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Morphological Characterization of 1322 Winter Wheat (Triticum aestivum L.) Varieties from EU Referent Collection 欧盟参考品系中 1322 个冬小麦(Triticum aestivum L.)品种的形态特征描述
Pub Date : 2024-03-30 DOI: 10.3390/agriculture14040551
V. Španić, Zvonimir Lalic, Ivica Beraković, Goran Jukić, Ivan Varnica
The wheat grain yields increased in EU from 4.98 t ha−1 to 5.45 t ha−1 in the periods from 2006 to 2014 to from 2015 to 2023. It is hypothesized that changes in specific morphological traits over the years resulted in grain yield increase due to the utilization of new wheat varieties in production. To highlight the current status and changes over time, we evaluated a comprehensive panel of 1322 wheat varieties that included testing of morphological traits of varieties recognized from period from 2006 till 2023. Positive relation of registration year with traits such as seed color, glaucosity of neck of culm, plant height, ear length, scurs and awns length, ear color, and shape of the beak of the lower glume were obtained. The most significant changes over time resulted in a darker color of the seed, decreased area of hairiness of the convex surface of the apical rachis segment, enhanced glaucosity of the neck of the culm and decreased frequency of the plants with recurved flag leaves. It was shown that traits such as the frequency of plants with recurved flag leaves, time of emergence, glaucosity of flag leaves, existence of scurs and awns, and area of the hairiness of the convex surface of the apical rachis segment had significant decreases over time. This research demonstrated the importance of twelve morphological traits in the varietal improvement of grain yield over the time from 2006 to 2023.
在 2006 年至 2014 年、2015 年至 2023 年期间,欧盟的小麦单产从 4.98 吨/公顷增至 5.45 吨/公顷。据推测,由于在生产中使用了新的小麦品种,多年来特定形态性状的变化导致了谷物产量的增加。为了突出现状和随时间推移发生的变化,我们对 1322 个小麦品种进行了全面评估,其中包括对 2006 年至 2023 年期间认定的品种的形态性状进行测试。结果表明,登记年份与种子颜色、茎秆颈部白度、株高、穗长、穗轴和芒长、穗色和下部颖喙形状等性状呈正相关。随着时间的推移,最明显的变化是种子颜色变深、顶端轴段凸面的毛发面积减少、茎秆颈部的白度增加以及旗叶下弯的植株数量减少。研究表明,随着时间的推移,旗叶下弯植株的频率、萌发时间、旗叶的白度、是否存在叶鞘和芒以及顶端轴段凸面的毛发面积等性状都显著减少。这项研究表明,在 2006 年至 2023 年期间,12 个形态性状对谷物产量的品种改良具有重要意义。
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引用次数: 0
Analyzing the Impact of Storm ‘Daniel’ and Subsequent Flooding on Thessaly’s Soil Chemistry through Causal Inference 通过因果推论分析 "丹尼尔 "风暴及随后的洪水对塞萨利土壤化学的影响
Pub Date : 2024-03-30 DOI: 10.3390/agriculture14040549
M. Iatrou, M. Tziouvalekas, Alexandros Tsitouras, Elefterios Evangelou, C. Noulas, D. Vlachostergios, V. Aschonitis, Georgios Arampatzis, Irene Metaxa, Christos Karydas, P. Tziachris
Storm ‘Daniel’ caused the most severe flood phenomenon that Greece has ever experienced, with thousands of hectares of farmland submerged for days. This led to sediment deposition in the inundated areas, which significantly altered the chemical properties of the soil, as revealed by extensive soil sampling and laboratory analysis. The causal relationships between the soil chemical properties and sediment deposition were extracted using the DirectLiNGAM algorithm. The results of the causality analysis showed that the sediment deposition affected the CaCO3 concentration in the soil. Also, causal relationships were identified between CaCO3 and the available phosphorus (P-Olsen), as well as those between the sediment deposit depth and available manganese. The quantified relationships between the soil variables were then used to generate data using a Multiple Linear Perceptron (MLP) regressor for various levels of deposit depth (0, 5, 10, 15, 20, 25, and 30 cm). Then, linear regression equations were fitted across the different levels of deposit depth to determine the effect of the deposit depth on CaCO3, P, and Mn. The results revealed quadratic equations for CaCO3, P, and Mn as follows: 0.001XCaCO32 + 0.08XCaCO3 + 6.42, 0.004XP2 − 0.26XP + 12.29, and 0.003XMn2 − 0.08XMn + 22.47, respectively. The statistical analysis indicated that corn growing in soils with a sediment over 10 cm requires a 31.8% increase in the P rate to prevent yield decline. Additional notifications regarding cropping strategies in the near future are also discussed.
