation, Nondestructive testing, Spinach.
复杂阻抗谱(CIS)是一种无损检测工具。阻抗和电容方法已被用于预测水分含量。阻抗对电容的对数函数可以准确地预测水分含量。摘要复杂阻抗谱(CIS)是研究生物材料电学特性的一种强大的、非破坏性的方法。采用无损检测的方法,利用菠菜叶粉的电学特性研究其水分含量。探讨了阻抗和电容与含水率在不同组合中的频率依赖关系,以准确预测含水率。结果表明,在1 ~ 10 MHz的频率范围内,阻抗对电容的对数函数可以准确地预测水分含量,并得到了统计支持。关键词:复合阻抗谱,水分测定,无损检测,菠菜
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引用次数: 2
Laser Diffraction Particle Size Distribution of North American Turfgrass Horse Racing Surfaces 北美草坪草赛马场的激光衍射粒度分布
4区 农林科学 Q3 AGRICULTURAL ENGINEERING Pub Date : 2023-01-01 DOI: 10.13031/ja.15396
P. Schmitt, Victoria L. Stanton, Michael Peterson
Highlights Laser diffraction analysis of soil particle size distribution is uniquely suited for active turf racetracks. Eight standard sampling locations are shown to be sufficient for characterizing a racing surface. Differences between the three archetypes of turfgrass racing surfaces were significant using laser diffraction. There is a need for consensus on the proper handling of organic content in samples. Abstract. Significant research has focused on North American dirt and synthetic Thoroughbred racing surfaces. Turfgrass racing surfaces have received less consideration. Basic information, including climate and turfgrass species, can be documented relatively easily. However, a key characteristic, the particle size distribution of the growing medium, is not readily available for turf tracks. Particle size distribution and the deviation from nominal values are important to infiltration rate, shear strength, and turf health, as well as being critical for the selection of top-dressing and divot repair sand. The primary difficulty with obtaining the particle size distribution is the relatively large quantity of material required for traditional sedimentation test methods. Sampling an active racing surface could present a risk to the horses and riders. Laser diffraction testing methods present an opportunity to use much smaller samples. The use of smaller samples introduces new questions about the ability of a small sample to represent a large area, such as a racetrack. Tests were carried out with high resolution sampling at one racetrack. By sampling a large number of locations, 96 locations on a single racetrack, the variability of the track could be evaluated, and an eight-sample protocol was developed. Using the eight-location protocol, 22 additional turf racetracks throughout North America were sampled. A total of 23 turf racetracks were tested, representing all three of the designs used for North American turf racetracks. By looking at the three different track designs: engineered profile, engineered profile with fiber, and native soil, appropriate testing parameters and measurements were identified. While the primary objective was to understand turf racetracks, this unique data set also provided a method to investigate the applicability of laser diffraction for the analysis of soil samples. Mineralogy and organic content had previously been identified as important in the measurement of particle size distribution using laser diffraction. Mineralogy and organic content were determined for samples from each surface using X-ray diffraction (XRD) and loss on ignition. The PSD of the three types of turfgrass horse racing surfaces showed significant differences between native soil (N), engineered surfaces without synthetic fibers (EWOF), and engineered surfaces with synthetic fibers (EWF). These basic design descriptions were also found to be sufficient for making reasonable estimates of the settings used in the m
