Low-cost hyper-spectral imaging system using a linear variable bandpass filter for agritech applications.

Hyperspectral imaging for agricultural applications provides a solution for non-destructive, large-area crop monitoring. However, current products are bulky and expensive due to complicated optics and electronics. A linear variable filter was developed for implementation into a prototype hyperspectral imaging camera that demonstrates good spectral performance between 450 and 900 nm. Equipped with a feature extraction and classification algorithm, the proposed system can be used to determine potato plant health with ∼88% accuracy. This algorithm was also capable of species identification and is demonstrated as being capable of differentiating between rocket, lettuce, and spinach. Results are promising for an entry-level, low-cost hyperspectral imaging solution for agriculture applications.

Impact of land use and management practices on soil nematode communities of Machair, a low-input calcareous ecosystem of conservation importance.

Machair is a vulnerable low-lying coastal ecosystem with internationally recognised conservation importance. It is characterised by wind-blown calcareous shell-sand soils that support a patchwork of low-input land-use types including species rich grasslands and small-scale arable production. In contrast to numerous above-ground studies, few below-ground studies have been made on the Machair. Thus, a knowledge gap exists, and no baseline data is available to determine the impact, if any, of fundamental changes in Machair land management practices such as a move from traditional rotational to permanent grazing, and increased use of inorganic fertiliser. To address this knowledge deficit, we assessed the impact of different agronomic management practices (cropped, fallow and grasslands) on the structure of soil nematode communities over a two-year period along a geographically limited north-south gradient of coastal Machair of the Outer Hebrides archipelago. Land use followed by season were the main drivers of nematode communities from Machair soils. Functionally, nematode communities from grassland were typically distinct from cropped or fallow communities driven primarily by differential contributions to the overall nematode community by the dominant bacterial-feeding nematodes. Temporally, nematode communities sampled in spring and autumn were distinct.