Online computational ethology based on modern IT infrastructure

作者: Leon B. Larsen , John Hallam , Mathias M. Neerup

DOI: 10.1016/J.ECOINF.2021.101290

关键词:

摘要: Abstract In the study of animal behaviour, annotation and analysis is largely done manually either directly in field or from recordings. An emerging field, computational ethology, challenging this approach by using machine learning to automate process. However, use such methods general complicated a lack modularity, leading high cost long development times. At same time, benefits implementing fully automated pipeline are often minuscule. We propose online as way gain more automating process, making it easier ensure that equipment properly configured calibrated, enabling recording follow animals, even closed-loop experiments. work, we discuss requirements challenges for system an implementation based on modern IT infrastructure. Finally, demonstrate case studies bats mongoose. As algorithms developed expect systems enable new experimental setups insights field.

参考文章(59)
Tatu Ylönen, SSH: secure login connections over the internet usenix security symposium. pp. 4- 4 ,(1996)
Henrik Brumm, Hans Slabbekoorn, Acoustic Communication in Noise Advances in The Study of Behavior. ,vol. 35, pp. 151- 209 ,(2005) , 10.1016/S0065-3454(05)35004-2
S. Bharitkar, D. Filev, An online learning vector quantization algorithm information sciences signal processing and their applications. ,vol. 2, pp. 394- 397 ,(2001) , 10.1109/ISSPA.2001.950163
N. Tinbergen, On aims and methods of Ethology Zeitschrift für Tierpsychologie. ,vol. 20, pp. 410- 433 ,(2010) , 10.1111/J.1439-0310.1963.TB01161.X
Andrzej Pawlowski, Ignacio Fernández, José Luis Guzmán, Manuel Berenguel, Francisco Gabriel Acién, Julio E Normey-Rico, Event-based predictive control of pH in tubular photobioreactors Computers & Chemical Engineering. ,vol. 65, pp. 28- 39 ,(2014) , 10.1016/J.COMPCHEMENG.2014.03.001
Logan Grosenick, James H. Marshel, Karl Deisseroth, Closed-loop and activity-guided optogenetic control. Neuron. ,vol. 86, pp. 106- 139 ,(2015) , 10.1016/J.NEURON.2015.03.034
A. Amirante, T. Castaldi, L. Miniero, S. P. Romano, Janus: a general purpose WebRTC gateway principles systems and applications of ip telecommunications. pp. 7- ,(2014) , 10.1145/2670386.2670389
A. Davis, J. Parikh, W. E. Weihl, Edgecomputing: extending enterprise applications to the edge of the internet the web conference. pp. 180- 187 ,(2004) , 10.1145/1013367.1013397