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Feist BE, Griffin R, Samhouri JF, Riekkola L, Shelton AO, Chen YA, Somers K, Andrews K, Liu OR, Ise J. Mapping the value of commercial fishing and potential costs of offshore wind energy on the U.S: West Coast: Towards an assessment of resource use tradeoffs. PLoS One 2025; 20:e0315319. [PMID: 40048446 PMCID: PMC11884673 DOI: 10.1371/journal.pone.0315319] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2024] [Accepted: 11/22/2024] [Indexed: 03/09/2025] Open
Abstract
The West Coast of the U.S. has a vast offshore wind energy (OWE) electricity generation potential with value on the order of billions of USD, and pressure is mounting to develop large OWE projects. However, this seascape has numerous existing resource extraction uses, including a multi-billion dollar commercial fishing industry, which create the potential for conflict. To date, spatially explicit comparisons of OWE and commercial fisheries value have not been done, but are essential for marine spatial planning and for investigating the tradeoffs of OWE development on existing marine uses. In this analysis, we generate maps of OWE levelized cost of energy and of total economic activity generated by the top eight commercial fishing targets that account for the vast majority (~84%) of landed revenue off the U.S. West Coast. We quantify spatial overlap between these two ocean uses and use multiobjective optimization to develop tradeoff frontiers to investigate implications for both sectors from established state goals or mandates for OWE power generation capacity. There are clear differences in the exposure of each fishery in their traditional fishing grounds as a function of differing OWE capacity goals and outcomes vary depending on whether OWE development goals are achieved at a state-by-state level or a region-wide level. Responsible siting of OWE projects includes careful consideration of existing commercial fishing activities, and responsible transition to renewable energies on the West Coast and elsewhere accounts for the socio-economic consequences of the total economic activity associated with each fishery.
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Affiliation(s)
- Blake E. Feist
- Conservation Biology Division, Northwest Fisheries Science Center, National Marine Fisheries Service, National Oceanic and Atmospheric Administration, Seattle, Washington, United States of America
| | - Robert Griffin
- Office of Research and Development, Environmental Protection Agency, Narragansett, Rhode Island, United States of America
- Natural Capital Project, Stanford University, Stanford, California, United States of America
| | - Jameal F. Samhouri
- Conservation Biology Division, Northwest Fisheries Science Center, National Marine Fisheries Service, National Oceanic and Atmospheric Administration, Seattle, Washington, United States of America
| | - Leena Riekkola
- NRC Research Associateship Program, Conservation Biology Division, Northwest Fisheries Science Center, National Marine Fisheries Service, National Oceanic and Atmospheric Administration, Seattle, Washington, United States of America
| | - Andrew O. Shelton
- Conservation Biology Division, Northwest Fisheries Science Center, National Marine Fisheries Service, National Oceanic and Atmospheric Administration, Seattle, Washington, United States of America
| | - Y. Allen Chen
- Fishery Resource Analysis and Monitoring Division, Northwest Fisheries Science Center, National Marine Fisheries Service, National Oceanic and Atmospheric Administration, Seattle, Washington, United States of America
| | - Kayleigh Somers
- Fishery Resource Analysis and Monitoring Division, Northwest Fisheries Science Center, National Marine Fisheries Service, National Oceanic and Atmospheric Administration, Seattle, Washington, United States of America
| | - Kelly Andrews
- Conservation Biology Division, Northwest Fisheries Science Center, National Marine Fisheries Service, National Oceanic and Atmospheric Administration, Seattle, Washington, United States of America
| | - Owen R. Liu
- Ocean Associates Inc., under contract to the Northwest Fisheries Science Center, National Marine Fisheries Service, National Oceanic and Atmospheric Administration, Seattle, Washington, United States of Aerica
| | - Jennifer Ise
- West Coast Regional Office, National Marine Fisheries Service, National Oceanic and Atmospheric Administration, Long Beach, California, United States of America
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2
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Bashiri B, Barzandeh A, Männik A, Raudsepp U. Variability of marine heatwaves' characteristics and assessment of their potential drivers in the Baltic Sea over the last 42 years. Sci Rep 2024; 14:22419. [PMID: 39342039 PMCID: PMC11438882 DOI: 10.1038/s41598-024-74173-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2024] [Accepted: 09/24/2024] [Indexed: 10/01/2024] Open
Abstract
This study examined Baltic Sea Marine Heatwaves (MHWs) using 42 years of satellite-derived sea surface temperature (SST) data. We found that MHWs in warmer months are more intense but shorter compared to MHWs in cooler months. Also, MHWs predominantly affect offshore areas in warmer months, whereas MHWs predominantly impacting coastal seas in cooler months, especially along the eastern coast. Our analysis of interannual variability revealed that, unlike in many other basins worldwide, Baltic MHWs tend to maintain a constant intensity, while their spatial extent has significantly increased over the last few decades. Shortwave radiation notably influences MHW intensity and spatial extent, with additional impacts from longwave radiation in cooler months and latent heat flux in warmer months. Northern Hemisphere teleconnections exhibit stronger correlations with MHWs in the Baltic Sea compared to global-scale climate oscillations, with the Eastern Atlantic pattern having a particularly significant effect on MHW variability in the region.
