DOE PAGES title logo U.S. Department of Energy
Office of Scientific and Technical Information

Title: Sea Surface Temperature Imagery Elucidates Spatiotemporal Nutrient Patterns for Offshore Kelp Aquaculture Siting in the Southern California Bight

Abstract

Offshore aquaculture of giant kelp (Macrocystis pyrifera) has been proposed by the US Department of Energy for large scale biofuel production along the west coast of California. The Southern Californian Bight provides an ideal area for offshore kelp aquaculture as the upwelling and advection of cool, nutrient-rich waters supports the growth of vast native giant kelp populations. However, concentrations of nutrients vary greatly across space, can be limiting for kelp growth over seasonal to interannual time scales, and inputs of nutrients to surface waters may be subject to local circulation processes. Therefore, it is important to understand both the spatiotemporal variability of seawater nitrate concentrations and the appropriate scale of observation in order for offshore kelp aquaculture to be successful. Here, we use a combination of satellite sea surface temperature imagery, in situ measurements, and modeling to determine seawater nitrate fields across multiple spatial and temporal scales. We then combine this information with known giant kelp physiological traits to develop a kelp stress index (KSI) for the optimal siting of offshore kelp aquaculture over seasonal to decadal scales. Temperature to nitrate relationships were determined from in situ measurements using generalized additive models and validated with buoy data. Summer and wintermore » relationships were significantly different, and satellite-derived products compared well to buoy validations. Surface nitrate patterns, as derived from satellite temperature products, reveal the spatial variability in nitrate concentrations, and indicate areas that that may cause nutrient stress seasonally and during the negative phase of the North Pacific Gyre Oscillation. As the spatial scale of the surface nitrate product decreased, the negative bias increased and fine scale spatial variability was lost. Similarly, the averaging of daily nitrate concentration determinations over longer time scales increased the negative bias. We found that daily, 1 km spatial resolution nitrate products were most sufficient for identifying localized upwelling and areas of consistently high surface nitrate concentrations, and that areas in the northern and western-most portions of the Southern California Bight are the most suitable for sustained offshore kelp aquaculture.« less

Authors:
; ; ; ;
Publication Date:
Research Org.:
Univ. of California, Santa Barbara, CA (United States)
Sponsoring Org.:
USDOE Advanced Research Projects Agency - Energy (ARPA-E)
OSTI Identifier:
1596151
Alternate Identifier(s):
OSTI ID: 1799114
Grant/Contract Number:  
AR0000922
Resource Type:
Published Article
Journal Name:
Frontiers in Marine Science
Additional Journal Information:
Journal Name: Frontiers in Marine Science Journal Volume: 7; Journal ID: ISSN 2296-7745
Publisher:
Frontiers Media SA
Country of Publication:
Switzerland
Language:
English
Subject:
54 ENVIRONMENTAL SCIENCES; Environmental Sciences & Ecology; Marine & Freshwater Biology; sea surface temperature; remote sensing; kelp; spatiotemporal; aquaculture; scaling; modeling