丹尼尔 "风暴造成了希腊有史以来最严重的洪水现象,数千顷农田被淹没多日。大量的土壤取样和实验室分析表明,洪水导致沉积物在淹没区沉积,极大地改变了土壤的化学性质。使用 DirectLiNGAM 算法提取了土壤化学性质与沉积物沉积之间的因果关系。因果关系分析结果表明,沉积物沉积影响了土壤中 CaCO3 的浓度。此外,还确定了 CaCO3 与可用磷(P-Olsen)之间的因果关系,以及沉积深度与可用锰之间的因果关系。然后,使用多重线性感知器(MLP)回归器生成不同沉积深度(0、5、10、15、20、25 和 30 厘米)的土壤变量之间的量化关系数据。然后,拟合不同沉积深度的线性回归方程,以确定沉积深度对 CaCO3、P 和 Mn 的影响。结果显示 CaCO3、P 和 Mn 的二次方程如下:分别为 0.001XCaCO32 + 0.08XCaCO3 + 6.42、0.004XP2 - 0.26XP + 12.29 和 0.003XMn2 - 0.08XMn + 22.47。统计分析结果表明,在沉积物超过 10 厘米的土壤中种植玉米,需要增加 31.8%的钾,才能防止产量下降。此外,还讨论了有关近期种植策略的其他通知。
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引用次数: 0
The Quality of Winter Wheat Grain by Different Sowing Strategies and Nitrogen Fertilizer Rates: A Case Study in Northeastern Poland 不同播种策略和氮肥施用量对冬小麦籽粒质量的影响:波兰东北部案例研究
Pub Date : 2024-03-30 DOI: 10.3390/agriculture14040552
Krzysztof Lachutta, K. J. Jankowski
The present study was undertaken to determine the effect of different sowing strategies and spring nitrogen (N) fertilizer rates on the technological quality of winter wheat (Triticum aestivum L.) grain in terms of its milling quality, protein complex quality, and enzyme activity (falling number). Winter wheat grain for laboratory analyses was produced in a small-area field experiment conducted between 2018 and 2021 in the AES in Bałcyny (53°35′46.4″ N, 19°51′19.5″ E, NE Poland). The experimental variables were (i) sowing date (early: 6 September 2018, 5 September 2019, and 3 September 2020; delayed by 14 days: 17–20 September; and delayed by 28 days: 1–4 October), (ii) sowing density (200, 300, and 400 live grains m−2), and (iii) split application of N fertilizer in spring (40 + 100, 70 + 70, and 100 + 40 kg ha−1) at BBCH stages 22–25 and 30–31, respectively. A sowing delay of 14 and 28 days increased the bulk density (by 1 and 1.5 percent points (%p), respectively), vitreousness (by 3 and 6%p, respectively), and total protein content of grain (by 1% an 2%, respectively). A sowing delay of 14 days increased grain hardness (by 5%), the flour extraction rate (by 1.4%p), and the falling number (by 3%) while also decreasing grain uniformity (by 1.9%p). In turn, a sowing delay of 28 days increased the wet gluten content of grain (+0.5–0.6%p) and improved the quality of the protein complex in the Zeleny sedimentation test (+1.5%). An increase in sowing density from 200 to 300 live grains m−2 led to a decrease in grain uniformity (by 2.6%p), the total protein content (by 1.5%), and the wet gluten content of grain (by 0.7%p). A further increase in sowing density decreased grain vitreousness (by 1.4%p). The grain of winter wheat fertilized with 40 and 100 kg N ha−1 in BBCH stages 22–25 and 30–31, respectively, was characterized by the highest hardness (64.7), vitreousness (93%), flour extraction rate (73.9%), total protein content (134 g kg−1 DM), wet gluten content (36%), and Zeleny sedimentation index (69 mL).
