鳜摄食配合饲料的声学信号特征OA
Acoustic signal characteristics of Siniperca chuatsi during feeding on compound feed
为促进鳜(Siniperca chuatsi)养殖技术的创新升级与产业智能化,实现精准投喂,并探究其在工厂化循环水养殖模式下的摄食行为特征,本研究采用被动声学监测技术(passive acoustic monitoring,PAM),系统分析了不同规格鳜摄食配合饲料的声学信号特征及其在时域与频域上的变化规律.结果表明,鳜摄食声信号具有典型的声学特征,平均后的梅尔频率倒谱系数(average mel-frequency cepstral coefficients,AMFCC)可作为识别其摄食声的有效参数,并能将吞食声与咀嚼声进行分类.时域分析显示,不同规格鳜的吞食次序与振幅最大值、振幅极差及摄食间隔均存在显著相关性:吞食次序与振幅最大值和振幅极差呈负相关,与摄食间隔呈正相关;随着摄食次序增加,吞食声的短时平均幅值呈线性下降趋势,各规格组回归方程 R2 均大于 0.7,拟合良好.将分类出的鳜吞食声与咀嚼声进行频域分析,鳜吞食声主要能量分布于1.8~9 kHz,咀嚼声集中于 1~6 kHz,且能量分布范围不受规格影响;摄食声峰值频率在不同规格间差异不大,可作为识别鳜摄食行为的关键声学参数.进一步对鳜摄食声信号的峰值能量分析发现,吞食声的功率值主要分布在 50~80 dB,咀嚼声则集中于 20~40 dB,峰值频率处的功率值随鱼体规格增大而显著上升.这些声学信号特征深化了对鳜摄食行为的理解,为实现鳜养殖的智能化管理与精准投喂提供了数据基础,有助于在养殖实践中优化投喂策略、减少饲料浪费、提高养殖效率.
Mandarin fish(Siniperca chuatsi)has become a major species in the catering consumer market in recent years,and its industrial demand has shown sustained growth.However,the current extensive feeding methods and low feed utilization rate have created severe challenges to its industrial development.To promote the innovation and upgrading of S.chuatsi breeding technology,industrial intelligence,and precise feeding,this study used passive acoustic monitoring(PAM)technology to study the acoustic characteristics of different size classes of Siniperca chuatsi during feeding on compound feed and their variations in the time-frequency domain.The acoustic signal characteristics of Siniperca chuatsi feeding behavior were thoroughly revealed by systematically analyzing the acoustic signals during their feeding.The average Mel-frequency cepstral coefficients can be used as an acoustic parameter to identify the feeding sound of Siniperca chuatsi.Swallowing sounds and chewing sounds were also classified.Using time-domain and frequency-domain analyses,different specifications of Siniperca chuatsi were used to explore and analyze its acoustic characteristics.The time-domain analysis revealed that the swallowing order of different specifications of Siniperca chuatsi was related to maximum amplitude,amplitude range,and feeding interval.Swallowing order was negatively correlated with maximum amplitude and amplitude range,and positively correlated with the feeding interval.It was found that with the increase of feeding order,the short-term average amplitude of swallowing sounds gradually decreased,showing a linear negative correlation.The regression equations'R2 of different specifications were all greater than 0.7,indicating that the linear fitting degree was good.The frequency domain showed that the main energy distribution range of swallowing sounds was 1.8~9 kHz,while that of chewing sounds was 1~6 kHz.The main energy distribution range was not affected by the size of the specifications,and the peak frequency of feeding sounds was slightly different according to the size of the specifications,but the difference was not large,so it can be used as the identification parameter of feeding sound characteristics in mandarin fish.Finally,the distribution of the peak energy of the feeding sound signal of Siniperca chuatsi was explored.The large probability distribution of the power value of the feeding sounds was 50~80 dB,and that of the chewing sounds was 20~40 dB.The power value of the peak frequency varied significantly with size class.
朱晨;刘晃;刘世晶
福建农林大学海洋学院,福建 福州 350000||中国水产科学研究院渔业机械仪器研究所,上海 200092中国水产科学研究院渔业机械仪器研究所,上海 200092中国水产科学研究院渔业机械仪器研究所,上海 200092
农业科技
鳜摄食行为水产养殖被动声学
Siniperca chuatsifeeding behavioraquaculturepassive acoustics
《中国水产科学》 2026 (5)
34-46,13
农业农村部科技项目中国水产科学研究院中央级公益性科研院所基本科研业务费专项资金项目(2024XT0901).
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