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A tool based on remotely sensed LAI, yield maps and a crop model to recommend variable rate nitrogen fertilization for wheat 基于遥感LAI、产量图和作物模型的小麦变量氮肥推荐工具
Pub Date : 2017-07-01 DOI: 10.1017/S2040470017000887
F. Bourdin, F. J. Morell, D. Combemale, P. Clastre, M. Guérif, A. Chanzy
Inversing the STICS crop model with remote-sensing-derived leaf area index (LAI) and yield data from the previous crop is used to retrieve some soil permanent properties and crop emergence parameters. Spatialized nitrogen (N) fertilization recommendations are provided to farmers, for the second and third N applications, following the screening of eleven N application rates under a range of possible forthcoming climates, with the objective to maximize of the gross margin while respecting some environmental constraints. As a first field validation, we show (1) the improvement brought by the assimilation of LAI and yield into STICS to simulate crop and soil variables and (2) the interest of site specific application to maximize both the gross margin and the agro-environmental criterion.
利用遥感叶面积指数(LAI)和前代作物的产量数据反演gis作物模型,反演土壤永久性质和作物出苗参数。在对一系列可能到来的气候条件下的11种施氮量进行筛选后,为农民提供了第二次和第三次施氮的空间化施肥建议,目标是在尊重一些环境限制的情况下最大化毛利率。作为第一次实地验证,我们展示了(1)将LAI和产量同化到STICS中以模拟作物和土壤变量所带来的改进;(2)特定地点应用的兴趣是最大化毛利率和农业环境标准。
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引用次数: 2
Combined use of remote sensing and soil sensors to detect variability in orchards with previous changes in land use and landforms: consequences for management 结合使用遥感和土壤传感器探测果园土地利用和地形变化的变异性:对管理的影响
Pub Date : 2017-07-01 DOI: 10.1017/S2040470017001224
J. A. Martínez-Casasnovas, E. Daniele, A. Uribeetxebarria, A. Escolà, J. R. Rosell-Polo, L. Sartori, J. Arnó
The present work investigated the application of detailed airborne images and a resistivity soil sensor (Veris 3100) to detect soil and crop spatial variability to assist in orchard management. The research was carried out in a peach orchard (Prunus persica). Soil apparent electrical conductivity (ECa), NDVI from a multispectral image (0.25 m/pixel) and soil properties at 40 sampling points (0-30 cm) were acquired. The ECa was standardized at 25°C. It showed a strong relationship with former landforms, altered by land levelling. A positive correlation of EC25 with EC1:5, water holding capacity at −1500 kPa and soil depth was found. NDVI was correlated only in the textural fractions coarser than clay. Two types of management zones were proposed: a) to improve the water holding capacity of soils and b) to regulate tree vigour and yield.
本研究研究了详细的航空图像和电阻率土壤传感器(Veris 3100)的应用,以检测土壤和作物的空间变异性,以协助果园管理。该研究是在桃园(Prunus persica)进行的。土壤视电导率(ECa)、多光谱图像(0.25 m/像素)NDVI和40个采样点(0 ~ 30 cm)土壤性质。ECa在25°C下标准化。它与以前的地貌有着密切的关系,这些地貌被土地平整所改变。EC25与EC1:5、- 1500 kPa持水量和土壤深度呈正相关。NDVI仅在比粘土更粗的结构组分中相关。提出了两种类型的管理区域:a)提高土壤的持水能力和b)调节树木的活力和产量。
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引用次数: 1
Plough section control for optimised uniformity in primary tillage 初耕均匀性优化的犁段控制
Pub Date : 2017-07-01 DOI: 10.1017/S2040470017000735
S. K. Nielsen, L. Munkholm, M. Aarestrup, M. H. Kristensen, Ole Green
Primary tillage is in many cases crucial for successful crop establishment and weed and pest control. Inversion tillage using a mouldboard plough may be required when a uniform ploughing operation covering the entire field is preferred. The ploughing operation is especially challenging at the interface area between headlands and the main cropping area. Overlapping at the interface causes a mixing of the topsoil, rather than a soil inversion, and poor burial of residues and weeds, especially of concern in organic farming. The aim of the research was to study novel plough section control designs to optimise the interface area. Concept designs with hydraulic control were studied and the preferred was developed and tested in real field operations. The research concluded that the concept was functional and by visual inspection the interface was optimised. In addition, the section control can improve operations in irregularly shaped fields.
