2021
DOI: 10.3390/agriculture11121262
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A Handheld Grassland Vegetation Monitoring System Based on Multispectral Imaging

Abstract: Monitoring grassland vegetation growth is of vital importance to scientific grazing and grassland management. People expect to be able to use a portable device, like a mobile phone, to monitor grassland vegetation growth at any time. In this paper, we propose a handheld grassland vegetation monitoring system to achieve the goal of monitoring grassland vegetation growth. The system includes two parts: the hardware unit is a hand-held multispectral imaging tool named ASQ-Discover based on a smartphone, which has… Show more

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Cited by 10 publications
(7 citation statements)
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References 46 publications
(55 reference statements)
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“…For our study, we used a combination of hyperspectral imaging techniques, soil sensor measurements, and gene expression analysis via RNA sequencing, to decipher the research questions. Hyperspectral imaging is an established method that is used to estimate plant biomass, structure, photosynthetic activity and biochemical properties (Hermanns et al 2021;Théau et al 2021;Zhang et al 2021), and therefore has potential use in our studies. Here, we defined drought resilience in the genotypes as monocultures and mixtures that maintain optimal growth during periods of water depravation and additionally, recover quickly from drought (and heat) stress after rainfall or irrigation (and lowering of temperature) occur.…”
Section: Introductionmentioning
confidence: 99%
“…For our study, we used a combination of hyperspectral imaging techniques, soil sensor measurements, and gene expression analysis via RNA sequencing, to decipher the research questions. Hyperspectral imaging is an established method that is used to estimate plant biomass, structure, photosynthetic activity and biochemical properties (Hermanns et al 2021;Théau et al 2021;Zhang et al 2021), and therefore has potential use in our studies. Here, we defined drought resilience in the genotypes as monocultures and mixtures that maintain optimal growth during periods of water depravation and additionally, recover quickly from drought (and heat) stress after rainfall or irrigation (and lowering of temperature) occur.…”
Section: Introductionmentioning
confidence: 99%
“…It also requires a specialized laboratory, a demanding task that is not practical for people working in the field [5]. For this reason, technological alternatives are being considered that are capable of predicting grass properties without generating negative impacts on the environment, and that can be used to control the growth and development of grasses [6]. New calibration techniques and laboratory and remote sensing (RS) belonging to the spectroscopy can predict grasses components without chemical analysis [7].…”
Section: Introductionmentioning
confidence: 99%
“…Vignetting is usually unintentional and undesired. The appearance of this effect is particularly undesirable when there is a need for radiometric or quantitative image analysis, which is very common in different areas, e.g., astronomy [ 1 , 2 ]; microscopy [ 3 , 4 , 5 , 6 ]; and remote sensing applications using terrestrial [ 7 , 8 ], airborne [ 9 , 10 , 11 , 12 , 13 ] and spaceborne sensors [ 14 , 15 ], to name just a few of them. This phenomenon is also undesirable in the case of the use of computational imaging algorithms, such as the creation of high dynamic range (HDR) images [ 16 , 17 ], the stitching of static images to create panoramic [ 18 , 19 , 20 ] or mosaic images [ 3 , 4 , 5 , 6 , 21 ], as well as a panoramic real-time view [ 22 ].…”
Section: Introductionmentioning
confidence: 99%