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An automated piecewise synthesis method for cetacean tonal sounds based on time-frequency spectrogram.
Zhongbo Sun1, Jiajia Jiang1, Yao Li2
1State Key Lab of Precision Measuring Technology and Instruments, Tianjin University, Tianjin, 300072, China.
The Journal of the Acoustical Society of America
|July 1, 2022
Summary
This study introduces an automated method for creating bionic signals that mimic complex cetacean sounds. The new technique achieves high similarity, improving underwater acoustic detection and communication research.
Area of Science:
- Bioacoustics
- Signal Processing
- Marine Biology
Background:
- Bionic signal waveform design is crucial for biological research and underwater acoustic applications.
- Existing methods struggle to accurately replicate complex cetacean sounds and modify signal time-frequency structures.
- Previous manual methods for synthesizing cetacean sounds were labor-intensive.
Purpose of the Study:
- To develop an automated method for synthesizing high-similarity bionic signals that match cetacean tonal sounds.
- To overcome the limitations of manual waveform construction and improve efficiency in bionic signal generation.
- To enable accurate imitation of diverse and complex cetacean vocalizations.
Main Methods:
- Automated recognition and extraction of fundamental and harmonic contours from time-frequency spectrograms of tonal sounds.
- Integration of four sub-power frequency modulation bionic signal models to match extracted sound contours.
- Synthesis of bionic signals by combining envelopes of fundamental frequency and harmonic contours.
Main Results:
- The automated method successfully extracts key acoustic features from cetacean sounds.
- The synthesized bionic signals demonstrate high similarity to original cetacean sounds.
- Pearson correlation coefficients (PCC) between true and synthesized sounds consistently exceeded 0.95.
Conclusions:
- The proposed automated piecewise synthesis method effectively imitates simple and complex cetacean tonal sounds with high fidelity.
- This advancement significantly enhances the capability for creating realistic bionic signals for research and applications.
- The method offers a more efficient and automated approach to bionic signal design compared to previous techniques.
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