激光衍射分析土壤粒度分布是唯一适合于活跃的草皮赛道。八个标准采样点被证明足以表征一个赛车表面。激光衍射结果表明,三种原型草坪草皮表面之间存在显著差异。有必要对样品中有机含量的正确处理达成共识。摘要重要的研究集中在北美的泥土和合成纯种马赛车表面。人造草坪比赛场地得到的考虑较少。基本信息,包括气候和草坪草种类,可以相对容易地记录下来。然而,一个关键的特征,生长介质的粒度分布,并不容易获得草皮跑道。粒径分布和偏离标称值对渗透速率、抗剪强度和草皮健康都很重要,对选择追肥砂和草皮修复砂也很关键。获得粒度分布的主要困难是传统沉降试验方法所需的物料量相对较大。对活跃的赛马场进行采样可能会给马匹和骑手带来风险。激光衍射测试方法提供了使用更小样本的机会。小样本的使用带来了关于小样本代表大区域(如跑道)的能力的新问题。在一个赛马场进行了高分辨率采样试验。通过对单个赛道上的96个地点进行大量采样,可以评估赛道的可变性,并制定了8个样本方案。使用八位置协议,在北美另外22个草皮赛道进行了采样。总共测试了23条草皮跑道,代表了北美草皮跑道使用的所有三种设计。通过观察三种不同的赛道设计:工程赛道、纤维赛道和土赛道,确定了合适的测试参数和测量值。虽然主要目的是了解草皮赛道,但这一独特的数据集也为研究激光衍射分析土壤样品的适用性提供了一种方法。矿物学和有机含量以前被认为是使用激光衍射测量粒度分布的重要因素。利用x射线衍射(XRD)和着火损失测定了样品的矿物学和有机含量。3种草坪草赛马场表面的PSD在天然土壤(N)、人工合成纤维(EWOF)和人工合成纤维(EWF)表面之间存在显著差异。这些基本的设计描述也被发现足以对机器配置和样品制备中使用的设置做出合理的估计。在这组样品的整个范围内使用单一折射率;然而,三种不同类型轨道设计的测试样本量是不同的。关键词:马,激光衍射,赛马,土壤,纯种马,草坪,草坪草。
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引用次数: 3
Simulation of Mechanical Fractionation of Chopped Whole-Plant Corn (WPC) Using Discrete Element Method (DEM) 基于离散元法(DEM)的全株玉米切碎机械分馏模拟
4区 农林科学 Q3 AGRICULTURAL ENGINEERING Pub Date : 2023-01-01 DOI: 10.13031/ja.15315
Yumeng Zhao, Mehari Z. Tekeste, Matthew W. Schramm, Matthew Francis Digman
Highlights Mechanical separation whole-plant corn (WPC) was simulated with DEM flexible fibers model. Mass percent WPC was sensitive to DEM particle shape distribution. DEM predicted mass fraction within 10% error compared with ASABE sieving test data. Abstract. Fractionating whole-plant corn (WPC) in a single-pass harvesting system requires studies on the WPC-to-equipment interaction for improved property control, as well as mechanical and air-driven separation processes compared to the traditional multi-pass grain and stover harvesting system. The discrete element method (DEM) technique has the potential to simulate WPC mechanical fractionation and support simulation-based design of WPC separation processes. In this study, methods to develop DEM particle models of WPC (kernel, cob, stalk, and husk) and their material properties for simulating mass fractionation using the ASABE standard mechanical shaker were proposed. Measurement was done on the axial dimensions (major, intermediate, and minor) and mass of each WPC type (mean sample size is 56), sampled from single-pass harvesting. Applying gaussian multivariate regression and bootstrapping re-sampling techniques, a DEM particle approximate to each WPC was developed. Sensitivity analysis of the DEM Young’s modulus, Poisson’s ratio, and interaction parameters of coefficient of restitution, coefficient of rolling friction, and coefficient of static friction on mass fraction was performed after 156 ASABE sieve-shaking DEM simulation runs, generated using Latin Hypercube Design (LHD) design of experiment (DOE) from 19 DEM material parameters. DEM simulation using Hertz-Mindlin with flexible bond contact laws and DOE optimized material properties successfully reproduced the mass fractions retained in ASABE sieves at 9.8% mean relative error and a coefficient of determination of R2 = 0.87. The DEM methodology developed for mechanical WPC mass fractionation could be deployed to perform virtual design of feedstock handling equipment and performance analysis of mechanical fraction systems. Keywords: Chopped whole-plant corn (WPC), Corn cob, Corn husk, Corn kernel, Corn stalk, Discrete element method (DEM), Flexible-bonded particle.
