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 :
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