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Effects of Scale, Temporal Variation and Grazing on Diversity in an Endemic Pasture in Sierra de Zapaliname, Coahuila, Mexico 规模、时间变化和放牧对墨西哥科阿韦拉萨帕利纳姆山特有牧场多样性的影响
IF 3.6 2区 农林科学 Q1 AGRONOMY Pub Date : 2023-09-01 DOI: 10.3390/agriculture13091737
J. R. Arévalo, J. A. ENCINA-DOMÍNGUEZ, Cristina González-Montelongo, Miguel Mellado, Arturo CRUZ-ANAYA
Grasslands and pastures are extensively studied due to their geographic variation, species richness, ecological functioning, and economic importance. They are vital components of land use in many parts of the world. The impact of grassland management on species diversity and species composition has also been widely discussed, but results have been contradictory. It is well known that the relationship between species richness and the sampled area is perhaps one of the most consistent rules in plant ecology. This relationship is particularly important in biodiversity studies as it helps to predict richness at larger scales. Additionally, species richness is also influenced by absolute plant abundance, spatial patterns, and the degree of species mixing. However, species richness also depends on absolute plant abundance, spatial patterns, and the degree of mixing species. To assess this relationship, we analyzed the impact of cattle grazing on species richness at a sampling scale in the Sierra of Zapaliname, a protected area in northern Mexico. Our results revealed that the increase in plant species concerning the sampling area significantly differed in the plots excluded from grazing from the control (grazed) plots, and these relationships are differently detected in the function of the scale. Despite the lack of differences in previous studies on species richness without considering the scale, once the scale is incorporated, differences arise among both treatments. As indicated in previous studies, grazing exclusion can lead to a decrease in species richness, but we suggest that some areas of the pasture could be excluded from grazing for longer periods, as long as it is compatible with the economic needs of the local inhabitants, to investigate changes and promote diversity, especially for plant species associated with areas excluded from grazing.
草原和牧场因其地理差异、物种丰富度、生态功能和经济重要性而被广泛研究。它们是世界上许多地方土地利用的重要组成部分。草地管理对物种多样性和物种组成的影响也被广泛讨论,但结果却相互矛盾。众所周知,物种丰富度与采样面积的关系可能是植物生态学中最一致的规律之一。这种关系在生物多样性研究中特别重要,因为它有助于预测更大尺度上的丰富度。此外,物种丰富度还受植物绝对丰度、空间格局和物种混合程度的影响。然而,物种丰富度还取决于绝对植物丰度、空间格局和物种混合程度。为了评估这种关系,我们分析了放牧对物种丰富度的影响,在抽样尺度上,在墨西哥北部的萨帕利纳姆山脉保护区。研究结果表明,在不放牧样地与对照(放牧)样地,采样区域内植物种类的增加显著不同,这种关系在尺度函数中被检测到的程度不同。尽管以往在不考虑尺度的情况下对物种丰富度的研究缺乏差异,但一旦纳入尺度,两种处理之间就会出现差异。以往的研究表明,禁牧会导致物种丰富度的下降,但我们建议在符合当地居民经济需求的情况下,可以延长禁牧区域的禁牧时间,以调查变化并促进多样性,特别是与禁牧区域相关的植物物种。
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引用次数: 0
The Results of Experimental Studies of the Physical and Mechanical Properties of an Elastic-Plastic Material for Tribological Properties during Separation 一种弹塑性材料分离过程中摩擦学性能的物理力学性能实验研究结果
IF 3.6 2区 农林科学 Q1 AGRONOMY Pub Date : 2023-09-01 DOI: 10.3390/agriculture13091735
A. Dorokhov, Otari Didmanidze, A. Aksenov, Alexey Sibirev, M. Mosyakov, N. Sazonov, M. Godyaeva
The obtained results of experimental studies on the influence of the physical and mechanical properties of an elastoplastic material (clods of soil and potato tubers) on the factors of its destruction when interacting with an absolutely solid body (separating working body) established that an increase in the density of a soil clod leads to an increase in the effort expended on dynamic destruction, regardless of the size fraction. Within one fractional group, the increase in force from the minimum value necessary for the destruction of the soil clod in the density range from 1300 to 1700 kg/m3 is on average 56–67 N. However, there is a tendency to increase the effort to destroy the soil clod with an increase in the size fraction, including identical density, by 7–8 N, which is 4–5% of the initial value of the destruction force of a given density. The greatest destruction of soil clods is provided at a moisture content of 22–24%, which should be explained by the formation of the physical ripeness of the leached chernozem. In addition, a decrease in soil moisture leads to a more intense adhesion of soil particles to each other and, consequently, to an increase in the force on the soil clod to destroy it.