利用DEM柔性纤维模型对玉米全株机械分离过程进行了数值模拟。质量百分比WPC对DEM颗粒形状分布较为敏感。与ASABE筛分试验数据相比,DEM预测质量分数误差在10%以内。摘要在单道收获系统中分选整株玉米(WPC)需要研究WPC与设备的相互作用,以改进性能控制,以及与传统的多道谷物和秸秆收获系统相比,机械和空气驱动的分离过程。离散元法(DEM)技术具有模拟复合材料机械分馏和支持基于仿真的复合材料分离过程设计的潜力。在这项研究中,提出了利用ASABE标准机械振动筛模拟质量分馏过程的木果(核、芯、茎和壳)及其材料特性的DEM颗粒模型的方法。测量每一种WPC类型的轴向尺寸(主要、中等和次要)和质量(平均样本量为56),从单次收获中取样。应用高斯多元回归和自举重采样技术,建立了一个近似于每个WPC的DEM粒子。利用拉丁超立方体设计(LHD)实验设计(DOE)从19个DEM材料参数生成156次ASABE摇筛DEM模拟,对DEM的杨氏模量、泊松比以及恢复系数、滚动摩擦系数和静摩擦系数相互作用参数对质量分数的敏感性进行了分析。采用具有柔性键接触定律的Hertz-Mindlin模型和DOE优化的材料特性进行DEM模拟,成功再现了ASABE筛中保留的质量分数,平均相对误差为9.8%,决定系数R2 = 0.87。为机械木塑质量分馏而开发的DEM方法可用于物料处理设备的虚拟设计和机械分馏系统的性能分析。关键词:全株碎玉米,玉米芯,玉米皮,玉米仁,玉米秸秆,离散元法,柔性键合颗粒
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引用次数: 0
Research on ACPS Architecture of Precision Prataculture: A Case of Water Precision Regulation for Alfalfa 精准草业ACPS体系结构研究——以紫花苜蓿水分精准调控为例
4区 农林科学 Q3 AGRICULTURAL ENGINEERING Pub Date : 2023-01-01 DOI: 10.13031/ja.15099
Yongqi Ge, Rui Liu, Lingzhi Cao, Lifeng Lu, Yahong Zhang
Highlights A precision regulation architecture of prataculture based on agriculture cyber-physical system (PRACPS) was proposed. The PRACPS-ALFA model was designed and implemented through the actual physical environment and Ptolemy tool. The PRACPS-ALFA has good applicability in the Ningxia irrigation area of the Yellow River. The architecture can achieve precise water regulation of forage under a complex physical environment. Abstract. Because the architecture of prataculture precision irrigation cannot dynamically track forage growth and change in future physical environments, a precision regulation architecture of prataculture based on an agriculture cyber-physical system (PRACPS) is proposed. We use the most widely planted alfalfa as an example and design an alfalfa application architecture based on the PRACPS (PRACPS-ALFA). An alfalfa growth model based on water factor was built into the PRACPS-ALFA. We discuss the construction methods of the physical space, the cyber space, and the cyber-physical interaction interfaces. The PRACPS-ALFA is designed and implemented through the actual physical environment and the Ptolemy tool. Four evaluation indices are designed to evaluate the applicability and accuracy of the architecture. Finally, through field experiments in the Ningxia irrigation area of the Yellow River, the model is validated and analyzed by the simulated and observed values of each evaluation indicator. The results show that the PRACPS-ALFA has good applicability in the Ningxia irrigation area of the Yellow River and can achieve precise water regulation of forage in a complex physical environment. Keywords: ACPS, Alfalfa, Applicability, Prataculture, Precision regulation, Ptolemy.
