Estimating chlorophyll profiles from electronic tags deployed on pelagic animals

Electronic tags deployed on pelagic animals in the ocean are revolutionizing our under- standing of how pelagic species interact with the physical environment, by making simultaneous eco- physiological and in situ oceanographic measurements at relatively low cost. Pelagic animals with electronic tags are also increasingly being used as ocean sensing platforms. Here, we demonstrate the concept of estimating in situ chlorophyll concentration profiles from light level and depth data collected by electronic tags, using a bio-optical model. We assessed this concept by deploying elec- tronic tags at 14 oceanographic stations in the Pacific Ocean, together with a fluorometer and Niskin bottles. In the euphotic zone, tag-estimated chlorophyll concentrations correlated significantly with simultaneous chlorophyll concentration measurements from filtered water samples (R 2 = 0.41, p < 0.0001) and a profiling fluorometer (R 2 = 0.29, p < 0.0001). Below the euphotic zone, peaks in the light attenuation profile corresponded to deep scattering layers, with a 17 m rms difference between the deep scattering layer depths estimated by the tags and an Acoustic Doppler Current Profiler. In situ chlorophyll profiles were also derived from electronic tags deployed on Pacific bluefin tuna in Baja California waters, and found to be comparable to chlorophyll profiles in the World Ocean Database for the region and season. Although more research is needed to improve this approach, the results from both shipboard and Pacific bluefin tuna experiments indicate that light level attenuation profiles derived from electronic tags can be successfully used to estimate chlorophyll concentration profiles.

[1]  M. A. Fedak,et al.  Southern Ocean frontal structure and sea-ice formation rates revealed by elephant seals , 2008, Proceedings of the National Academy of Sciences.

[2]  M. A. Fedak,et al.  Variations in behavior and condition of a Southern Ocean top predator in relation to in situ oceanographic conditions , 2007, Proceedings of the National Academy of Sciences.

[3]  B. Block,et al.  Oceanographic preferences of Atlantic bluefin tuna, Thunnus thynnus, on their Gulf of Mexico breeding grounds , 2007 .

[4]  Kevin C Weng,et al.  Satellite Tagging and Cardiac Physiology Reveal Niche Expansion in Salmon Sharks , 2005, Science.

[5]  Cara Wilson,et al.  Global climatological relationships between satellite biological and physical observations and upper ocean properties , 2005 .

[6]  Emmanuelle Autret,et al.  Animal‐borne sensors successfully capture the real‐time thermal properties of ocean basins , 2005 .

[7]  Kevin C. Weng,et al.  Electronic tagging and population structure of Atlantic bluefin tuna , 2005, Nature.

[8]  Kevin C. Weng,et al.  Validation of geolocation estimates based on light level and sea surface temperature from electronic tags , 2004 .

[9]  John J. Cullen,et al.  Mapping coastal optical and biogeochemical variability using an autonomous underwater vehicle and a new bio‐optical inversion algorithm , 2004 .

[10]  Russ E. Davis,et al.  AUTONOMOUS PROFILING FLOATS: WORKHORSE FOR BROAD-SCALE OCEAN OBSERVATIONS , 2004 .

[11]  Philip A. Ekstrom,et al.  An advance in geolocation by light , 2004 .

[12]  M. Baumgartner,et al.  Associations between North Atlantic right whales and their prey, Calanus finmarchicus, over diel and tidal time scales , 2003 .

[13]  James G. Bellingham,et al.  The application of autonomous underwater vehicles for interdisciplinary measurements in Massachusetts and Cape Cod Bays , 2002 .

[14]  Randy Kochevar,et al.  Revealing pelagic habitat use: the tagging of Pacific pelagics program , 2002 .

[15]  Todd O'Brien,et al.  Autonomous Pinniped Environmental Samplers: Using Instrumented Animals as Oceanographic Data Collectors , 2001 .

[16]  S. Maritorena,et al.  Bio-optical properties of oceanic waters: A reappraisal , 2001 .

[17]  S. B. Blackwell,et al.  DETECTING BIOLUMINESCENCE WITH AN IRRADIANCE TIME-DEPTH RECORDER DEPLOYED ON SOUTHERN ELEPHANT SEALS , 2001 .

[18]  E. Josse,et al.  Movement patterns of large bigeye tuna (Thunnus obesus) in the open ocean, determined using ultrasonic telemetry , 2000 .

[19]  Daniel P. Costa,et al.  FORAGING ECOLOGY OF NORTHERN ELEPHANT SEALS , 2000 .

[20]  M. Kahru,et al.  Ocean Color Chlorophyll Algorithms for SEAWIFS , 1998 .

[21]  P. Falkowski,et al.  Photosynthetic rates derived from satellite‐based chlorophyll concentration , 1997 .

[22]  Gwyn Griffiths,et al.  Comparison of acoustic backscatter measurements from a ship-mounted Acoustic Doppler Current Profiler and an EK500 scientific echo-sounder , 1996 .

[23]  C. Mobley Light and Water: Radiative Transfer in Natural Waters , 1994 .

[24]  William S. Cleveland,et al.  Visualizing Data , 1993 .

[25]  G. Griffiths,et al.  Biological information from an Acoustic Doppler Current Profiler , 1993 .

[26]  K. Heywood,et al.  Estimation of zooplankton abundance from shipborne ADCP backscatter , 1991 .

[27]  Claude Roy,et al.  Optimal Environmental Window and Pelagic Fish Recruitment Success in Upwelling Areas , 1989 .

[28]  Sharon L. Smith,et al.  On the use of the acoustic Doppler current profiler to measure zooplankton abundance , 1989 .

[29]  A. Morel Optical modeling of the upper ocean in relation to its biogenous matter content (case I waters) , 1988 .

[30]  B. Osborne,et al.  Light and Photosynthesis in Aquatic Ecosystems. , 1985 .

[31]  L. Prieur,et al.  Analysis of variations in ocean color1 , 1977 .

[32]  C. Yentsch,et al.  A method for the determination of phytoplankton chlorophyll and phaeophytin by fluorescence , 1963 .

[33]  P. Dutton,et al.  Forage and migration habitat of loggerhead (Caretta caretta) and olive ridley (Lepidochelys olivacea) sea turtles in the central North Pacific Ocean , 2004 .

[34]  Daniel W. Fuller,et al.  Movements, behavior, and habitat selection of bigeye tuna (Thunnus obesus) in the eastern equatorial Pacific, ascertained through archival tags , 2002 .

[35]  Michael A. Fedak,et al.  TWO APPROACHES TO COMPRESSING AND INTERPRETING TIME‐DEPTH INFORMATION AS AS COLLECTED BY TIME‐DEPTH RECORDERS AND SATELLITE‐LINKED DATA RECORDERS , 2001 .

[36]  J. Keen,et al.  Movements and Temperature Preferences of Atlantic Bluefin Tuna (Thunnus thynnus) off North Carolina: A Comparison of Acoustic, Archival and Pop-Up Satellite Tags , 2001 .

[37]  J. Sibert Electronic Tagging and Tracking in Marine Fisheries , 2001, Reviews: Methods and Technologies in Fish Biology and Fisheries.

[38]  Thomas D. Williams,et al.  Archival tagging of Atlantic bluefin tuna (Thunnus thynnus thynnus) , 1998 .

[39]  H. Haardt,et al.  Small-scale patchiness of the chlorophyll-fluorescence in the sea: aspects of instrumentation, data processing, and interpretation , 1984 .