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
收藏
页数:9
相关论文
共 50 条
  • [21] THE ROLE OF MUSSELS IN OPEN-WATER, INTEGRATED MULTI-TROPHIC AQUACULTURE (IMTA) IN THE BAY OF FUNDY
    MacDonald, Bruce A.
    Robinson, Shawn M. C.
    Page, Fred H.
    Reid, Gregor K.
    Chopin, Thierry
    Luitkus, Matthew
    [J]. JOURNAL OF SHELLFISH RESEARCH, 2009, 28 (03): : 711 - 711
  • [22] Gracilariopsis longissima as biofilter for an Integrated Multi-Trophic aquaculture (IMTA) system with Sciaenops ocellatus: Bioremediation efficiency and production in a recirculating system
    He, Qing
    Yuanzittuo
    Zhang, Jianheng
    Chai, Zhaoyang
    HailongWu
    Wen, Shanshan
    He, Peimin
    [J]. INDIAN JOURNAL OF GEO-MARINE SCIENCES, 2014, 43 (04) : 528 - 537
  • [23] Performance of polychaete assisted sand filters under contrasting nutrient loads in an integrated multi-trophic aquaculture (IMTA) system
    Jeronimo, Daniel
    Lillebo, Ana Isabel
    Santos, Andreia
    Cremades, Javier
    Calado, Ricardo
    [J]. SCIENTIFIC REPORTS, 2020, 10 (01)
  • [24] Development of integrated multi-trophic aquaculture (IMTA) for tropical brackishwater species in Sindhudurg District, Maharashtra, west coast of India
    Balasubramanian, C. P.
    Mhaskar, Shailesh S.
    Sukumaran, Krishna
    Panigrahi, A.
    Vasagam, Kumaraguru
    Kumararaja, P.
    Thigale, Durga
    Sawant, Rohit
    Vijayan, K. K.
    Vasudevan, N.
    [J]. INDIAN JOURNAL OF FISHERIES, 2018, 65 (01): : 59 - 64
  • [25] Performance of polychaete assisted sand filters under contrasting nutrient loads in an integrated multi-trophic aquaculture (IMTA) system
    Daniel Jerónimo
    Ana Isabel Lillebø
    Andreia Santos
    Javier Cremades
    Ricardo Calado
    [J]. Scientific Reports, 10
  • [26] The implications of aquaculture policy and regulation for the development of integrated multi-trophic aquaculture in Europe
    Alexander, K. A.
    Potts, T. P.
    Freeman, S.
    Israel, D.
    Johansen, J.
    Kletou, D.
    Meland, M.
    Pecorino, D.
    Rebours, C.
    Shorten, M.
    Angel, D. L.
    [J]. AQUACULTURE, 2015, 443 : 16 - 23
  • [27] Ensilage of seaweeds from an integrated multi-trophic aquaculture system
    Cabrita, Ana R. J.
    Maia, Margarida R. G.
    Sousa-Pinto, Isabel
    Fonseca, Antonio J. M.
    [J]. ALGAL RESEARCH-BIOMASS BIOFUELS AND BIOPRODUCTS, 2017, 24 : 290 - 298
  • [28] Is Europe ready for integrated multi-trophic aquaculture? A survey on the perspectives of European farmers and scientists with IMTA experience
    Kleitou, Periklis
    Kletou, Demetris
    David, Jonathan
    [J]. AQUACULTURE, 2018, 490 : 136 - 148
  • [29] Unravelling the potential of halophytes for marine integrated multi-trophic aquaculture (IMTA)-a perspective on performance, opportunities and challenges
    Custodio, Marco
    Villasante, Sebastian
    Cremades, Javier
    Calado, Ricardo
    Lillebo, Ana I.
    [J]. AQUACULTURE ENVIRONMENT INTERACTIONS, 2017, 9 : 445 - 460
  • [30] Cultivating the Macroalgal Holobiont: Effects of Integrated Multi-Trophic Aquaculture on the Microbiome of Ulva rigida (Chlorophyta)
    Califano, Gianmaria
    Kwantes, Michiel
    Abreu, Maria Helena
    Costa, Rodrigo
    Wichard, Thomas
    [J]. FRONTIERS IN MARINE SCIENCE, 2020, 7