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Bat Classification based on Discrete Tchebichef Transform and Cepstrum, in Kalakad Mundanthurai Tiger Reserve


Affiliations
1 Mother Teresa Women’s University, Kodaikanal, Tamil Nadu, India
2 Bat Research Laboratory, Department of Zoology and Research Centre, Sarah Tucker College (Autonomous), Tirunelveli-627007, Tamil Nadu, India
3 Vin Solutions, Plot No.40, Raja Rajeswari Nagar, Tirunelveli– 627007, Tamil Nadu, India
4 Anandha College, Devakottai-630 303, Sivagangai District, Tamil Nadu, India
     

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Bats are unique among mammals which are key informers of climate change and play a vital role in maintaining eco-balance and pest-management in a forest, apart from being the best bio-indicators. Insectivorous bats make use of Echolocation Calls which are species-specific. Hence Echolocation calls can be used for species classification of bats. The echolocation calls are recorded using bat detectors. The audio signal is pre-emphasized and pre-processed and then features are extracted. In this paper, Discrete Tchebichef Transform and Cepstral features are made use of, to build a bat classification scheme for bats in Kalakad Mundanthurai Tiger Reserve. On classifying the bats calls with k-NN, Bayes and SVM classifiers, SVM was found to outperform others.


Keywords

Insectivorous Bats, Echolocation Call, Feature Extraction, Cepstral Features.
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  • Bat Classification based on Discrete Tchebichef Transform and Cepstrum, in Kalakad Mundanthurai Tiger Reserve

Abstract Views: 260  |  PDF Views: 3

Authors

Gladrene Sheena Basil
Mother Teresa Women’s University, Kodaikanal, Tamil Nadu, India
Juliet Vanitharani
Bat Research Laboratory, Department of Zoology and Research Centre, Sarah Tucker College (Autonomous), Tirunelveli-627007, Tamil Nadu, India
K. Jayapriya
Vin Solutions, Plot No.40, Raja Rajeswari Nagar, Tirunelveli– 627007, Tamil Nadu, India
A. Antonysamy
Anandha College, Devakottai-630 303, Sivagangai District, Tamil Nadu, India

Abstract


Bats are unique among mammals which are key informers of climate change and play a vital role in maintaining eco-balance and pest-management in a forest, apart from being the best bio-indicators. Insectivorous bats make use of Echolocation Calls which are species-specific. Hence Echolocation calls can be used for species classification of bats. The echolocation calls are recorded using bat detectors. The audio signal is pre-emphasized and pre-processed and then features are extracted. In this paper, Discrete Tchebichef Transform and Cepstral features are made use of, to build a bat classification scheme for bats in Kalakad Mundanthurai Tiger Reserve. On classifying the bats calls with k-NN, Bayes and SVM classifiers, SVM was found to outperform others.


Keywords


Insectivorous Bats, Echolocation Call, Feature Extraction, Cepstral Features.