初级耕作在许多情况下对成功种植作物和控制杂草和害虫至关重要。当一个均匀的耕作操作覆盖整个田地时,可能需要使用模板犁进行翻转耕作。在海岬与主要种植区交界的地区,耕作作业尤其具有挑战性。在界面处的重叠导致表土混合,而不是土壤反转,以及残留物和杂草的不良掩埋,特别是在有机农业中。研究的目的是研究新的犁截面控制设计,以优化界面面积。研究了液压控制的概念设计,并开发了优选方案,并在实际现场作业中进行了测试。研究的结论是,这个概念是功能性的,通过视觉检查,界面是优化的。此外,截面控制还可以改善异形油田的作业。
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引用次数: 4
Simulation and Experiment of a Designed Anti-Drift Spray Nozzle 一种新型防漂移喷嘴的仿真与实验
Pub Date : 2017-07-01 DOI: 10.1017/S2040470017001340
W. Deng, C. Zhao, L. Chen, R. Zhang
This paper reports an investigation of the relationship between spray characteristics and a nozzles’ internal structure to reveal the working mechanism of anti-drift spray nozzles. Three important structural factors were taken into account, the diameter of the inner chamber, the angle of V-shaped slot and the relative kerf depth. Three-dimensional models of the fan nozzles were set up using Solidworks software and the corresponding real nozzles were produced using high-precision 3-D printer. The flow fields inside the nozzles were simulated using the software FLUENT. By comparing the flow fields inside and outside the nozzles under the conditions of the same inner structural parameter, the relationships between spraying flow characteristics and different structural parameters was made clear, and provides a reference for optimal design of anti-drift spray nozzles.
本文研究了喷雾特性与喷嘴内部结构的关系,揭示了防漂移喷嘴的工作机理。考虑了三个重要的结构因素:腔室直径、v形槽角和相对切口深度。利用Solidworks软件建立了风机喷嘴的三维模型,并利用高精度3d打印机制作了相应的实际喷嘴。利用FLUENT软件对喷嘴内流场进行了数值模拟。通过对相同内部结构参数条件下喷嘴内外流场的对比,明确了不同结构参数下喷雾流动特性的关系,为防漂移喷嘴的优化设计提供了参考。
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引用次数: 0
An uncertainty-based comprehensive decision support system for site-specific crop management 基于不确定性的定点作物管理综合决策支持系统
Pub Date : 2017-07-01 DOI: 10.1017/S2040470017000462
V. Adamchuk, R. Lacroix, S. Shinde, N. Tremblay, H. Huang
This paper presents a framework for the implementation of a decision support system that considers spatial, temporal and managerial factors in assessing the potential impact of crop amendments on the cost of a given production scenario. The proposed system includes a database and a numeric simulation model. The database is linked to previously recorded crop responses for a given agricultural input under different conditions while the numeric simulation model determines the probability of different levels of profit for each decision option. This system then determines the optimal uniform rate of application of an amendment to maximize profits, or to define the range of such rates for a case of variable rate application. Uncertainty-based treatment of each model input allows for a balance between the potential results of under-application or over-application.
