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Future approaches to facilitate large-scale adoption of thermal based images as key input in the production of dynamic irrigation management zones 促进大规模采用基于热成像的图像作为生产动态灌溉管理区的关键输入的未来方法
Pub Date : 2017-07-01 DOI: 10.1017/S2040470017001352
Y. Cohen, N. Agam, I. Klapp, A. Karnieli, O. Beeri, V. Alchanatis, N. Sochen
To use VRI systems, a field is divided into irrigation management zones (IMZs). While IMZs are dynamic in nature, most of IMZs prescription maps are static. High-resolution thermal images (TI) coupled with measured atmospheric conditions have been utilized to map the within-field water status variability and to delineate in-season IMZs. Unfortunately, spaceborne TIs have coarse spatial resolution and aerial platforms require substantial financial investments, which may inhibit their large-scale adoption. Three approaches are proposed to facilitate large-scale adoption of TI-based IMZs: 1) increase of the capacity of aerial TI by enhancing their spatial resolution; 2) sharpening the spatial resolution of satellite TI by fusing satellite multi-spectral images in the visible-near-infrared (VIS-NIR) range; 3) increase the capacity of aerial TI by fusing satellite multi-spectral images in the VIS-NIR range. The scientific and engineering basis of each of the approaches is described together with initial results.
为了使用VRI系统,将一块田地划分为灌溉管理区(IMZs)。虽然imz本质上是动态的,但大多数imz的处方图是静态的。利用高分辨率热图像(TI)与测量的大气条件相结合,绘制了场内水状态变化图,并划定了季节性imz。不幸的是,星载ti具有粗糙的空间分辨率,空中平台需要大量的财政投资,这可能会阻碍它们的大规模采用。提出了三种促进大规模采用基于TI的imz的方法:1)通过提高空中TI的空间分辨率来增加其容量;2)通过融合可见光-近红外(VIS-NIR)范围内的卫星多光谱图像,锐化卫星TI的空间分辨率;3)通过融合近可见光-近红外范围内的卫星多光谱图像,增加航空TI的容量。描述了每种方法的科学和工程基础以及初步结果。
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引用次数: 6
Modelling and simulation of a no-till seeder vertical motion dynamics for precise seeding depth 精确播种深度的免耕播种机垂直运动动力学建模与仿真
Pub Date : 2017-07-01 DOI: 10.1017/S2040470017000590
Galibjon M. Sharipov, D. Paraforos, H. Griepentrog
One of the significant obstacles in achieving a reliable seed germination and even plant field emergence in no-till seeding is a variation in the desired seeding depth. This is caused by the inappropriate response of the seeder motion dynamics to harsh soil conditions and to high operating speed. In order to assess the dynamic response of a no-till seeder, a mathematical model, which simulated the vertical motion of a seeding aggregate, was developed. A correlation between the simulated and the measured parameters resulted in a root-mean-squared (RMS) error of 17.2% and 6.4% for impact force and pitch angle, respectively. The simulated impact force frequencies of interests were detected at the critical frequencies of the measured forces with high coherence values.
在免耕播种中,实现可靠的种子发芽甚至出苗的一个重要障碍是期望播种深度的变化。这是由于播种机运动动力学对恶劣土壤条件和高运行速度的不适当响应造成的。为了评价免耕播种机的动态响应,建立了模拟免耕播种机集合体垂直运动的数学模型。模拟参数与实测参数的相关性导致冲击力和俯仰角的均方根(RMS)误差分别为17.2%和6.4%。在具有高相干值的测量力的临界频率处检测出感兴趣的模拟冲击力频率。
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引用次数: 4
RoboWeedSupport - Presentation of a cloud based system bridging the gap between in-field weed inspections and decision support systems RoboWeedSupport——展示了一种基于云的系统,弥合了现场杂草检查和决策支持系统之间的差距
Pub Date : 2017-07-01 DOI: 10.1017/S2040470017001054
P. Rydahl, N.-P. Jensen, M. Dyrmann, P. H. Nielsen, R. Jørgensen
In order to exploit potentials of 20–40% reduction of herbicide use, as documented by use of Decision Support Systems (DSS), where requirements for manual field inspection constitute a major obstacle, large numbers of digital pictures of weed infestations have been collected and analysed manually by crop advisors. Results were transferred to: 1) DSS, which determined needs for control and connected, optimized options for control returned options for control and 2) convolutional, neural networks, which in this way were trained to enable automatic analysis of future pictures, which support both field- and site-specific integrated weed management.