Citation Formats

Snyder, Jordan N., Bell, Tom W., Siegel, David A., Nidzieko, Nicholas J., and Cavanaugh, Kyle C. Sea Surface Temperature Imagery Elucidates Spatiotemporal Nutrient Patterns for Offshore Kelp Aquaculture Siting in the Southern California Bight. Switzerland: N. p., 2020. Web. doi:10.3389/fmars.2020.00022.
Snyder, Jordan N., Bell, Tom W., Siegel, David A., Nidzieko, Nicholas J., & Cavanaugh, Kyle C. Sea Surface Temperature Imagery Elucidates Spatiotemporal Nutrient Patterns for Offshore Kelp Aquaculture Siting in the Southern California Bight. Switzerland. https://doi.org/10.3389/fmars.2020.00022
Snyder, Jordan N., Bell, Tom W., Siegel, David A., Nidzieko, Nicholas J., and Cavanaugh, Kyle C. Thu . "Sea Surface Temperature Imagery Elucidates Spatiotemporal Nutrient Patterns for Offshore Kelp Aquaculture Siting in the Southern California Bight". Switzerland. https://doi.org/10.3389/fmars.2020.00022.
@article{osti_1596151,
title = {Sea Surface Temperature Imagery Elucidates Spatiotemporal Nutrient Patterns for Offshore Kelp Aquaculture Siting in the Southern California Bight},
author = {Snyder, Jordan N. and Bell, Tom W. and Siegel, David A. and Nidzieko, Nicholas J. and Cavanaugh, Kyle C.},
abstractNote = {Offshore aquaculture of giant kelp (Macrocystis pyrifera) has been proposed by the US Department of Energy for large scale biofuel production along the west coast of California. The Southern Californian Bight provides an ideal area for offshore kelp aquaculture as the upwelling and advection of cool, nutrient-rich waters supports the growth of vast native giant kelp populations. However, concentrations of nutrients vary greatly across space, can be limiting for kelp growth over seasonal to interannual time scales, and inputs of nutrients to surface waters may be subject to local circulation processes. Therefore, it is important to understand both the spatiotemporal variability of seawater nitrate concentrations and the appropriate scale of observation in order for offshore kelp aquaculture to be successful. Here, we use a combination of satellite sea surface temperature imagery, in situ measurements, and modeling to determine seawater nitrate fields across multiple spatial and temporal scales. We then combine this information with known giant kelp physiological traits to develop a kelp stress index (KSI) for the optimal siting of offshore kelp aquaculture over seasonal to decadal scales. Temperature to nitrate relationships were determined from in situ measurements using generalized additive models and validated with buoy data. Summer and winter relationships were significantly different, and satellite-derived products compared well to buoy validations. Surface nitrate patterns, as derived from satellite temperature products, reveal the spatial variability in nitrate concentrations, and indicate areas that that may cause nutrient stress seasonally and during the negative phase of the North Pacific Gyre Oscillation. As the spatial scale of the surface nitrate product decreased, the negative bias increased and fine scale spatial variability was lost. Similarly, the averaging of daily nitrate concentration determinations over longer time scales increased the negative bias. We found that daily, 1 km spatial resolution nitrate products were most sufficient for identifying localized upwelling and areas of consistently high surface nitrate concentrations, and that areas in the northern and western-most portions of the Southern California Bight are the most suitable for sustained offshore kelp aquaculture.},
doi = {10.3389/fmars.2020.00022},
journal = {Frontiers in Marine Science},
number = ,
volume = 7,
place = {Switzerland},
year = {Thu Jan 30 00:00:00 EST 2020},
month = {Thu Jan 30 00:00:00 EST 2020}
}

Journal Article:
Free Publicly Available Full Text
Publisher's Version of Record
https://doi.org/10.3389/fmars.2020.00022

Citation Metrics:
Cited by: 11 works
Citation information provided by
Web of Science

Save / Share:

Works referenced in this record:

Spatial and temporal characteristics of sediment plumes and phytoplankton blooms in the Santa Barbara Channel
journal, May 2004

  • Otero, M. P.; Siegel, D. A.
  • Deep Sea Research Part II: Topical Studies in Oceanography, Vol. 51, Issue 10-11
  • DOI: 10.1016/j.dsr2.2004.04.004

Spatial scales of benthic and pelagic producer biomass in a coastal upwelling ecosystem
journal, December 2006

  • Broitman, Br; Kinlan, Bp
  • Marine Ecology Progress Series, Vol. 327
  • DOI: 10.3354/meps327015

Multiple Sources and Forms of Nitrogen Sustain Year-Round Kelp Growth on the Inner Continental Shelf of the Santa Barbara Channel
journal, September 2013


Nitrate and phytoplankton production in southern California coastal waters1: Nitrate and phytoplankton
journal, May 1979


Estimation of nitrate flux in a tidal front from satellite-derived temperature data
journal, March 1993

  • Morin, P.; Wafar, M. V. M.; Le Corre, P.
  • Journal of Geophysical Research: Oceans, Vol. 98, Issue C3
  • DOI: 10.1029/92jc02445

Dynamic global patterns of nitrate, phosphate, silicate, and iron availability and phytoplankton community composition from remote sensing data: SATELLITE-DERIVED NUTRIENT AVAILABILITY
journal, November 2002

  • Kamykowski, Daniel; Zentara, Sara-Joan; Morrison, John M.
  • Global Biogeochemical Cycles, Vol. 16, Issue 4
  • DOI: 10.1029/2001GB001640

In situ recruitment of sporophytes of the giant kelp, Macrocystis pyrifera (L.) C.A. Agardh: Effects of physical factors
journal, December 1986

