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EVALUATING THE SENSITIVITY OF AN UNMANNED THERMAL INFRARED AERIAL SYSTEM TO DETECT WATER STRESS IN A COTTON CANOPY

机译:评估无用热红外航空系统检测棉花冠层水分胁迫的敏感性

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摘要

Airborne thermal infrared (TIR) imagery is a promising and innovative tool for assessing canopy response to a range of stressors. However, the expense associated with acquiring imagery for agricultural management is often cost-prohibitive. The objective of this study was to evaluate a less expensive system, an unmanned airvehicle (UAV) equipped with a TIR sensor, for detecting cotton (Gossypium hirsutum L.) response to irrigation and crop residue management. The experimental site was located on a 6.1 ha field in the Tennessee Valley Research and Extension Center located in Belle Mina, Alabama, where landscapes are gently rolling and soils are highly weathered Rhodic Paleudults. Treatments consisted of irrigation (dryland or subsurface drip irrigation) and crop residue cover (no cover or winter wheat (Triticum aestivum L.)). TIR (7 to 14 μm) imagery was acquired on 18 July 2006 at an altitude of 90 m and spatial resolution of 0.5 m. Coincident with image acquisition, ground truth data consisting of soil water content (0-25 cm), stomatal conductance, and canopy cover were measured within a 1 m radius of each sample location. All sample locations were georeferenced using a real-time kinematic (RTK) GPS survey unit. Analysis of sample locations acquired in multiple flight lines was used to assess the stability and repeatability of the UAV system during an acquisition. Compared to field measurements of stomatal conductance with CVs ranging from 2% to 75%, variability in TIR emittance (CV < 40%) was within the observed tolerance of ground truth measurements of stomatal conductance. Significant differences in canopy cover and stomatal conductance across irrigation treatments allowed testing of the sensitivity of the UAV system. A negative correlation was observed between TIR emittance and stomatal conductance (r = -0.48) and canopy closure (r = -0.44), indicating increasing canopy stress as stomatal conductance and canopy closure decreased. TIR emittance exhibited greater sensitivity to canopy response compared to ground truth measurements, differentiating between irrigation and crop residue cover treatments. TIR imagery acquired with a low-altitude UAV can be used as a tool to manage within-season canopy stress.
机译:机载热红外(TIR)图像是用于评估冠层对一系列压力源响应的有前途和创新工具。然而,与获取用于农业管理的图像有关的费用通常是成本高昂的。这项研究的目的是评估一种较便宜的系统,即配备TIR传感器的无人飞行器(UAV),用于检测棉花对灌溉和农作物残留管理的响应。实验地点位于阿拉巴马州Belle Mina的田纳西河谷研究与推广中心的6.1公顷田地上,那里的景观缓缓滚动,土壤风化的Rhodic Paleudults。处理包括灌溉(旱地或地下滴灌)和作物残茬覆盖(无覆盖或冬小麦(Triticum aestivum L.))。 2006年7月18日在90 m的高度和0.5 m的空间分辨率下获得了TIR(7至14μm)图像。与图像采集相吻合的是,在每个样本位置的1 m半径范围内测量了由土壤含水量(0-25 cm),气孔导度和冠层覆盖组成的地面真实数据。使用实时运动(RTK)GPS测量单元对所有样品位置进行地理定位。在多个飞行路线中获取的样本位置的分析用于评估获取期间无人机系统的稳定性和可重复性。与现场CV在2%至75%范围内的气孔电导率测量相比,TIR发射率的变化(CV <40%)在实测气孔电导率实测误差范围内。灌溉处理间冠层覆盖度和气孔导度的显着差异允许测试无人机系统的灵敏度。在TIR发射率与气孔导度(r = -0.48)和冠层闭合(r = -0.44)之间观察到负相关,表明随着气孔导度和冠层闭合减少,冠层应力增加。与地面实况测量相比,TIR发射对冠层响应表现出更高的敏感性,从而可以区分灌溉和作物残茬覆盖处理。用低空无人机获取的TIR图像可用作管理季节内冠层压力的工具。

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