为了开发减少20-40%除草剂使用的潜力,正如使用决策支持系统(DSS)所记录的那样,人工实地检查的要求构成了主要障碍,作物顾问已经收集并人工分析了大量杂草侵扰的数字图片。结果传递给:1)DSS,确定控制需求并连接,优化控制选项,返回控制选项;2)卷积神经网络,通过这种方式进行训练,实现对未来图像的自动分析,从而支持特定领域和特定地点的综合杂草管理。
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引用次数: 6
Evaluating satellite remote sensing as a method for measuring yield variability in Avocado and Macadamia tree crops 评估卫星遥感作为测量鳄梨和澳洲坚果树作物产量变异的方法
Pub Date : 2017-07-01 DOI: 10.1017/S2040470017000954
A. Robson, M. Rahman, Jasmine Muir, A. Saint, C. Simpson, C. Searle
This paper evaluates the potential of very high resolution multispectral (Worldview-3) satellite imagery for mapping yield parameters in avocado and macadamia orchards. An evaluation of 18 structural and pigment based vegetation indices (VIs) derived from Worldview-3 imagery identified a positive relationship to nut/ fruit weight (kg/tree) R 2 >0.69 for macadamia and R 2 >0.68 for avocado; and nut/ fruit number (per tree) R 2 >0.6 for macadamia and R 2 >0.61 for avocado. Using the algorithms derived between the optimal VI and the measured parameter, yield and nut/ fruit number maps were derived for each block. In the absence of a commercial yield monitor, the resulting yield maps offer significant benefit to growers for improving orchard management, harvest scheduling, and forward selling decisions.
本文评估了非常高分辨率多光谱(Worldview-3)卫星图像在牛油果和夏威夷果果园产量参数制图中的潜力。通过对Worldview-3影像中18个基于结构和色素的植被指数(VIs)的评价,发现其与坚果/果实重(kg/树)呈正相关,其中澳洲坚果r2 >0.69,鳄梨r2 >0.68;坚果/果数(每棵)r2 >0.6,鳄梨r2 >0.61。利用最优VI与实测参数之间的算法,推导出每个地块的产量图和坚果/果实数图。在没有商业产量监视器的情况下,由此产生的产量图为种植者改善果园管理、收获计划和远期销售决策提供了显著的好处。
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引用次数: 13
Hyperspectral Aerial Imaging for Grassland Yield Estimation 草地产量估算的高光谱航空成像
Pub Date : 2017-07-01 DOI: 10.1017/S2040470017000619
J. Geipel, A. Korsaeth
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引用次数: 8
Application of a Wireless Sensor Network for Multi-Depth Soil Moisture Monitoring at Farm Scale in New Zealand’s Hill Country 无线传感器网络在新西兰山区农田多深度土壤湿度监测中的应用
Pub Date : 2017-07-01 DOI: 10.1017/S2040470017000450
I. Hajdu, I. Yule
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引用次数: 0
A review of Precision Agriculture as an aid to Nutrient Management in Intensive Grassland Areas in North West Europe 精准农业在西北欧集约化草原养分管理中的应用综述
Pub Date : 2017-07-01 DOI: 10.1017/S2040470017000668
S. Higgins, J. Schellberg, J. Bailey
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引用次数: 4
Evaluation of spectral-based and canopy-based vegetation indices from UAV and Sentinel 2 images to assess spatial variability and ground vine parameters 基于无人机和哨兵2图像的光谱和冠层植被指数评估,以评估空间变异性和地面藤蔓参数
Pub Date : 2017-07-01 DOI: 10.1017/S2040470017000929
A. Matese, S. F. D. Gennaro, C. Miranda, A. Berton, L. G. Santesteban
New remote sensing technologies have provided unprecedented results in vineyard monitoring. The aim of this work was to evaluate different sources of images and processing methodologies to describe spatial variability of spectral-based and canopy-based vegetation indices within a vineyard, and their relationship with productive and qualitative vine parameters. Comparison between image-derived indices from Sentinel 2 NDVI, unfiltered and filtered UAV NDVI and with agronomic features have been performed. UAV images allow calculating new non-spectral indices based on canopy architecture that provide additional and useful information to the growers with regards to within-vineyard management zone delineation.
