Monitoring Escape and Feeding Behaviours of Cruiser Fish by Inertial and Magnetic Sensors |
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Authors: | Takuji Noda Yuuki Kawabata Nobuaki Arai Hiromichi Mitamura Shun Watanabe |
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Affiliation: | 1. Graduate School of Informatics, Kyoto University, Kyoto, Japan.; 2. Institute for East China Sea Research, Nagasaki University, Nagasaki, Japan.; 3. Field Science Education and Research Center, Kyoto University, Kyoto, Japan.; University of California Davis, United States of America, |
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Abstract: | A method was developed and applied for monitoring two types of fast-start locomotion (feeding and escape) of a cruiser fish, Japanese amberjacks Seriola quinqueradiata. A data logger, which incorporated a 3-axis gyroscope, a 3-axis accelerometer and a 3-axis magnetometer, was attached to the five fish. The escape, feeding and routine movements of the fish, which were triggered in tank experiments, were then recorded by the data logger and video cameras. The locomotor variables, calculated based on the high resolution measurements by the data logger (500 Hz), were investigated to accurately detect and classify the types of fast-track behaviour. The results show that fast-start locomotion can be detected with a high precision (0.97) and recall rate (0.96) from the routine movements. Two types of fast-start movements were classified with high accuracy (0.84). Accuracy was greater if the data were obtained from the data logger, which combined an accelerometer, a gyroscope and a magnetometer, than if only an accelerometer (0.80) or a gyroscope (0.66) was used. |
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