Fishery Resource Analysis and Monitoring Division, Northwest Fisheries Science Center, National Marine Fisheries Service, National Oceanic and Atmospheric Administration, 2725 Montlake Boulevard East, Seattle, WA 98112, USA.
Israel Oceanographic and Limnological Research, Yigal Allon Kinneret Limnological Laboratory, P.O. Box 447, Migdal 1495000, Israel.
Sci Total Environ. 2021 Nov 10;794:148573. doi: 10.1016/j.scitotenv.2021.148573. Epub 2021 Jun 22.
Cyanobacterial harmful algal blooms (HABs) are increasing in a growing number of aquatic ecosystems around the world due to eutrophication and climatic change over the past few decades. Quantitative monitoring of HABs remains a challenge because their distributions are spatially heterogeneous and temporally variable. Most of the standard biological sampling methods are labor intensive and time consuming. In this paper, we present an efficient acoustic method to assess the biomass (biovolume) concentration of the cyanobacterium Microcystis in aquatic ecosystems. Acoustic backscattering vertical profiles from a gas-bearing Microcystis population were measured with echosounders at three frequencies (70, 120, and 333 kHz) in Lake Kinneret (case study). Concurrently, the volume concentration of Microcystis colonies and cyanobacteria-related Chlorophyll a were evaluated. We developed a partially coherent acoustic scattering model to quantify the cyanobacterium biomass based on depth-dependent acoustic backscattering signals. We also evaluated empirical regression models to obtain the Microcystis biomass from acoustically measured volume backscattering strength, S. It is demonstrated that both methods can convert the S to Microcystis biovolume concentrations reasonably well. Pro and cons of these methods are discussed. The results suggest that the presented methods may have a potential to be used for broader applications to monitor and quantify the gas-containing plankton in large aquatic ecosystems.
由于过去几十年来的富营养化和气候变化,世界各地越来越多的水生生态系统中蓝藻有害藻华(HABs)正在增加。由于其分布具有空间异质性和时间可变性,因此对 HABs 的定量监测仍然是一个挑战。大多数标准的生物采样方法既费时又费力。在本文中,我们提出了一种有效的声学方法,用于评估水生生态系统中蓝藻微囊藻的生物量(生物体积)浓度。在加利利湖(案例研究)中,利用回声仪在三个频率(70、120 和 333 kHz)下测量了含气微囊藻种群的声学反向散射垂直剖面。同时,评估了微囊藻菌落和与蓝藻相关的叶绿素 a 的体积浓度。我们开发了一种部分相干的声学散射模型,根据深度相关的声学反向散射信号来量化蓝藻的生物量。我们还评估了经验回归模型,以从声学测量的体积反向散射强度 S 中获得微囊藻的生物量。结果表明,这两种方法都可以很好地将 S 转换为微囊藻生物体积浓度。讨论了这些方法的优缺点。结果表明,所提出的方法可能具有潜力,可用于更广泛的应用,以监测和量化大型水生生态系统中的含气浮游生物。