新的遥感技术为葡萄园监测提供了前所未有的成果。这项工作的目的是评估不同的图像来源和处理方法,以描述葡萄园内基于光谱和基于冠层的植被指数的空间变异性,以及它们与生产和定性葡萄参数的关系。对Sentinel 2 NDVI、未滤波和滤波后的无人机NDVI以及具有农艺特征的图像衍生指数进行了比较。无人机图像允许计算基于树冠结构的新的非光谱指数,为种植者提供关于葡萄园内管理区域划定的额外和有用的信息。
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引用次数: 15
A Web-based GIS Decision Support Tool for Determining Corn Aflatoxin Risk: A Case Study Data from Southern Georgia, USA 基于网络的GIS决策支持工具用于确定玉米黄曲霉毒素风险:来自美国南乔治亚州的案例研究数据
Pub Date : 2017-07-01 DOI: 10.1017/S2040470017000486
F. Navarro, B. Ingram, R. Kerry, B. Ortiz, B. Scully
Aflatoxin is a fungal toxin contaminating corn and causing liver cancer in humans and animals. Contamination is driven by high temperatures and drought. Aflatoxin assessment is expensive so extension services need to identify high risk areas so irrigation, planting strategies and corn varieties can be adapted. This research presents a web-based decision support tool for risk illustrated with a case study from southern Georgia. The tool employs the approach, developed by Kerry et al. (2017b) where exceedance of key thresholds in temperatures, rainfall, soil type and corn production are used to determine risk. The tool also includes NDVI to indicate drought stress and could be further expanded to include new risk factors and adapted to other crops.
黄曲霉毒素是一种真菌毒素,污染玉米,导致人类和动物肝癌。污染是由高温和干旱造成的。黄曲霉毒素评估费用昂贵,因此推广服务需要确定高风险地区,以便适应灌溉、种植策略和玉米品种。本研究提出了一种基于网络的风险决策支持工具,并以佐治亚州南部的一个案例研究为例加以说明。该工具采用Kerry等人(2017b)开发的方法,其中使用温度,降雨量,土壤类型和玉米产量的关键阈值来确定风险。该工具还包括用于指示干旱压力的NDVI,可以进一步扩展到包括新的风险因素并适应其他作物。
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引用次数: 2
On-the-go thermal imaging for water status assessment in commercial vineyards 用于商业葡萄园水状况评估的即时热成像技术
Pub Date : 2017-07-01 DOI: 10.1017/S204047001700108X
S. Gutiérrez, M. Diago, J. Fernández-Novales, J. Tardáguila
The goal of this work was the assessment of commercial vineyard water status using on-the-go thermal imaging. On-the-go thermal imaging acquisition was conducted with a thermal camera operating at 1.20m distance from the canopy, mounted on a quad moving at 5 km/h. Canopy temperature, cross water stress index (CWSI) and stomatal conductance index (Ig) were strongly and significantly correlated to stem water potential (Ψstem) in east and west side of the canopy. For CWSI, the values of the coefficient of determination (R ) were 0.88*** and 0.73*** for east and west sides, respectively. As regards the index Ig, its relationships with Ψstem showed R = 0.89*** and R= 0.77*** for east and west sides, respectively. These results are promising and evidence the potential of on-the-go thermal imaging to become a new tool to evaluate the vineyard water status.
这项工作的目的是利用即时热成像技术评估商业葡萄园的水状况。热像仪安装在以5公里/小时的速度移动的四轴飞行器上,在距顶棚1.20米的地方进行实时热成像采集。冠层温度、交叉水分胁迫指数(CWSI)和气孔导度指数(Ig)与冠层东侧和西侧茎水势(Ψstem)呈极显著强相关。东侧和西侧CWSI的决定系数R分别为0.88***和0.73***。Ig指数与Ψstem的关系在东西两侧分别为R= 0.89***和R= 0.77***。这些结果是有希望的,并且证明了动态热成像技术成为评估葡萄园水状况的新工具的潜力。
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引用次数: 6
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Advances in Animal Biosciences
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