本文提出了一个实施决策支持系统的框架,该系统在评估作物改良对特定生产情景成本的潜在影响时,考虑了空间、时间和管理因素。该系统包括一个数据库和一个数值仿真模型。该数据库与以前记录的作物在不同条件下对给定农业投入的反应相关联,而数值模拟模型确定每个决策选项的不同利润水平的概率。然后,该系统确定一种修正的最佳统一费率,以实现利润最大化,或者为可变费率应用的情况确定这种费率的范围。对每个模型输入的基于不确定性的处理允许在应用不足或过度应用的潜在结果之间取得平衡。
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引用次数: 1
How significantly different are your within field zones 你的内部区域有多大的不同
Pub Date : 2017-07-01 DOI: 10.1017/S2040470017000012
B. Tisseyre, C. Leroux
A classical approach in precision agriculture consists in validating within field zones defined from high spatial resolution observations by agronomic information (AI). Zones validation generally involves a two-step process. First, AI are obtained on a regular grid or following a target sampling strategy inside the field. Then, a statistical test, most often an ANOVA, is used to determine if the management zones created with the high spatial resolution auxiliary data explain differences in the AI values. Unfortunately, in precision agriculture, many of the works using such an approach omit a necessary condition for the implementation of the aforementioned ANOVA test, i.e. the observations need to be independent from each other. This condition is unfortunately seldom satisfied since AI are often spatially auto-correlated. In order to highlight this problem, simulated datasets with different and known AI spatial autocorrelation were used. Results show that as AI are more and more spatially auto-correlated, ANOVA tests almost always conclude that the management zones obtained with auxiliary data are significant whatever the zoning, i.e. even a completely random one. To overcome this problem, the paper introduces two methods directly inspired from published works in the field of ecology. Two cases were considered: the first one applies when large AI dataset (n>40) is available and the other one applies for small AI dataset (n<40). Both methods are implemented on a real precision viticulture example.
精准农业的经典方法是通过农业信息(AI)在高空间分辨率观测中定义的田间区域内进行验证。区域验证通常包括两个步骤。首先,人工智能是在一个规则的网格上或按照一个目标采样策略在场内获得的。然后,使用统计检验(通常是方差分析)来确定用高空间分辨率辅助数据创建的管理区域是否解释了人工智能值的差异。不幸的是,在精准农业中,许多使用这种方法的工作忽略了实施上述ANOVA检验的必要条件,即观测值需要彼此独立。不幸的是,这个条件很少被满足,因为人工智能通常是空间自相关的。为了突出这一问题,我们使用了具有不同和已知的人工智能空间自相关的模拟数据集。结果表明,随着人工智能在空间上的自相关性越来越强,方差分析几乎总是得出这样的结论:无论分区如何,即使是完全随机的分区,用辅助数据得到的管理分区都是显著的。为了克服这个问题,本文介绍了两种直接从生态学领域发表的作品中获得灵感的方法。我们考虑了两种情况:第一种情况适用于大型AI数据集(n<40),另一种情况适用于小型AI数据集(n<40)。两种方法都在一个实际的精确葡萄栽培实例中实现。
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引用次数: 3
Capability of crop canopy sensing to predict crop parameters of cut grass swards aiming at early season variable rate nitrogen top dressings 作物冠层遥感对刈割草地早季变量氮肥作物参数的预测能力
Pub Date : 2017-07-01 DOI: 10.1017/S2040470017001364
G. Portz, M. Gnyp, J. Jasper
This study aims to evaluate actual biomass and N-uptake estimates with the Yara N-Sensor in intensively managed grass swards across several trial sites in Europe. The dataset was split by location into an independent calibration data (UK and Finland) and a validation data (Germany) for the first two cuts. Yara N-Sensor readings were better correlated with N-uptake (R²=0.71) than actual biomass (R²=0.53) for the 1ˢᵗ cut. At the 2ⁿᵈ cut, the R² values for both parameters were higher (0.80 and 0.56). A cross-validation with a German grass trial indicated the potential for predicting N-uptake (R²>0.8). It can be concluded that the technology has the potential to guide management decisions and variable rate nitrogen application on European grass swards.