关于弹塑性材料(土块和马铃薯块茎)的物理和机械特性对其与绝对固体(分离工作体)相互作用时破坏因素的影响的实验研究结果表明,土块密度的增加导致动态破坏所花费的努力增加,而与尺寸分数无关。在一个分数组中,在密度从1300到1700 kg/m3的范围内,从破坏土块所需的最小值增加的力平均为56-67 N.然而,随着尺寸分数(包括相同密度)的增加,破坏土块的努力有增加7-8 N的趋势,这是给定密度破坏力初始值的4-5%。含水率为22-24%时对土块破坏最大,这可以用浸出黑钙土物理成熟度的形成来解释。此外,土壤水分的减少会导致土壤颗粒之间更强烈的粘附,因此,会增加对土块的破坏力。
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引用次数: 0
Classification of Urban Agricultural Functional Regions and Their Carbon Effects at the County Level in the Pearl River Delta, China 珠江三角洲城市农业功能区分类及其县域碳效应
IF 3.6 2区 农林科学 Q1 AGRONOMY Pub Date : 2023-09-01 DOI: 10.3390/agriculture13091734
Zuxuan Song, Fangmei Liu, Wenbo Lv, Jianwu Yan
Exploring the transformation process of urban agricultural functions and its interaction with carbon effects based on regional differences is of great positive significance for achieving a low-carbon sustainable development of agriculture in metropolitan areas. By using the index system method, self-organizing feature maps (SOFM) network modeling, and Granger causality analysis, we divided the agricultural regional types of the Pearl River Delta (PRD) based on the spatio-temporal changes in urban agricultural functions and carbon effects at the county level in the PRD from 2002 to 2020, and analyzed the carbon effects generated by the agricultural functions according to the differences between the three agricultural regional types. The results show the following: (1) The changes in the basic functions of agriculture, the intermediate functions of agriculture, and the advanced functions of agriculture were different from the perspectives of both time and space. (2) The carbon effects produced by the areas with weak agricultural functions, the areas with medium agricultural functions, and the areas with strong agricultural functions were different. (3) The evolution of agricultural production types aggravated the grain risk in the PRD, and urban agriculture has potential in improving food security. (4) Based on the regional types of agricultural functions and considering the constraints of land and water, strategic suggestions such as integrating natural resources, improving utilization efficiency, upgrading technical facilities, and avoiding production pollution are put forward. (5) The green and low-carbon transformation of urban agriculture has its boundaries. The positive effects of the factors, namely the innovation of agricultural production methods, the change in agricultural organization modes, the impact of market orientation, and the transfer of the agricultural labor force, is limited. The findings of this paper provide valuable and meaningful insights for academia, policy makers, producers, and ultimately for the local population in general, driving the development of urban agriculture in a low-carbon and sustainable direction.
