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MARCOŇ, P. JANOUŠEK, J. POKORNÝ, J. NOVOTNÝ, J. VLACHOVÁ HUTOVÁ, E. ŠIRŮČKOVÁ, A. ČÁP, M. LÁZNIČKOVÁ, J. KADLEC, R. RAICHL, P. DOHNAL, P. STEINBAUER, M. GESCHEIDTOVÁ, E.
Originální název
A System Using Artificial Intelligence to Detect and Scare Bird Flocks in the Protection of Ripening Fruit
Typ
článek v časopise ve Web of Science, Jimp
Jazyk
angličtina
Originální abstrakt
Flocks of birds may cause major damage to fruit crops in the ripening phase. This problem is addressed by various methods for bird scaring; in many cases, however, the birds become accustomed to the distraction, and the applied scaring procedure loses its purpose. To help eliminate the difficulty, we present a system to detect flocks and to trigger an actuator that will scare the objects only when a flock passes through the monitored space. The actual detection is performed with artificial intelligence utilizing a convolutional neural network. Before teaching the network, we employed videocameras and a differential algorithm to detect all items moving in the vineyard. Such objects revealed in the images were labeled and then used in training, testing, and validating the network. The assessment of the detection algorithm required evaluating the parameters precision, recall, and F1 score. In terms of function, the algorithm is implemented in a module consisting of a microcomputer and a connected videocamera. When a flock is detected, the microcontroller will generate a signal to be wirelessly transmitted to the module, whose task is to trigger the scaring actuator.
Klíčová slova
bird detection; convolutional neural network; deterrent system; flocks of birds; fruit; fruit crops; starlings
Autoři
MARCOŇ, P.; JANOUŠEK, J.; POKORNÝ, J.; NOVOTNÝ, J.; VLACHOVÁ HUTOVÁ, E.; ŠIRŮČKOVÁ, A.; ČÁP, M.; LÁZNIČKOVÁ, J.; KADLEC, R.; RAICHL, P.; DOHNAL, P.; STEINBAUER, M.; GESCHEIDTOVÁ, E.
Vydáno
20. 6. 2021
Nakladatel
MDPI
Místo
BASEL
ISSN
1424-8220
Periodikum
SENSORS
Ročník
21
Číslo
12
Stát
Švýcarská konfederace
Strany od
1
Strany do
16
Strany počet
URL
https://www.mdpi.com/1424-8220/21/12/4244/htm
Plný text v Digitální knihovně
http://hdl.handle.net/11012/200491
BibTex
@article{BUT171859, author="Petr {Marcoň} and Jiří {Janoušek} and Josef {Pokorný} and Josef {Novotný} and Eliška {Vlachová Hutová} and Anna {Širůčková} and Martin {Čáp} and Jana {Lázničková} and Radim {Kadlec} and Petr {Raichl} and Přemysl {Dohnal} and Miloslav {Steinbauer} and Eva {Gescheidtová}", title="A System Using Artificial Intelligence to Detect and Scare Bird Flocks in the Protection of Ripening Fruit", journal="SENSORS", year="2021", volume="21", number="12", pages="1--16", doi="10.3390/s21124244", issn="1424-8220", url="https://www.mdpi.com/1424-8220/21/12/4244/htm" }