Non-invasive methods for heart rate measurement in fish based on photoplethysmography

光容积图 相关系数 皮尔逊积矩相关系数 计算机科学 均方误差 人工智能 数学 统计 电信 生物 无线 渔业
作者
Yacheng Deng,Tianyu Hu,Jia Chen,Junjia Zeng,Jinqian Yang,Qiaozhen Ke,Lingwei Miao,Yujia Chen,Rui Li,Rongxin Zhang,Peng Xu
出处
期刊:The Journal of Experimental Biology [The Company of Biologists]
卷期号:227 (4) 被引量:2
标识
DOI:10.1242/jeb.246464
摘要

ABSTRACT Heart rate is a crucial physiological indicator for fish, but current measurement methods are often invasive or require delicate manipulation. In this study, we introduced two non-invasive and easy-to-operate methods based on photoplethysmography, namely reflectance-type photoplethysmography (PPG) and remote photoplethysmography (rPPG), which we applied to the large yellow croaker (Larimichthys crocea). PPG showed perfect synchronization with electrocardiogram (ECG), with a Pearson's correlation coefficient of 0.99999. For rPPG, the results showed good agreement with ECG. Under active provision of green light, the Pearson's correlation coefficient was 0.966, surpassing the value of 0.947 under natural light. Additionally, the root mean square error was 0.810, which was lower than the value of 1.30 under natural light, indicating not only that the rPPG method had relatively high accuracy but also that green light may have the potential to further improve its accuracy.
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