探索基于区域差异的都市农业功能转型过程及其与碳效应的相互作用,对于实现都市圈农业低碳可持续发展具有重要的积极意义。基于2002 - 2020年珠江三角洲城市农业功能和县域碳效应的时空变化特征,采用指标体系法、SOFM网络模型和格兰杰因果分析方法,对珠江三角洲农业区域类型进行了划分,并根据3种农业区域类型的差异,对农业功能产生的碳效应进行了分析。结果表明:(1)农业基本功能、农业中间功能和农业高级功能的变化在时间和空间上都存在差异。(2)农业功能弱区、农业功能中等区和农业功能强区产生的碳效应存在差异。(3)农业生产类型的演变加剧了珠三角地区的粮食风险,城市农业具有改善粮食安全的潜力。(4)根据农业功能的区域类型,考虑水土约束,提出整合自然资源、提高利用效率、升级技术设施、避免生产污染等战略建议。(5)都市农业绿色低碳转型有其边界。农业生产方式的创新、农业组织模式的转变、市场导向的影响以及农业劳动力转移等因素的积极作用是有限的。本文的研究结果为学术界、政策制定者、生产者乃至当地民众提供了有价值和有意义的见解,从而推动城市农业朝着低碳和可持续的方向发展。
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引用次数: 0
Microplastic Pollution in EU Farmland Soils: Preliminary Findings from Agricultural Soils (Southwestern Poland) 欧盟农田土壤中的微塑料污染:来自农业土壤(波兰西南部)的初步发现
IF 3.6 2区 农林科学 Q1 AGRONOMY Pub Date : 2023-09-01 DOI: 10.3390/agriculture13091733
Agnieszka Medyńska-Juraszek, Anna Szczepańska
Agricultural soils are considered as “hot-spots” of plastic particles; however, due to a lack of standardized method of microplastic determination in soils, as well as no legal regulations requiring the monitoring of the soil environment in the context of microplastic contamination, the data on MP abundance and occurrence in European soils are very limited. In this first study of MPs pollution in agricultural soils in Poland, we developed a method of microplastic extraction from soil samples with different properties (particle size distribution, clay and organic matter content) and used optical microscopy for MP determination and quantification. In this study, we analyzed 44 soil samples from five sampling site locations with differing soil type, agricultural activity, including farmland soils on floodplains and past records of sewage sludge and compost applications. We found evidence that 93% of cultivated soils in the SW part of Poland contained MPs. The content of MP varied between soil types and present/former use of the land. Loamy and clay soils contained more MPs, 1540 ± 912 particles per kg soil and 933 ± 682 particles per kg, respectively, compared with sandy soils at 383 ± 188 particles per kg of soil. The highest MP concentrations were determined in soils amended with sewage sludge, wastewaters and green-waste composts (up to 4050 ± 2831 particles per kg of soil). The wide distribution of MPs with a dominance of plastic fibers (up to 60% of determined MP types) can be associated with agricultural sources such as soil mulching, the use of organic fertilizers, seed coating or unintentional waste dumping and air deposition.
农业土壤被认为是塑料颗粒的“热点”;然而,由于缺乏土壤中微塑料测定的标准化方法,以及没有法律法规要求监测微塑料污染背景下的土壤环境,欧洲土壤中MP丰度和发生的数据非常有限。在波兰农业土壤中MPs污染的首次研究中,我们开发了一种从不同性质(粒度分布、粘土和有机质含量)的土壤样品中提取微塑料的方法,并使用光学显微镜对MP进行测定和定量。在这项研究中,我们分析了来自5个采样点的44个土壤样本,这些样本具有不同的土壤类型、农业活动,包括洪泛平原上的农田土壤以及过去的污水污泥和堆肥应用记录。我们发现证据表明,波兰西南部93%的耕地土壤中含有MPs。不同土壤类型和土地现在/以前的利用方式,土壤中多酚的含量有所不同。壤土和粘土的MPs含量分别为1540±912粒/ kg和933±682粒/ kg,高于砂质土的383±188粒/ kg。经污水污泥、废水和绿色废物堆肥处理的土壤中,MP浓度最高(每公斤土壤高达4050±2831个颗粒)。以塑料纤维为主的有机污染物的广泛分布(占已确定的有机污染物类型的60%)可能与农业来源有关,如土壤覆盖、有机肥的使用、种子包衣或无意的废物倾倒和空气沉积。
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引用次数: 1
Estimating Evapotranspiration of Greenhouse Tomato under Different Irrigation Levels Using a Modified Dual Crop Coefficient Model in Northeast China 基于修正双作物系数模型估算东北不同灌溉水平下温室番茄蒸散量
IF 3.6 2区 农林科学 Q1 AGRONOMY Pub Date : 2023-09-01 DOI: 10.3390/agriculture13091741
Mingze Yao, Manman Gao, Jingkuan Wang, Bo Li, Li-cui Mao, Mingyu Zhao, Zhanyang Xu, Hongfei Niu, Tieliang Wang, Lei Sun, Dongshuang Niu
Accurate quantification of evapotranspiration (ETc) and its components are critical for enhancing water use efficiency and implementing precision irrigation. A two-year experiment was conducted for greenhouse-grown tomatoes under mulched drip irrigation with three irrigation treatments during 2020–2021 in Northeast China. Three different irrigation treatments were applied by setting upper and lower soil moisture irrigation thresholds (i.e., W1, 65%θFC–75%θFC, W2, 75%θFC–85%θFC, W3, 85%θFC–95%θFC, respectively, where θFC is field capacity). In this study, a modified dual crop coefficient (Kc) model was proposed to simulate daily ETc, plant transpiration (Tr) and soil evaporation (Es). The simulations of the model were validated against observed data from the sap flow system combined with the soil water balance method. The controlling factors on the variations of evapotranspiration and its components were also identified by using the path analysis method. Results showed that the modified dual Kc model can accurately simulate daily ETc, Es, and Tr for the greenhouse tomato under different irrigation conditions, with the coefficients of determination ranging from 0.88 to 0.98 and the index of agreement higher than 0.90. The seasonal cumulative ETc of tomato for W1–W3 were 138.5–194.4 mm, of which 9.5–15.8% was consumed by Es. Path analysis showed that the net radiation (Rn) was the dominant factor controlling the variations of Tr and ETc during the growing seasons. The canopy coverage degree (Kcc) was the dominant controlling factor of Es, while the temperature (Ta) was the primary limiting factor affecting Es. This study can provide reference information for developing proper irrigation management in a greenhouse-grown tomato in the north cold climate regions.