本研究旨在确定不同播种策略和春季氮肥施用量对冬小麦(Triticum aestivum L.)谷粒的磨粉质量、蛋白质复合体质量和酶活性(降落数值)等技术质量的影响。用于实验室分析的冬小麦谷粒是 2018 年至 2021 年期间在巴乌切尼(波兰东北部,北纬 53°35′46.4″,东经 19°51′19.5″)的 AES 进行的小面积田间试验中生产的。9月 17-20 日;推迟 28 天:10 月 1-4 日);(ii) 播种密度(200、300 和 400 活谷粒米-2);(iii) 春季在 BBCH 22-25 期和 30-31 期分别分次施用氮肥(40 + 100、70 + 70 和 100 + 40 千克公顷-1)。推迟 14 天和 28 天播种可提高谷物的容重(分别提高 1 个百分点和 1.5 个百分点)、籽粒饱满度(分别提高 3 个百分点和 6 个百分点)和总蛋白含量(分别提高 1%和 2%)。播种延迟 14 天会增加谷粒硬度(5%)、面粉提取率(1.4%p)和降落数值(3%),同时也会降低谷粒均匀度(1.9%p)。反过来,推迟 28 天播种会提高谷物的湿面筋含量(+0.5-0.6%p),并改善泽勒尼沉降试验中蛋白质复合体的质量(+1.5%)。将播种密度从 200 活粒/米-2 提高到 300 活粒/米-2 会导致谷物均匀度下降(2.6%p)、总蛋白含量下降(1.5%p)和谷物湿面筋含量下降(0.7%p)。播种密度的进一步增加降低了谷粒的活力(1.4%p)。分别在 BBCH 阶段 22-25 和 30-31 施用 40 和 100 kg N ha-1 肥料的冬小麦谷粒硬度(64.7)、透明度(93%)、面粉提取率(73.9%)、总蛋白含量(134 g kg-1 DM)、湿面筋含量(36%)和泽勒尼沉降指数(69 mL)最高。
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引用次数: 0
Decomposition and Driving Factors of Total Factor Productivity of Food Crops in the Yellow River Basin, China 中国黄河流域粮食作物全要素生产率的分解与驱动因素
Pub Date : 2024-03-29 DOI: 10.3390/agriculture14040547
Jianxu Liu, Xiaoqing Li, Yansong Li, Jirakom Sirisrisakulchai, Xuefei Kang, Jiande Cui
The urgency of enhancing agricultural productivity within the Yellow River Basin cannot be overstated, given its critical role in ensuring food security amidst the challenges posed by climate change, natural disasters, and the increasing demand for food crops. Utilizing panel data from nine provinces within the Yellow River Basin for the period 2001 to 2020, this study examines the temporal characteristics and spatial distribution of Total Factor Productivity (TFP) for key grain crops—namely wheat, corn, and soybean—through the application of the Malmquist index which can be decomposed through the DEA-Malmquist index methodology. The empirical results demonstrate that TFP growth rates for these crops have exhibited significant phase variations, with soybean recording the highest TFP growth rate in the basin. Additionally, this study underscores marked regional disparities in soybean productivity. TFP decomposition reveals that the primary drivers of TFP improvement across these crops are attributed to technical progress, with gains in overall technical efficiency largely due to scale efficiency enhancements, whereas pure technical efficiency has shown limited progress. Regional analysis indicates that Inner Mongolia leads in TFP growth for all crops, while Ningxia, Sichuan, and Shaanxi lag behind in wheat, corn, and soybean. Additionally, our analysis delineates natural disasters as a significant barrier to Total Factor Productivity (TFP), notably obstructing technological advancements in wheat cultivation. The investigation further reveals a positive relationship between regional per capita income and the growth of wheat TFP, in contrast to a negative relationship with the TFP growth of corn and soybeans. Moreover, investing in agriculture, forestry, water management, and road infrastructure supports the growth of wheat TFP, while urbanization levels pose constraints. Conclusively, an uptick in annual rural electricity usage, along with improved per capita postal and telecommunication services, exerts a favorable influence on TFP for corn and soybeans.