本研究旨在利用Yara N-Sensor在欧洲几个试验点的集约化管理的草地上评估实际生物量和n吸收估计。数据集按位置分为独立的校准数据(英国和芬兰)和前两次切割的验证数据(德国)。Yara N-Sensor读数与n吸收率(R²=0.71)的相关性优于实际生物量(R²=0.53)。在2 * *切割处,两个参数的R²值更高(0.80和0.56)。与德国草试验的交叉验证表明,预测氮吸收的潜力(R²>0.8)。可以得出结论,该技术具有指导欧洲草地管理决策和可变速率氮施用的潜力。
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引用次数: 5
Effects of precision potato planting using GPS-based cultivation gps技术对马铃薯精准种植的影响
Pub Date : 2017-07-01 DOI: 10.1017/S2040470017000036
Y. Reckleben, T. Grau, S. Schulz, H. Trumpf
Site-specific management provides the ability to align the production intensity to demand and thus adjust the expenses to the necessary level. So it is possible to increase the proportion of marketable commodity in the normal sort–size of 40 mm to 60 mm. Planting distances adapted to the soil properties seem to achieve this objective. It is possible to further optimize the proportion of marketable commodity especially in the potato regions where irrigation and fertilization already contribute to a consistently high yield. Different planting distances on the soil sites by EM38 were tested in field trials. Planting distances of 31.50 cm in the row on the light (sandy) soil, 24.50 cm on middle and 27.50 cm on the heavy soil sites seems the best for these three years. There is a yield impact in total, as well as in the proportion of marketable commodity. Depending on the planting strategy, increases in income up to €153 per hectare can be obtained.
现场特定管理提供了使生产强度与需求保持一致的能力,从而将费用调整到必要的水平。因此,可以将正常分选尺寸为40毫米的适销商品比例提高到60毫米。适应土壤性质的种植距离似乎可以实现这一目标。有可能进一步优化可销售商品的比例,特别是在灌溉和施肥已经有助于持续高产的马铃薯区。在田间试验中,对EM38在不同地点的种植距离进行了试验。在浅(砂)土上,排距31.50 cm,在中(中)土上,排距24.50 cm,在重土上,排距27.50 cm是这三年的最佳种植间距。总产量和适销商品的比例都受到影响。根据种植策略,每公顷可获得高达153欧元的收入增加。
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引用次数: 0
Applications of Unmanned Aerial Vehicles in Weed Science 无人机在杂草科学中的应用
Pub Date : 2017-07-01 DOI: 10.1017/S2040470017001339
J. Czarnecki, Sathishkumar Samiappan, L. Wasson, J. McCurdy, Daniel B. Reynolds, W. P. Williams, R. Moorhead
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引用次数: 3
Precision Agriculture in China: Exploring Awareness, Understanding, Attitudes and Perceptions of Agricultural Experts and End-Users in China 中国的精准农业:探索中国农业专家和最终用户的意识、理解、态度和看法
Pub Date : 2017-07-01 DOI: 10.1017/S2040470017001066
Helen Kendall, P. Naughton, Beth Clark, J. Taylor, Zhenhong Li, C. Zhao, G. Yang, J. Chen, L. Frewer
Precision agriculture (PA) may improve the sustainability of Chinese agriculture. Ten experts were interviewed and 34 farm workers surveyed regarding their understanding, attitudes and perceptions towards PA. PA technologies were considered inaccessible, unsuitable and unnecessary for smaller farms. High cost, lack of perceived benefits, and skills and capability required to adopt PA represented barriers to adoption. Financial incentives/subsidies, the need for tangible benefits and tailored solutions to be demonstrated to farmers, and agronomic and peer support were desired. Future research should further explore PA with Chinese stakeholders and end-users in China, to inform future socio-technological developments.
精准农业(PA)可以提高中国农业的可持续性。对10位专家进行了访谈,对34名农场工人进行了调查,了解他们对PA的理解、态度和看法。PA技术被认为是难以获得的,不适合的,对小型农场来说是不必要的。采用PA所需的高成本、缺乏可感知的利益以及技能和能力都是采用PA的障碍。希望有财政奖励/补贴,需要向农民展示实际利益和量身定制的解决办法,以及农艺和同伴支助。未来的研究应进一步探索PA与中国利益相关者和中国最终用户的关系,为未来的社会技术发展提供信息。
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引用次数: 28
期刊
Advances in Animal Biosciences
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