  • Deysher, Lawrence E.; Dean, Thomas A.
  • Journal of Experimental Marine Biology and Ecology, Vol. 103, Issue 1-3
  • DOI: 10.1016/0022-0981(86)90131-0

Sea surface temperature fronts in the California Current System from geostationary satellite observations
journal, January 2006

  • Castelao, Renato M.; Mavor, Timothy P.; Barth, John A.
  • Journal of Geophysical Research, Vol. 111, Issue C9
  • DOI: 10.1029/2006JC003541

Damage costs of climate change through intensification of tropical cyclone activities: an application of FUND
journal, June 2009

  • Narita, D.; Tol, Rsj; Anthoff, D.
  • Climate Research, Vol. 39
  • DOI: 10.3354/cr00799

Physical pathways and utilization of nitrate supply to the giant kelp, Macrocystis pyrifera
journal, July 2008

  • Fram, Jonathan P.; Stewart, Hannah L.; Brzezinski, Mark A.
  • Limnology and Oceanography, Vol. 53, Issue 4
  • DOI: 10.4319/lo.2008.53.4.1589

Episodic nutrient supply to a kelp forest ecosystem in Southern California
journal, August 1984


Satellite assessment of particulate matter and phytoplankton variations in the Santa Barbara Channel and its surrounding waters: Role of surface waves: CONTROLS ON PARTICLE DISTRIBUTION
journal, January 2017

  • Henderikx Freitas, Fernanda; Siegel, David A.; Maritorena, Stéphane
  • Journal of Geophysical Research: Oceans, Vol. 122, Issue 1
  • DOI: 10.1002/2016JC012152

Assessment of new production at the upwelling center at Point Conception, California, using nitrate estimated from remotely sensed sea surface temperature
journal, April 1997

  • Dugdale, Richard C.; Davis, Curtiss O.; Wilkerson, Frances P.
  • Journal of Geophysical Research: Oceans, Vol. 102, Issue C4
  • DOI: 10.1029/96jc02136

Marine spatial planning makes room for offshore aquaculture in crowded coastal waters
journal, March 2018


Estimation of new production in the ocean by compound remote sensing
journal, September 1991

  • Sathyendranath, Shubha; Platt, Trevor; Horne, Edward P. W.
  • Nature, Vol. 353, Issue 6340
  • DOI: 10.1038/353129a0

A kelp with integrity: Macrocystis pyrifera prioritises tissue maintenance in response to nitrogen fertilisation
journal, May 2016


Nutrient supply from fishes facilitates macroalgae and suppresses corals in a Caribbean coral reef ecosystem
journal, March 2013

  • Burkepile, Deron E.; Allgeier, Jacob E.; Shantz, Andrew A.
  • Scientific Reports, Vol. 3, Issue 1
  • DOI: 10.1038/srep01493

Improvement and expansion of the Fmask algorithm: cloud, cloud shadow, and snow detection for Landsats 4–7, 8, and Sentinel 2 images
journal, March 2015


Environmental controls of giant-kelp biomass in the Santa Barbara Channel, California
journal, May 2011

  • Cavanaugh, Kc; Siegel, Da; Reed, Dc
  • Marine Ecology Progress Series, Vol. 429
  • DOI: 10.3354/meps09141

Remote monitoring of giant kelp biomass and physiological condition: An evaluation of the potential for the Hyperspectral Infrared Imager (HyspIRI) mission
journal, September 2015


Mechanisms for nutrient delivery to the inner shelf: Observations from the Santa Barbara Channel
journal, September 2007

  • McPhee-Shaw, Erika E.; Siegel, David A.; Washburn, Libe
  • Limnology and Oceanography, Vol. 52, Issue 5
  • DOI: 10.4319/lo.2007.52.5.1748

Spatial Variability in the Resistance and Resilience of Giant Kelp in Southern and Baja California to a Multiyear Heatwave
journal, July 2019


Satellite observation of chlorophyll and nutrients increase induced by Typhoon Megi in the Japan/East Sea
journal, January 2006

  • Son, SeungHyun; Platt, Trevor; Bouman, Heather
  • Geophysical Research Letters, Vol. 33, Issue 5
  • DOI: 10.1029/2005GL025065