在气候变化、自然灾害和粮食作物需求不断增长的挑战下,黄河流域在确保粮食安全方面发挥着至关重要的作用,因此提高黄河流域农业生产力的紧迫性无论怎样强调都不为过。本研究利用黄河流域九省 2001 年至 2020 年的面板数据,通过应用可通过 DEA-Malmquist 指数方法分解的 Malmquist 指数,研究了主要粮食作物(即小麦、玉米和大豆)全要素生产率(TFP)的时间特征和空间分布。实证结果表明,这些作物的全要素生产率增长率呈现出显著的阶段性变化,其中大豆的全要素生产率增长率在盆地中最高。此外,本研究还强调了大豆生产率的明显地区差异。全要素生产率分解显示,这些作物的全要素生产率提高的主要驱动因素是技术进步,总体技术效率的提高主要是由于规模效率的提高,而纯技术效率的提高有限。区域分析表明,内蒙古在所有作物的全要素生产率增长方面都处于领先地位,而宁夏、四川和陕西则在小麦、玉米和大豆方面落后。此外,我们的分析还发现,自然灾害是影响全要素生产率的一个重要障碍,特别是阻碍了小麦种植技术的进步。调查进一步揭示了地区人均收入与小麦全要素生产率增长之间的正相关关系,而与玉米和大豆全要素生产率增长之间的负相关关系。此外,对农业、林业、水资源管理和道路基础设施的投资支持了小麦全要素生产率的增长,而城市化水平则构成了制约因素。总之,农村年用电量的增加以及人均邮政和电信服务的改善,对玉米和大豆的全要素生产率产生了有利影响。
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引用次数: 0
Review of Applications of Remote Sensing towards Sustainable Agriculture in the Northern Savannah Regions of Ghana 遥感技术在加纳北部大草原地区可持续农业中的应用综述
Pub Date : 2024-03-29 DOI: 10.3390/agriculture14040546
A. Moomen, L. L. Yevugah, Louvis Boakye, Jeff Dacosta Osei, Francis Muthoni
This paper assesses evidence-based applications of Remote Sensing for Sustainable and Precision Agriculture in the Northern Savanna Regions of Ghana for three decades (1990–2023). During this period, there have been several government policy intervention schemes and pragmatic support actions from development agencies towards improving agriculture in this area with differing level of success. Over the same period, there have been dramatic advances in remote sensing (RS) technologies with tailored applications to sustainable agriculture globally. However, the extent to which intervention schemes have harnessed the incipient potential of RS for achieving sustainable agriculture in the study area is unknown. To the best of our knowledge, no previous study has investigated the synergy between agriculture policy interventions and applications of RS towards optimizing results. Thus, this study used systematic literature review and desk analysis to identify previous and current projects and studies that have applied RS tools and techniques to all aspects of agriculture in the study area. Databases searched include Web of Science, Google Scholar, Scopus, AoJ, and PubMed. To consolidate the gaps identified in the literature, ground-truthing was carried out. From the 26 focused publications found on the subject, only 13 (54%) were found employing RS in various aspects of agriculture observations in the study area. Out of the 13, 5 studies focused on mapping the extents of irrigation areas; 2 mapped the size of crop and pasturelands; 1 focused on soil water and nutrient retention; 1 study focused on crop health monitoring; and another focused on weeds/pest infestations and yield estimation in the study area. On the type of data, only 1 (7%) study used MODIS, 2 (15%) used ASTER image, 1 used Sentinel-2 data, 1 used Planetscope, 1 used IKONOS, 5 used Landsat images, 1 used Unmanned Aerial Vehicles (UAVs) and another 1 used RADAR for mapping and monitoring agriculture activities in the study area. There is no evidence of the use of LiDAR data in the area. These results validate the hypothesis that failing agriculture in the study area is due to a paucity of high-quality spatial data and monitoring to support informed farm decision-making.
