DocumentCode
642837
Title
Accelerometer based activity monitoring system for behavioural analysis of free-roaming animals
Author
Santha, Gergo ; Hermann, Gyula
Author_Institution
Obuda Univ., Budapest, Hungary
fYear
2013
fDate
26-28 Sept. 2013
Firstpage
199
Lastpage
203
Abstract
In this paper, an activity monitoring system is described based on a custom wireless 3-axis accelerometer sensor. The system is suitable for behavioral analysis of larger free-roaming animals. The wireless sensor is mounted on a collar and transmits the accelerometric data to the PC logging application. The received data can be recorded fully or partially by segmenting the events upon derivative threshold crossing or manual triggering. Furthermore, a segmentation method is proposed based on periodicity extraction from the selected axis data. The segmented data chunks can be introduced to machine learning algorithms (Artificial Neural Networks, Hidden Markov Models or Support Vector Machines) for further classification.
Keywords
accelerometers; behavioural sciences computing; computerised monitoring; zoology; PC logging application; accelerometer based activity monitoring system; artificial neural networks; behavioural analysis; free-roaming animals; hidden Markov models; machine learning algorithms; segmentation method; support vector machines; wireless 3-axis accelerometer sensor; Accelerometers; Animals; Correlation; Monitoring; Vectors; Wireless communication; Wireless sensor networks;
fLanguage
English
Publisher
ieee
Conference_Titel
Intelligent Systems and Informatics (SISY), 2013 IEEE 11th International Symposium on
Conference_Location
Subotica
Print_ISBN
978-1-4799-0303-0
Type
conf
DOI
10.1109/SISY.2013.6662570
Filename
6662570
Link To Document