提出了基于农业信息物理系统(PRACPS)的草业精准调控体系结构。通过实际物理环境和托勒密工具设计并实现了ppracps - alfa模型。PRACPS-ALFA在宁夏黄河灌区具有较好的适用性。该体系结构可以在复杂的物理环境下实现对牧草水分的精确调控。摘要针对草业精准灌溉体系结构无法动态跟踪牧草生长和未来物理环境变化的问题,提出了一种基于农业信息物理系统(PRACPS)的草业精准灌溉体系结构。以种植最广泛的紫花苜蓿为例,设计了一个基于PRACPS的紫花苜蓿应用架构(PRACPS- alfa)。在praps - alfa模型中建立了基于水分因子的苜蓿生长模型。讨论了物理空间、网络空间和信息物理交互界面的构建方法。通过实际物理环境和托勒密工具来设计和实现ppracps - alfa。设计了四个评价指标来评价体系结构的适用性和准确性。最后,通过宁夏黄河灌区的田间试验,通过各评价指标的模拟值和实测值对模型进行验证和分析。结果表明,PRACPS-ALFA在宁夏灌区具有较好的适用性,可实现复杂物理环境下牧草的精准调水。关键词:ACPS,苜蓿,适用性,草业,精准调控,托勒密
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引用次数: 0
Improving Air Quality in Broiler Rooms Using an Electrostatic Particle Ionization System 利用静电粒子电离系统改善肉鸡室内空气质量
4区 农林科学 Q3 AGRICULTURAL ENGINEERING Pub Date : 2023-01-01 DOI: 10.13031/ja.15291
M. Martel, S. Kirychuk, B. Predicala, R. Bolo, Yingjie Yang, B. Thompson, Huiqing Guo, Lifeng Zhang
Highlights An EPI system reduced PM and bacteria in broiler houses by up to 50% and 48%, on average, respectively. The system had no significant effect on animal productivity. The performance of the system decreased towards the end of the rearing cycle. Abstract. Air quality in poultry operations is important for animal and human health. This study evaluated an electrostatic particle ionization (EPI) system for improving air quality in mechanically ventilated broiler rooms (11.7 m long, 6.4 m wide, and 2.9 m high), each with 800 birds. The study evaluated the impact of the EPI system on the levels of particulate matter (PM), ammonia (NH3), and hydrogen sulfide (H2S), as well as on animal performance. On average, the EPI system reduced PM fractions (PM1, PM2.5, PM4, PM10, and PM15) by approximately 50%. Average reductions for total PM and bacteria were 40% and 48%, respectively. No significant reduction was observed for NH3, and no measurable H2S was detected during the entire study period. No significant effects on feed conversion ratio and animal mortality were observed. Reductions in PM and total culturable bacteria decreased over time, which could possibly be due to increased contaminant concentration, ventilation rate, and accumulated dust on collection surfaces towards the end of the rearing cycle. Further assessments are required to determine if additional EPI units or collection surfaces could improve the efficiency of the system. Overall, the system reduced airborne PM and bacteria and improved the air quality in broiler houses. Keywords: Animal performance, Air quality, Bacteria, Broiler houses, Electrostatic particle ionization, Particulate matter.
EPI系统平均分别减少了肉鸡舍中高达50%和48%的PM和细菌。该制度对动物生产力无显著影响。该系统的性能在饲养周期结束时下降。摘要家禽养殖场的空气质量对动物和人类健康都很重要。本研究评估了静电粒子电离(EPI)系统改善机械通风肉鸡房(长11.7 m,宽6.4 m,高2.9 m)空气质量的效果,每个肉鸡房有800只鸡。该研究评估了EPI系统对颗粒物(PM)、氨(NH3)和硫化氢(H2S)水平以及动物生产性能的影响。平均而言,EPI系统减少了大约50%的PM组分(PM1, PM2.5, PM4, PM10和PM15)。总PM和细菌的平均减少量分别为40%和48%。在整个研究期间,没有观察到NH3的显著减少,也没有检测到可测量的H2S。饲料系数和动物死亡率未见显著影响。随着时间的推移,PM和总可培养细菌的减少减少,这可能是由于污染物浓度、通风率和饲养周期结束时收集表面上积累的灰尘增加所致。需要进一步评估,以确定额外的扩大免疫单位或收集面是否可以提高系统的效率。总体而言,该系统减少了空气中的PM和细菌,改善了肉鸡舍的空气质量。关键词:动物生产性能,空气质量,细菌,肉鸡舍,静电粒子电离,颗粒物
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引用次数: 0
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Journal of the ASABE
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