Insects · 2021 · 73 citations · 162 references
Life SciencesEntomologyPrecision AgricultureAcousticsInsect BehaviorStored Product EntomologyAcoustic Sensing SystemsAcoustic SensorsInsect MonitoringPest DetectionStored Product Insect PestsStored Product Pest BehaviorAcoustic Insect MonitoringAcoustic Pest IdentificationAutomated Pest IdentificationBackground NoiseInsect Pest DetectionStored Grain BeetlesStored Grain Insect PhysiologyStored Product Insect Monitoring
Acoustic technology provides information difficult to obtain about stored insect behavior, physiology, abundance, and distribution. For example, acoustic detection of immature insects feeding hidden within grain is helpful for accurate monitoring because they can be more abundant than adults and be present in samples without adults. Modern engineering and acoustics have been incorporated into decision support systems for stored product insect management, but with somewhat limited use due to device costs and the skills needed to interpret the data collected. However, inexpensive modern tools may facilitate further incorporation of acoustic technology into the mainstream of pest management and precision agriculture. One such system was tested herein to describe Sitophilus oryzae (Coleoptera: Curculionidae) adult and larval movement and feeding in stored grain. Development of improved methods to identify sounds of targeted pest insects, distinguishing them from each other and from background noise, is an active area of current research. The most powerful of the new methods may be machine learning. The methods have different strengths and weaknesses depending on the types of background noise and the signal characteristic of target insect sounds. It is likely that they will facilitate automation of detection and decrease costs of managing stored product insects in the future.
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Deep learning and computer vision will transform entomology
Toke T. Høye, Johanna Ärje, Kim Bjerge et al. · Proceedings of the National Academy of Sciences · 2021 · 439 citations · Full text
Paul K. Abram, Guy Boivin, Joffrey Moiroux et al. · Biological reviews/Biological reviews of the Cambridge Philosophical Society · 2016 · 413 citations
Life Sciences, Biology, Physiology +15