本文评估了三十年来(1990-2023 年)遥感技术在加纳北部热带稀树草原地区可持续精准农业中的循证应用。在此期间,政府实施了多项政策干预计划,发展机构也采取了务实的支持行动,以改善该地区的农业,并取得了不同程度的成功。在同一时期,遥感(RS)技术也取得了巨大进步,在全球可持续农业中得到了量身定制的应用。然而,干预计划在多大程度上利用了遥感技术的初期潜力来实现研究地区的可持续农业尚不得而知。据我们所知,以前没有研究调查过农业政策干预与 RS 应用之间的协同作用,以优化结果。因此,本研究通过系统的文献综述和案头分析,确定了将 RS 工具和技术应用于研究区农业各个方面的以往和当前项目与研究。搜索的数据库包括 Web of Science、Google Scholar、Scopus、AoJ 和 PubMed。为了巩固在文献中发现的空白,进行了地面实况调查。在有关该主题的 26 篇重点出版物中,只发现 13 篇(54%)在研究地区的农业观测的各个方面采用了 RS。在这 13 项研究中,5 项研究侧重于绘制灌溉区范围图;2 项研究绘制了作物和牧场面积图;1 项研究侧重于土壤水分和养分保持;1 项研究侧重于作物健康监测;另一项研究侧重于研究地区的杂草/虫害和产量估算。在数据类型方面,只有 1 项研究(占 7%)使用了 MODIS,2 项研究(占 15%)使用了 ASTER 图像,1 项研究使用了哨兵-2 数据,1 项研究使用了 Planetscope,1 项研究使用了 IKONOS,5 项研究使用了 Landsat 图像,1 项研究使用了无人机(UAV),还有 1 项研究使用了雷达来绘制和监测研究地区的农业活动。没有证据表明该地区使用了激光雷达数据。这些结果验证了这一假设,即研究区农业的失败是由于缺乏高质量的空间数据和监测来支持知情的农场决策。
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引用次数: 0
Development of a Modified Method for Measuring the Actual Draft Force Using a Tractor-Attached Dynamometer 开发使用拖拉机附带测功机测量实际牵伸力的改进方法
Pub Date : 2024-03-29 DOI: 10.3390/agriculture14040544
Hyo-Geol Kim, J. Lee, Su-Chul Kim, Jooseon Oh, Sung-Bo Shim
In this study, crank-locker kinematic equations were used to analyze the three-point hitch behavior when the dynamometer was connected to the work machine. The dynamometer was statically tested with a hydraulic actuator, and the accuracy of the three-way force and the moment was confirmed to be 96–99%. The calibrated dynamometer was put to the test on a real farm field, and data were collected using a data acquisition system. Using the transport pitch correction equation, the collected data can be transformed into more realistic data. International standards were used to determine the point of connection between the tractor, dynamometer, and implement. The results of this study made it possible to accurately measure force and moment, which will have an important role in future agricultural technologies such as autonomous agricultural operation.
