Development of a Macroalgal Biomass Sensor for an Integrated Multi-Trophic Aquaculture (IMTA) System

被引:1
|
作者
Tang, Guifang [1 ,2 ]
Li, Yanjun [2 ]
Wills, Paul S. [2 ]
Hanisak, Dennis [2 ]
Ouyang, Bing [2 ]
机构
[1] Florida Atlantic Univ, Dept Comp & Elect Engn & Comp Sci, 777 Glades Rd, Boca Raton, FL 33431 USA
[2] Florida Atlantic Univ, Harbor Branch Oceanog Inst, 5600 US1 North, Ft Pierce, FL 33496 USA
关键词
Integrated Multi-Trophic Aquaculture; Machine Learning; Biomass Sensor; Macroalgae; Optical Approach;
D O I
10.1117/12.2587927
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This article presents the initial development of a biomass sensor to monitor the growth of macroalgae (seaweeds) in the Integrated Multi-Trophic Aquaculture (IMTA) at Harbor Branch Oceanographic Institute at Florida Atlantic University. The sensor utilizes a combined optical/acoustic means to quantify the seaweed biomass. Such configuration ensures the sensor providing robust coverage under different ambient conditions and biomass densities. After the biomass sensor's performance has been validated in the lab environment, we deployed the sensor at the macroalgal seaweed cultivation raceway to quantify the seaweed density. The data processing procedures are documented, and the field test results are presented. Finally, the advantages and disadvantages of this approach and future application of the sensor to drive a machine learning-based prediction biomass model are discussed.
引用
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页数:9
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