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An in situ Sensor of Phytoplankton Community Structure Based on Light Absorption. Gary Kirkpatrick, David Millie, Steven Lohrenz, Mark Moline, Ian Robbins and Oscar Schofield. Acknowledgements. National Science Foundation Biological Sciences Directorate Ocean Sciences Division
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An in situ Sensor of Phytoplankton Community Structure Based on Light Absorption Gary Kirkpatrick, David Millie, Steven Lohrenz, Mark Moline, Ian Robbins and Oscar Schofield
Acknowledgements • National Science Foundation • Biological Sciences Directorate • Ocean Sciences Division • National Oceanic and Atmospheric Administration • ECOHAB • MERHAB • Sea Grant • Florida Fish and Wildlife Conservation Commission • Florida Fish and Wildlife Research Institute • Office of Naval Research
Our Approach to HAB Detection, Tracking and Mapping • Based on in situ particulate absorption spectra • Originally, analysis by similarity of 4th derivative spectra • Most recently, multiple species regression analysis (after Stæhr and Cullen)
Advantages Over (traditional) Microscopic Enumeration • Readily automated – minimal human involvement • Good spatial and temporal coverage • Less weather dependent • Economical
This Presentation • Single-species Similarity • laboratory to autonomous field application • Multiple-species Community Composition • laboratory to field trials
FO FO LWCC Pump Valve Spectrometer Light Source Valve Valve Reference Water Cleaning Solutions Cross-flow Filter Optical Phytoplankton Discriminator (OPD)
phcobilin Chl b Chl c Laboratory Class Comparisons
OPD-equipped Vehicles BreveBuster Payload REMUS – Propeller Driven Glider – Buoyancy Driven BSOP Vertical Profiler
OPD-equipped Glider Surveying HAB Before Dive Gliding Launch Resulting Red Tide Distribution Mission Track & Satellite Image
Fitting Multiple Classes Least squares, multiple regression analyses (after Stæhr and Cullen, 2003). Optimization/reduction algorithm to minimize computational load.
Library Standard Spectra Absorbance Fourth Derivative
Discussion • Initial results encouraging. • Library of ‘standard’ species incomplete! • Libraries need to be regional. • Culture ID and condition are critical!! • Garbage in, garbage out!