在这项研究中,我们使用曲柄锁定器运动学方程来分析测功机与工作机械连接时的三点铰接行为。测功机通过液压推杆进行了静态测试,三向力和力矩的准确度达到了 96-99%。校准后的测功机在实际农田中进行了测试,并使用数据采集系统收集了数据。利用运输间距修正方程,可将收集到的数据转化为更真实的数据。采用国际标准来确定拖拉机、测功机和机具之间的连接点。这项研究的结果使精确测量力和力矩成为可能,这将对未来的农业技术(如自主农业操作)起到重要作用。
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引用次数: 0
Optimized Design for Vibration Reduction in a Residual Film Recovery Machine Frame Based on Modal Analysis 基于模态分析的残膜回收机机架减振优化设计
Pub Date : 2024-03-29 DOI: 10.3390/agriculture14040543
Xinzhong Wang, Tianyu Hong, Weiquan Fang, Xingye Chen
The technology of plastic film mulching is widely applied in Xinjiang, but it also brings about serious issues of residual film pollution. Currently, the 1MSF-2.0 residual film recovery machine can effectively address the problem. However, it faces challenges such as high overall machine weight and noticeable frame vibrations, which affect the stability of the entire machine operation. The frame, as the installation foundation, needs to bear loads and impact. Therefore, the reliability of the frame is crucial for the stability of the entire machine. Improving the frame’s vibration is of great importance. In response to the significant vibration issues during the operation of the 1MSF-2.0 residual film recovery machine, this paper utilized Workbench 2020 R2 to establish a finite element model of the machine frame and conducted static analysis to obtain strength information, thereby initially understanding the optimization space of the frame. Building upon this, Mechanical was employed to solve the first 14 natural frequencies and mode shapes of the frame, and the accuracy of the theoretical analysis was verified through modal testing. After analyzing the frequency characteristics of external excitation forces, it was found that the fourth-order natural frequency of the frame fell within the frequency range of the excitation force of the shaft of the straw grinder, causing resonance in the frame and necessitating structural optimization. The optimal results indicated that the optimized frame increased in mass by 4.41%, reduced the maximum stress value by 2.56 MPa, and increased the fourth-order natural frequency to 22.7 Hz, avoiding the frequency range of the excitation force of the shaft of the straw grinder, thus improving the resonance issue. This paper provides a reference for optimizing the design of the frame of the residual film recovery machine.
塑料薄膜地膜覆盖技术在新疆应用广泛,但也带来了严重的残膜污染问题。目前,1MSF-2.0 型残膜回收机可有效解决这一问题。但它面临着整机重量大、机架振动明显等难题,影响了整机运行的稳定性。机架作为安装基础,需要承受载荷和冲击。因此,机架的可靠性对整个设备的稳定性至关重要。因此,改善机架的振动性能就显得尤为重要。针对 1MSF-2.0 残膜回收机运行过程中出现的严重振动问题,本文利用 Workbench 2020 R2 建立了机器框架的有限元模型,并进行了静态分析以获取强度信息,从而初步了解了框架的优化空间。在此基础上,使用 Mechanical 求解了机架的前 14 个固有频率和模态振型,并通过模态测试验证了理论分析的准确性。分析外部激振力的频率特性后发现,框架的四阶固有频率位于秸秆粉碎机轴激振力的频率范围内,导致框架产生共振,因此有必要进行结构优化。优化结果表明,优化后的框架质量增加了 4.41%,最大应力值降低了 2.56 兆帕,四阶固有频率提高到 22.7 赫兹,避开了秸秆粉碎机轴激振力的频率范围,从而改善了共振问题。本文为残膜回收机机架的优化设计提供了参考。
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引用次数: 0
Spike Device with Worm Gear Unit for Driving Wheels to Improve the Traction Performance of Compact Tractors on Grass Plots 用于驱动轮的带蜗轮蜗杆装置的钉锤装置,可提高紧凑型拖拉机在草地上的牵引性能
Pub Date : 2024-03-29 DOI: 10.3390/agriculture14040545
R. Abrahám, R. Majdan, K. Kollárová, Z. Tkáč, Eva Matejková, S. Masarovičová, R. Drlička
In general, energy loss reduction via the interaction of tires with the ground improves tractor traction performance when a drawbar pull is generated. This paper is examines the driving wheels with steel spikes for a tractor equipped with modern radial tires. An improved design of the spike device that allows for the change between an active and inactive position of the spikes is presented. The traction performance of a compact articulated tractor with the spike device was tested on a grass plot with two soil moisture contents (SMC). The highest difference in the drawbar pull in the range from 14.2% to 40.5% and from 17.1% to 36.8% was reached by the spikes in the active position in comparison with the tires without spikes, which were at the slip range from 45% to 5% in the case of the low SMC when the test tractor was in the 3rd and 1st gear. The motion resistance difference between the spikes in the active position and the tires without spikes was 11.8% and 2.5% at the low and medium SMC, respectively. At the low and medium SMC, the highest tractive efficiency of 0.765 (0.721) and 0.757 (0.731) was reached by the spikes in the active position when the test tractor was in the 1st (3rd) gear in comparison with 0.736 (0.7) and 0.723 (0.708) in the case of the tires without spikes. The results indicated that the spike device allowed for the improvement of tractor tractive performance.