准确量化蒸散发及其组成对提高水分利用效率和实施精准灌溉至关重要。在2020-2021年对东北地区栽培番茄进行了为期2年的膜下滴灌3种灌溉处理试验。通过设置土壤水分灌溉上限和下限(即W1, 65%θFC-75%θFC, W2, 75%θFC-85%θFC, W3, 85%θFC-95%θFC,其中θFC为田间容量),采用了三种不同的灌溉处理。本研究提出了一种改进的双作物系数(Kc)模型,用于模拟日ETc、植物蒸腾(Tr)和土壤蒸发量(Es)。结合土壤水分平衡法和液流系统观测数据,对模型的模拟结果进行了验证。利用通径分析方法,确定了影响蒸散量及其组分变化的控制因素。结果表明,改进的双Kc模型能较准确地模拟不同灌溉条件下温室番茄的日ETc、Es和Tr,决定系数在0.88 ~ 0.98之间,一致性指数在0.90以上。w1 ~ w3番茄的季节累积ETc为138.5 ~ 194.4 mm,其中9.5 ~ 15.8%被Es消耗。通径分析表明,净辐射(Rn)是控制生长季Tr和ETc变化的主导因子。林冠覆盖度(Kcc)是Es的主要控制因子,温度(Ta)是Es的主要限制因子。本研究可为北方寒区温室番茄合理灌溉管理提供参考信息。
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引用次数: 0
Response of Quality and Yield of Foxtail Millet to Nitrogen and Zinc Application 氮肥和锌对谷子品质和产量的影响
IF 3.6 2区 农林科学 Q1 AGRONOMY Pub Date : 2023-08-31 DOI: 10.3390/agriculture13091731
Genlan Han, Jiang Wang, Haiyan Zhao, Dan Wang, Yanyan Duan, Ruihua Han, Meng’en Nie, Lijie Zhao, Huiling Du
The effect of nitrogen and zinc treatment on quality and yield was studied to provide a theoretical basis for generating high-quality and high-yielding foxtail millet. In the years 2021–2022, ‘Jingu 21’ was utilized as the test material in a split-plot design. The main plot was subjected to nitrogen treatment, while the sub-plot was treated with zinc. An arrangement of random blocks was employed. Four levels of nitrogen application (0 kg/hm2, 120 kg/hm2, 180 kg/hm2, 240 kg/hm2) and three levels of zinc application (20 mg/L, 40 mg/L, 80 mg/L foliar spraying) were set, resulting in a total of twelve treatments. Each treatment was replicated three times, with each plot covering an area of 15 m2. (1) The findings indicated that the contents of crude fat and crude protein in foxtail millet increased initially and then decreased with the increase in nitrogen application concentration. Additionally, the protein components were found to be in the following order: gliadin > albumin > glutenin > globulin. (2) Adding an appropriate amount of nitrogen fertilizer under the same zinc level promoted the contents of amylose, total carotenoids, and flavonoids in millet to some extent. Over the course of two years, the content of flavonoids in millet was highest when treated with N180Zn40 (nitrogen 180 kg/hm2, zinc 40 mg/L), showing an increase of 50.14% and 58.67%, respectively, compared to the treatment of applying zinc fertilizer alone at the same zinc level. (3) The phytic acid content and phytic acid/zinc molar ratio exhibited a pattern of initially decreasing and then increasing with the rise in nitrogen and zinc concentrations. (4) The application of zinc fertilizer and increased nitrogen fertilizer for two consecutive years had a significant impact on the yield of millet. Additionally, the application of zinc fertilizer had a highly significant effect on both the ear weights and thousand-kernel weights of millet (p < 0.001). The results demonstrated a positive synergistic effect when nitrogen fertilizer and zinc fertilizer were applied together. This combination significantly improved millet yield and thousand-kernel weights, enhanced the nutritional quality, and increased the content of functional components. Additionally, it also improved the availability of zinc.
