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Detection and localization of Goliath grouper using their low-frequency pulse sounds
Ali Salem Altaher1, Hanqi Zhuang1, Ali K Ibrahim1
1Electrical Engineering and Computer Science Department, Florida Atlantic University, Boca Raton, Florida 33431, USA.
This study introduces an automated system for detecting and locating marine life via low-frequency sounds. The model accurately pinpoints marine organism positions using time difference of arrival (TDOA) and adaptive matched filtering.
Area of Science:
- Marine Biology
- Acoustics
- Signal Processing
Background:
- Underwater acoustic monitoring is crucial for marine organism tracking.
- Existing methods often struggle with large datasets and precise localization of low-frequency sounds.
Purpose of the Study:
- To develop and deploy an automated model for detecting and localizing marine organisms using their low-frequency pulse sounds.
- To improve the accuracy and efficiency of underwater acoustic data analysis.
Main Methods:
- A two-stage approach was implemented: sound detection and localization.
- An adaptive matched filter (MF) was used for pulse detection and timing.
- Time difference of arrival (TDOA) algorithm was employed for source localization.
Main Results:
- The model achieved source location accuracy within the array dimensions.
- Localization error was approximately 2 meters for a 50-meter hydrophone array.
- The method successfully localized Goliath grouper calls.
Conclusions:
- The developed automated system offers precise small-scale movement tracking for sound-producing marine organisms.
- This method enables efficient processing of extensive acoustic data for ecological studies.
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