一般来说,在产生牵引力时,通过轮胎与地面的相互作用减少能量损失可以提高拖拉机的牵引性能。本文研究了配备现代子午线轮胎的拖拉机的驱动轮钢钉。文中介绍了一种改进的钢钉装置设计,可在钢钉的活动和非活动状态之间进行切换。在一块有两种土壤水分含量(SMC)的草地上,对装有钢钉装置的紧凑型铰接式拖拉机的牵引性能进行了测试。在低 SMC 的情况下,当测试拖拉机处于 3 档和 1 档时,处于活动状态的道钉与不带道钉的轮胎相比,在 14.2% 至 40.5% 和 17.1% 至 36.8% 的范围内,牵引力差异最大,滑移范围为 45% 至 5%。在低 SMC 和中 SMC 条件下,处于激活状态的钉刺轮胎与无钉刺轮胎之间的运动阻力差异分别为 11.8% 和 2.5%。在低速和中速 SMC 下,当测试拖拉机处于 1 档(3 档)时,处于有效位置的钉刺轮胎的牵引效率最高,分别为 0.765 (0.721) 和 0.757 (0.731),而无钉刺轮胎的牵引效率分别为 0.736 (0.7) 和 0.723 (0.708)。结果表明,钉齿装置可提高拖拉机的牵引性能。
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引用次数: 0
Crop Classification Combining Object-Oriented Method and Random Forest Model Using Unmanned Aerial Vehicle (UAV) Multispectral Image 利用无人飞行器 (UAV) 多光谱图像,结合面向对象方法和随机森林模型进行作物分类
Pub Date : 2024-03-29 DOI: 10.3390/agriculture14040548
Hui Deng, Wenjiang Zhang, Xiaoqian Zheng, Houxi Zhang
The accurate and timely identification of crops holds paramount significance for effective crop management and yield estimation. Unmanned aerial vehicle (UAV), with their superior spatial and temporal resolution compared to satellite-based remote sensing, offer a novel solution for precise crop identification. In this study, we evaluated a methodology that integrates object-oriented method and random forest (RF) algorithm for crop identification using multispectral UAV images. The process involved a multiscale segmentation algorithm, utilizing the optimal segmentation scale determined by Estimation of Scale Parameter 2 (ESP2). Eight classification schemes (S1–S8) were then developed by incorporating index (INDE), textural (GLCM), and geometric (GEOM) features based on the spectrum (SPEC) features of segmented objects. The best-trained RF model was established through three steps: feature selection, parameter tuning, and model training. Subsequently, we determined the feature importance for different classification schemes and generated a prediction map of vegetation for the entire study area based on the best-trained RF model. Our results revealed that S5 (SPEC + GLCM + INDE) outperformed others, achieving an impressive overall accuracy (OA) and kappa coefficient of 92.76% and 0.92, respectively, whereas S4 (SPEC + GEOM) exhibited the lowest performance. Notably, geometric features negatively impacted classification accuracy, while the other three feature types positively contributed. The accuracy of ginger, luffa, and sweet potato was consistently lower across most schemes, likely due to their unique colors and shapes, posing challenges for effective discrimination based solely on spectrum, index, and texture features. Furthermore, our findings highlighted that the most crucial feature was the INDE feature, followed by SPEC and GLCM, with GEOM being the least significant. For the optimal scheme (S5), the top 20 most important features comprised 10 SPEC, 7 INDE, and 3 GLCM features. In summary, our proposed method, combining object-oriented and RF algorithms based on multispectral UAV images, demonstrated high classification accuracy for crops. This research provides valuable insights for the accurate identification of various crops, serving as a reference for future advancements in agricultural technology and crop management strategies.