研究氮锌处理对谷子品质和产量的影响,为培育优质高产谷子提供理论依据。在2021-2022年,“金谷21号”被用作分块设计的试验材料。主区施氮处理,副区施锌处理。采用了随机块的排列方式。设4个施氮水平(0 kg/hm2、120 kg/hm2、180 kg/hm2、240 kg/hm2)和3个施锌水平(20 mg/L、40 mg/L、80 mg/L),共12个处理。每个处理重复三次,每个地块面积为15 m2。(1)结果表明,谷子粗脂肪和粗蛋白质含量随施氮浓度的增加呈先升高后降低的趋势。此外,发现蛋白质成分按以下顺序排列:麦胶蛋白>白蛋白>谷蛋白>球蛋白。(2)在相同锌水平下,适量添加氮肥可在一定程度上促进谷子直链淀粉、类胡萝卜素总量和黄酮类化合物的含量。2年间,N180Zn40(氮180 kg/hm2,锌40 mg/L)处理谷子黄酮含量最高,在相同锌水平下分别比单独施用锌肥处理提高50.14%和58.67%。(3)随着氮、锌浓度的升高,植酸含量和植酸/锌摩尔比呈现先降低后升高的趋势。(4)连续两年施锌肥和增施氮肥对谷子产量影响显著。此外,施用锌肥对谷子穗重和千粒重均有极显著影响(p < 0.001)。结果表明,氮肥和锌肥配施具有正向增效效应。该组合显著提高了谷子产量和千粒重,提高了谷子营养品质,提高了谷子功能成分含量。此外,它还提高了锌的可用性。
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引用次数: 0
Surveying North American Specialty Crop Growers’ Current Use of Soilless Substrates and Future Research and Education Needs 调查北美特种作物种植者目前使用无土基质和未来的研究和教育需求
IF 3.6 2区 农林科学 Q1 AGRONOMY Pub Date : 2023-08-31 DOI: 10.3390/agriculture13091727
J. Fields, J. Owen, A. Lamm, J. Altland, B. Jackson, L. Oki, J. Samtani, Youbin Zheng, K. S. Criscione
Many specialty crop growers are transitioning high-value crops from in-ground production to soilless culture due to the diminishing availability of fumigants, increasing pest pressure, extreme weather, and the need for flexible production practices. The objective of this study was to determine the research and educational needs of specialty crop growers who are transitioning to soilless substrates. North American growers were surveyed using an online instrument that incorporated Likert-type statement matrices, open-ended questions, and demographic questions. Additionally, two virtually led focus groups were conducted to further expand upon the quantitative findings with descriptive data. Respondents indicated the most important factors in considering whether to adopt soilless substrates were improving, managing, and reducing overall plant quality, disease management, and crop loss, respectively. The most important research needs were understanding the effects of substrates on crop quality and uniformity, fertilizer management, and economic costs and benefits/return on investment. In both the grower survey and focus groups, crop quality and uniformity were among the highest-scored responses. Food safety, disease and pest management, consumer perception, substrate disposal-related issues, transportation, and return-on-investment were also identified as important factors when considering soilless substrates.
