Marnie F Hazlehurst, Anjum Hajat, Adam A Szpiro, Pooja S Tandon, Joel D Kaufman, Christine T Loftus, Nicole R Bush, Kaja Z LeWinn, Marion E Hare, Sheela Sathyanarayana, Catherine J Karr
Individual and Neighborhood Level Predictors of Children's Exposure to Residential Greenspace
Journal of urban health : bulletin of the New York Academy of Medicine
bats play pivotal role maintaining ecological balance studying behaviors offers vital insights environmental health aids conservation efforts determining presence various bat species environment essential many bat studies specialized audio sensors used record bat echolocation calls used identify bat species however complexity bat calls presents significant challenge necessitating expert analysis extensive time accurate interpretation recent advances neural networks help identify bat species automatically echolocation calls neural networks integrated complete endtoend system leverages recent internet things iot technologies longrange lowpowered communication protocols implement automated acoustical monitoring paper presents design implementation system uses tiny neural network interpreting sensor data derived bat echolocation signals highly compact convolutional neural network cnn model developed demonstrated excellent performance bat species identification achieving f1score 09578 accuracy rate 975 neural network deployed performance evaluated various alternative edge devices including nvidia jetson nano google coral