准确及时地识别农作物对于有效的农作物管理和产量估算至关重要。与卫星遥感相比,无人飞行器(UAV)具有更高的空间和时间分辨率,为精确识别农作物提供了一种新的解决方案。在这项研究中,我们评估了一种集成了面向对象方法和随机森林(RF)算法的方法,用于利用多光谱无人机图像识别作物。这一过程涉及多尺度分割算法,利用尺度参数估计 2(ESP2)确定的最佳分割尺度。然后,根据分割对象的光谱(SPEC)特征,结合指数(INDE)、纹理(GLCM)和几何(GEOM)特征,开发出八种分类方案(S1-S8)。通过特征选择、参数调整和模型训练三个步骤建立了最佳训练 RF 模型。随后,我们确定了不同分类方案的特征重要性,并根据最佳训练的 RF 模型生成了整个研究区域的植被预测图。结果表明,S5(SPEC + GLCM + INDE)的表现优于其他方案,总体准确率(OA)和卡帕系数分别达到 92.76% 和 0.92,令人印象深刻;而 S4(SPEC + GEOM)的表现最低。值得注意的是,几何特征对分类准确率产生了负面影响,而其他三种特征类型则对分类准确率产生了积极影响。在大多数方案中,生姜、丝瓜和红薯的准确率一直较低,这可能是由于它们独特的颜色和形状,这对仅根据光谱、指数和纹理特征进行有效分辨构成了挑战。此外,我们的研究结果表明,最关键的特征是 INDE 特征,其次是 SPEC 和 GLCM,而 GEOM 的意义最小。在最优方案(S5)中,最重要的前 20 个特征包括 10 个 SPEC、7 个 INDE 和 3 个 GLCM 特征。总之,我们提出的方法结合了基于多光谱无人机图像的面向对象算法和射频算法,对农作物的分类准确率很高。这项研究为准确识别各种农作物提供了宝贵的见解,为未来农业技术的进步和农作物管理策略的制定提供了参考。
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引用次数: 0
Beekeeping Behavior of Chinese Beekeepers Shows Spatial Contraction 中国蜂农的养蜂行为呈现空间收缩现象
Pub Date : 2024-03-28 DOI: 10.3390/agriculture14040540
Yulu Hou, Zhijun Zhao, Haibin Dong, Jiliang Ma, Yun Gao
Apiculture is an important industry closely related to the national economy and people’s livelihoods. Beekeepers’ behavior is an important factor affecting the yield, quality, and benefits of apiculture. However, there is a lack of a systematic understanding of the long-term changes in beekeeping decisions made by beekeepers. Using panel data, we analyzed the dynamic trends and related influencing factors of decisions made by beekeeping models, honey source plant selection, and the migration flow space of beekeepers from 2009 to 2020. The results showed that the proportion of the LMB model decreased, while the PAB and SMB models continued to increase, the frequency of utilization of the main nectar source plants for honey collection decreased, and the concentration of migratory flow of beekeeping increased. Behavior of beekeepers from 2009 to 2020 showed a certain degree of spatial contraction, which seriously restricted the effective use of nectar plant resources. Family attributes, economic status, beekeeping models, and disaster conditions directly or indirectly affected beekeepers’ decisions. We propose a series of recommendations to facilitate the transformation and advancement of the Chinese bee industry. This study promotes an understanding of sustainable development of the bee industry in China and other countries worldwide.
养蜂业是与国民经济和人民生活密切相关的重要产业。养蜂人的行为是影响养蜂业产量、质量和效益的重要因素。然而,人们对养蜂人养蜂决策的长期变化缺乏系统的了解。利用面板数据,我们分析了2009-2020年养蜂模式决策、蜜源植物选择、蜂农迁移流动空间的动态变化趋势及相关影响因素。结果表明,LMB模式比例下降,PAB和SMB模式比例持续上升,主要蜜源植物采蜜利用频率下降,养蜂迁徙流集中度上升。2009-2020年蜂农行为呈现一定程度的空间收缩,严重制约了蜜源植物资源的有效利用。家庭属性、经济状况、养蜂模式、灾害情况等直接或间接影响了养蜂人的决策。我们提出了一系列建议,以促进中国蜂业的转型和发展。本研究有助于了解中国和世界其他国家蜂业的可持续发展。
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引用次数: 0
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Agriculture
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