由于熏蒸剂的可用性减少、虫害压力增加、极端天气以及灵活生产实践的需要,许多特种作物种植者正在将高价值作物从地下生产转向无土栽培。本研究的目的是确定正在过渡到无土基质的特种作物种植者的研究和教育需求。使用在线工具对北美种植者进行了调查,该工具包括李克特式陈述矩阵、开放式问题和人口统计问题。此外,进行了两个实际领导的焦点小组,以进一步扩大描述性数据的定量研究结果。受访者指出,在考虑是否采用无土基质时,最重要的因素分别是提高、管理和减少整体植物质量、病害管理和作物损失。最重要的研究需求是了解基质对作物质量和均匀性的影响、肥料管理、经济成本和效益/投资回报。在种植者调查和焦点小组中,作物质量和均匀性都是得分最高的回答。在考虑无土基质时,食品安全、病虫害管理、消费者认知、基质处理相关问题、运输和投资回报也被确定为重要因素。
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引用次数: 0
Prediction of Tea Varieties’ “Suitable for People” Relationship: Based on the InteractE-SE+GCN Model 基于interact - se +GCN模型的茶叶品种“适人”关系预测
IF 3.6 2区 农林科学 Q1 AGRONOMY Pub Date : 2023-08-31 DOI: 10.3390/agriculture13091732
Qiang Huang, Zongyuan Wu, Mantao Wang, Youzhi Tao, Yinghao He, F. Marinello
This study proposes an improved link prediction model for predicting the “suitable for people” relationship within the knowledge graph of tea. The relationships between various types of tea and suitable target groups have yet to be fully explored, and the existing InteractE model still does not adequately capture a portion of the complex information around the interactions between entities and relationships. In this study, we integrate SENet into the feature layer of the InteractE model to enhance the capturing of helpful information in the feature channels. Additionally, the GCN layer is employed as the encoder, and the SENet-integrated InteractE model is used as the decoder to further capture the neighbour node information in the knowledge graph. Furthermore, our proposed improved model demonstrates significant improvements compared to several standard models, including the original model from public datasets (WN18RR, Kinship). Finally, we construct a tea dataset comprising 6698 records, including 330 types of tea and 29 relationship types. We predict the “suitable for people” relationship in the tea dataset through transfer learning. When comparing our model with the original model, we observed an improvement of 1.4% in H@10 for the WN18RR dataset, a 7.6% improvement in H@1 for the Kinship dataset, and a 5.2% improvement in MRR. Regarding the tea dataset, we achieved a 4.1% increase in H@3 and a 2.5% increase in H@10. This study will help to fully exploit the value potential of tea varieties and provide a reference for studies assessing healthy tea drinking.
本文提出了一种改进的链接预测模型,用于预测茶叶知识图谱中的“适人”关系。各种类型的茶和合适的目标群体之间的关系尚未得到充分的探索,现有的InteractE模型仍然没有充分捕捉到实体和关系之间相互作用的一部分复杂信息。在本研究中,我们将SENet集成到InteractE模型的特征层中,以增强对特征通道中有用信息的捕获。此外,采用GCN层作为编码器,采用senet集成的InteractE模型作为解码器,进一步捕获知识图中的邻居节点信息。此外,我们提出的改进模型与几个标准模型(包括来自公共数据集的原始模型(WN18RR, Kinship))相比有显著改进。最后,我们构建了一个包含6698条记录的茶叶数据集,其中包括330种茶叶和29种关系类型。我们通过迁移学习预测茶叶数据集中的“适合人”关系。当将我们的模型与原始模型进行比较时,我们观察到WN18RR数据集的H@10改进了1.4%,亲属关系数据集的H@1改进了7.6%,MRR改进了5.2%。对于茶叶数据集,我们实现了H@3的4.1%增长和H@10的2.5%增长。本研究将有助于充分挖掘茶叶品种的价值潜力,为健康饮茶的研究提供参考。
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引用次数: 0
Method of Attention-Based CNN for Weighing Pleurotus eryngii 基于注意力的CNN称量平菇的方法
IF 3.6 2区 农林科学 Q1 AGRONOMY Pub Date : 2023-08-31 DOI: 10.3390/agriculture13091728
Junmin Jia, Fei Hu, Xubo Zhang, Zongyou Ben, Yifan Wang, Kunjie Chen
Automatic weight detection is an essential step in the factory production of Pleurotus eryngii. In this study, a data set containing 1154 Pleurotus eryngii images was created, and then machine vision technology was used to extract eight two-dimensional features from the images. Because the fruiting bodies of Pleurotus eryngii have different shapes, these features were less correlated with weight. This paper proposed a multidimensional feature derivation method and an Attention-Based CNN model to solve this problem. This study aimed to realize the traditional feature screening task by deep learning algorithms and built an estimation model. Compared with different regression algorithms, the R2, RMSE, MAE, and MAPE of the Attention-Based CNN were 0.971, 7.77, 5.69, and 5.87%, respectively, and showed the best performance. Therefore, it can be used as an accurate, objective, and effective method for automatic weight measurements of Pleurotus eryngii.