Urea as a source of nitrogen to giant kelp ( Macrocystis pyrifera ) : Urea use by giant kelp
journal, June 2018

  • Smith, Jason M.; Brzezinski, Mark A.; Melack, John M.
  • Limnology and Oceanography Letters, Vol. 3, Issue 4
  • DOI: 10.1002/lol2.10088

Offshore aquaculture: Spatial planning principles for sustainable development
journal, December 2016

  • Gentry, Rebecca R.; Lester, Sarah E.; Kappel, Carrie V.
  • Ecology and Evolution, Vol. 7, Issue 2
  • DOI: 10.1002/ece3.2637

Oyster Aquaculture Site Selection Using Landsat 8-Derived Sea Surface Temperature, Turbidity, and Chlorophyll a
journal, June 2017


Episodic vertical nutrient fluxes and nearshore phytoplankton blooms in Southern California
journal, October 2012


Predicting plant nutrient concentrations from temperature and sigma-t in the upper kilometer of the world ocean
journal, January 1986

  • Kamykowski, Daniel; Zentara, Sara-Joan
  • Deep Sea Research Part A. Oceanographic Research Papers, Vol. 33, Issue 1
  • DOI: 10.1016/0198-0149(86)90109-3

Drivers of redistribution of fishing and non-fishing effort after the implementation of a marine protected area network
journal, February 2017

  • Cabral, Reniel B.; Gaines, Steven D.; Johnson, Brett A.
  • Ecological Applications, Vol. 27, Issue 2
  • DOI: 10.1002/eap.1446

North Pacific Gyre Oscillation links ocean climate and ecosystem change
journal, January 2008

  • Di Lorenzo, E.; Schneider, N.; Cobb, K. M.
  • Geophysical Research Letters, Vol. 35, Issue 8
  • DOI: 10.1029/2007GL032838

Catastrophe, recovery and range limitation in NE Pacific kelp forests: a large-scale perspective
journal, August 2006


Spatial Planning of Marine Aquaculture Under Climate Decadal Variability: A Case Study for Mussel Farms in Southern California
journal, June 2019


Geographical variability in the controls of giant kelp biomass dynamics
journal, June 2015

  • Bell, Tom W.; Cavanaugh, Kyle C.; Reed, Daniel C.
  • Journal of Biogeography, Vol. 42, Issue 10
  • DOI: 10.1111/jbi.12550

Regional patterns of physiological condition determine giant kelp net primary production dynamics: Physiology and production of giant kelp
journal, November 2017

  • Bell, Tom W.; Reed, Daniel C.; Nelson, Norman B.
  • Limnology and Oceanography, Vol. 63, Issue 1
  • DOI: 10.1002/lno.10753

Vertical distribution of Macrocystis pyrifera nutrient exposure in southern California
journal, June 2012


Blade life span, structural investment, and nutrient allocation in giant kelp
journal, June 2016


Global Ecology of the Giant Kelp Macrocystis
book, June 2007


The response of giant kelp ( Macrocystis pyrifera ) in southern California to low-frequency climate forcing
journal, November 2010

  • Parnell, P. Ed; Miller, Eric F.; Cody, Cleridy E. Lennert
  • Limnology and Oceanography, Vol. 55, Issue 6
  • DOI: 10.4319/lo.2010.55.6.2686

Sensitivity of the California Current nutrient supply to wind, heat, and remote ocean forcing: CCS NUTRIENT SUPPLY
journal, July 2015

  • Jacox, Michael G.; Bograd, Steven J.; Hazen, Elliott L.
  • Geophysical Research Letters, Vol. 42, Issue 14
  • DOI: 10.1002/2015gl065147

Did the Thermocline Deepen in the California Current after the 1976/77 Climate Regime Shift?
journal, June 2007

  • Kim, Hey-Jin; Miller, Arthur J.
  • Journal of Physical Oceanography, Vol. 37, Issue 6
  • DOI: 10.1175/jpo3058.1

Climate and fishing drive regime shifts in consumer‐mediated nutrient cycling in kelp forests
journal, May 2019

  • Peters, Joseph R.; Reed, Daniel C.; Burkepile, Deron E.
  • Global Change Biology, Vol. 25, Issue 9
  • DOI: 10.1111/gcb.14706

Synthetic Subsurface Pressure Derived from Bottom Pressure and Tide Gauge Observations
journal, December 1994