DocumentCode
3315679
Title
Sensor Network for the Monitoring of Ecosystem: Bird Species Recognition
Author
Cai, Jinhai ; Ee, Dominic ; Pham, Binh ; Roe, Paul ; Zhang, Jinglan
Author_Institution
Queensland Univ. of Technol., Brisbane
fYear
2007
fDate
3-6 Dec. 2007
Firstpage
293
Lastpage
298
Abstract
In this paper, we investigated the performance of bird species recognition using neural networks with different preprocessing methods and different sets of features. Context neural network architecture was designed to embed the dynamic nature of bird songs into inputs. We devised a noise reduction algorithm and effectively applied it to enhance bird species recognition. The performance of the context neural network architecture was comparatively evaluated with linear/mel frequency cepstral coefficients and promising experimental results were achieved.
Keywords
acoustic signal processing; biocommunications; biology computing; ecology; neural nets; wireless sensor networks; zoology; bird species recognition; ecosystem monitoring; neural networks; preprocessing methods; sensor network; Birds; Ecosystems; Hidden Markov models; Monitoring; Neural networks; Noise reduction; Pattern recognition; Speech recognition; Support vector machine classification; Support vector machines;
fLanguage
English
Publisher
ieee
Conference_Titel
Intelligent Sensors, Sensor Networks and Information, 2007. ISSNIP 2007. 3rd International Conference on
Conference_Location
Melbourne, Qld.
Print_ISBN
978-1-4244-1501-4
Electronic_ISBN
978-1-4244-1502-1
Type
conf
DOI
10.1109/ISSNIP.2007.4496859
Filename
4496859
Link To Document