重量自动检测是杏鲍菇工厂化生产的重要环节。在本研究中,创建了包含1154张杏鲍rotus eyngii图像的数据集,然后利用机器视觉技术从图像中提取了8个二维特征。由于杏鲍菇的子实体具有不同的形状,这些特征与重量的相关性较小。本文提出了一种多维特征派生方法和基于注意力的CNN模型来解决这一问题。本研究旨在通过深度学习算法实现传统的特征筛选任务,并建立估计模型。对比不同的回归算法,基于注意力的CNN的R2、RMSE、MAE和MAPE分别为0.971、7.77、5.69和5.87%,表现最好。因此,它可以作为一种准确、客观、有效的自动测量杏鲍菇重量的方法。
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引用次数: 0
Determinants of Simultaneous Use of Soil Fertility Information Sources among Smallholder Farmers in the Central Highlands of Kenya 肯尼亚中部高地小农同时使用土壤肥力信息源的决定因素
IF 3.6 2区 农林科学 Q1 AGRONOMY Pub Date : 2023-08-31 DOI: 10.3390/agriculture13091729
Pamellah A. Asule, C. Musafiri, G. Nyabuga, W. Kiai, F. Ngetich, Christoph Spurk
Soil fertility decline is a significant drawback to food and nutritional security in sub-Saharan Africa. However, information and knowledge barriers seriously impede the adoption, effective use, and scaling up of soil fertility management innovations, especially by smallholder farmers who produce the bulk of the region’s food needs. Apart from the knowledge that smallholder farmers seek soil fertility information from diverse sources, which they apply simultaneously, there is limited knowledge of farmers’ information-seeking behaviour regarding which sources are used simultaneously and the factors influencing these choices. We employed a cross-sectional survey study design to determine the simultaneous use of soil fertility information sources of 400 smallholder farming households in the Central Highlands of Kenya. We analysed the data using descriptive statistics, principal component analysis (PCA), and a multivariate probit model. The PCA distinguished seven categories of information sources farmers use: local interpersonal, cosmopolite interpersonal, aggregative, print/demonstration, broadcast media, community-based, and progressive learning sources. The intensity of use revealed that most of the smallholders used soil fertility information sources simultaneously and primarily as complements. The determinants of simultaneous use of soil fertility information sources were farmer location, marital status, main occupation, age, farming experience, exposure to agricultural training, group membership, arable land and livestock units owned, soil fertility status, soil fertility change, and soil testing. This study’s findings have implications for information dissemination strategies involving using multiple complementary sources of knowledge for improved soil health and productivity.
土壤肥力下降是撒哈拉以南非洲粮食和营养安全的一个重大缺陷。然而,信息和知识障碍严重阻碍了土壤肥力管理创新的采用、有效利用和推广,特别是对生产该地区大部分粮食需求的小农而言。除了知道小农同时从多种来源获取土壤肥力信息外,关于同时使用哪些来源以及影响这些选择的因素的农民信息寻求行为的知识有限。我们采用横断面调查研究设计来确定400个肯尼亚中部高地小农家庭同时使用土壤肥力信息源的情况。我们使用描述性统计、主成分分析(PCA)和多变量probit模型分析数据。PCA将农民使用的信息源分为7类:当地人际信息源、世界人际信息源、聚合信息源、印刷/示范信息源、广播媒体信息源、社区信息源和渐进式学习信息源。利用强度表明,大多数小农同时利用土壤肥力信息源,并以补充为主。同时利用土壤肥力信息源的决定因素有农户所在地、婚姻状况、主要职业、年龄、耕作经验、接受过农业培训、群体成员、拥有的耕地和牲畜单位、土壤肥力状况、土壤肥力变化和土壤检测。这项研究的发现对利用多种互补的知识来源改善土壤健康和生产力的信息传播战略具有启示意义。
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Agriculture-Basel
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