Ladds Monique A, Rosen David A, Slip David J, Harcourt Robert G
Marine Predator Research Group, Department of Biological Sciences, Macquarie University, North Ryde, NSW 2113, Australia
School of Mathematics and Statistics, Victoria University of Wellington, Wellington 6140, New Zealand.
Biol Open. 2017 Sep 15;6(9):1396-1400. doi: 10.1242/bio.027029.
The energy expenditure of free-living fur seals and sea lions is difficult to measure directly, but may be indirectly derived from flipper stroke rate. We filmed 10 captive otariids swimming with accelerometers either attached to a harness (Daily Diary: sampling frequency 32 Hz, =4) or taped to the fur (G6a+: 25 Hz, =6). We used down sampling to derive four recording rates from each accelerometer (Daily Diary: 32, 16, 8, 4 Hz; G6a+: 25, 20, 10, 5 Hz). For each of these sampling frequencies, we derived 20 combinations of two parameters (RMW, the window size used to calculate the running mean; and , the minimum number of points smaller than a local maxima used to detect a peak) from the dynamic acceleration of x, z and x+z, to estimate stroke rate from the accelerometers. These estimates differed by up to ∼20% in comparison to the actual number of foreflipper strokes counted from videos. RMW and the choice of axis used to make the calculations (x, z or x+z) had little effect on the overall differences, though the variability was reduced when using x+z. The best varied depending on the axis used and the sampling frequency; a larger was needed for higher sampling frequencies. This study demonstrates that when parameters are appropriately tuned, accelerometers are a simple yet valid tool for estimating the stroke rates of swimming otariids.
自由生活的海狗和海狮的能量消耗很难直接测量,但可以通过鳍状肢划水频率间接得出。我们用加速度计拍摄了10只圈养的海兽类动物游泳的情况,加速度计要么系在背带上(每日记录:采样频率32Hz,n = 4),要么贴在皮毛上(G6a +:25Hz,n = 6)。我们通过下采样从每个加速度计得出四种记录速率(每日记录:32、16、8、4Hz;G6a +:25、20、10、5Hz)。对于这些采样频率中的每一个,我们从x、z和x + z的动态加速度中得出两个参数(RMW,用于计算移动平均值的窗口大小;以及 ,用于检测峰值的小于局部最大值的最小点数)的20种组合,以从加速度计估计划水频率。与从视频中计数的实际前鳍划水次数相比,这些估计值相差高达约20%。RMW以及用于进行计算的轴的选择(x、z或x + z)对总体差异影响不大,不过使用x + z时变异性会降低。最佳的 因使用的轴和采样频率而异;对于更高的采样频率需要更大的 。这项研究表明,当参数适当调整时,加速度计是估计游泳海兽类动物划水频率的一种简单而有效的工具。