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Affiliation(s)
- Behzad Bashiri
- Department of Marine Systems, Tallinn University of Technology, Tallinn, 12618, Estonia.
| | - Amirhossein Barzandeh
- Department of Marine Systems, Tallinn University of Technology, Tallinn, 12618, Estonia
| | - Aarne Männik
- Department of Marine Systems, Tallinn University of Technology, Tallinn, 12618, Estonia
| | - Urmas Raudsepp
- Department of Marine Systems, Tallinn University of Technology, Tallinn, 12618, Estonia
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3
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Thorne KM, MacDonald GM, Chavez FP, Ambrose RF, Barnard PL. Significant challenges to the sustainability of the California coast considering climate change. Proc Natl Acad Sci U S A 2024; 121:e2310077121. [PMID: 39074269 PMCID: PMC11317555 DOI: 10.1073/pnas.2310077121] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/31/2024] Open
Abstract
Climate change is an existential threat to the environmental and socioeconomic sustainability of the coastal zone and impacts will be complex and widespread. Evidence from California and across the United States shows that climate change is impacting coastal communities and challenging managers with a plethora of stressors already present. Widespread action could be taken that would sustain California's coastal ecosystems and communities. In this perspective, we highlight the main threat to coastal sustainability: the compound effects of episodic events amplified with ongoing climate change, which will present unprecedented challenges to the state. We present two key challenges for California's sustainability in the coastal zone: 1) accelerating sea-level rise combined with storm impacts, and 2) continued warming of the oceans and marine heatwaves. Cascading effects from these types of compounding events will occur within the context of an already stressed system that has experienced extensive alterations due to intensive development, resource extraction and harvesting, spatial containment, and other human use pressures. There are critical components that could be used to address these immediate concerns, including comanagement strategies that include diverse groups and organizations, strategic planning integrated across large areas, rapid implementation of solutions, and a cohesive and policy relevant research agenda for the California coast. Much of this has been started in the state, but the scale could be increased, and timelines accelerated. The ideas and information presented here are intended to help expand discussions to sharpen the focus on how to encourage sustainability of California's iconic coastal region.
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Affiliation(s)
- Karen M. Thorne
- U.S. Geological Survey, Western Ecological Research Center, Davis, CA95618
| | - Glen M. MacDonald
- Department of Geography, University of California, Los Angeles, CA90095-1524
| | | | - Richard F. Ambrose
- Department of Environmental Health Sciences, University of California, Los Angeles, CA90095-1772
| | - Patrick L. Barnard
- U.S. Geological Survey, Pacific Coastal and Marine Science Center, Santa Cruz, CA95060
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4
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Wang YH, Ruttenberg BI, Walter RK, Pendleton F, Samhouri JF, Liu OR, White C. High resolution assessment of commercial fisheries activity along the US West Coast using Vessel Monitoring System data with a case study using California groundfish fisheries. PLoS One 2024; 19:e0298868. [PMID: 38843128 PMCID: PMC11156284 DOI: 10.1371/journal.pone.0298868] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2023] [Accepted: 02/01/2024] [Indexed: 06/09/2024] Open
Abstract
Commercial fisheries along the US West Coast are important components of local and regional economies. They use various fishing gear, target a high diversity of species, and are highly spatially heterogeneous, making it challenging to generate a synoptic picture of fisheries activity in the region. Still, understanding the spatial and temporal dynamics of US West Coast fisheries is critical to meet the US legal mandate to manage fisheries sustainably and to better coordinate activities among a growing number of users of ocean space, including offshore renewable energy, aquaculture, shipping, and interactions with habitats and key non-fishery species such as seabirds and marine mammals. We analyzed vessel tracking data from Vessel Monitoring System (VMS) from 2010 to 2017 to generate high-resolution spatio-temporal estimates of contemporary fishing effort across a wide range of commercial fisheries along the entire US West Coast. We identified over 247,000 fishing trips across the entire VMS data, covering over 25 different fisheries. We validated the spatial accuracy of our analyses using independent estimates of spatial groundfish fisheries effort generated through the NOAA's National Marine Fisheries Service Observer Program. Additionally, for commercial groundfish fisheries operating in federal waters in California, we combined the VMS data with landings and ex-vessel value data from California commercial fisheries landings receipts to generate highly resolved estimates of landings and ex-vessel value, matching over 38,000 fish tickets with VMS data that included 87% of the landings and 76% of the ex-vessel value for groundfish. We highlight fisheries-specific and spatially-resolved patterns of effort, landings, and ex-vessel value, a bimodal distribution of fishing effort with respect to depth, and variable and generally declining effort over eight years. The information generated by our study can help inform future sustainable spatial fisheries management and other activities in the marine environment including offshore renewable energy planning.
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Affiliation(s)
- Yi-Hui Wang
- Center for Coastal Marine Sciences, California Polytechnic State University, San Luis Obispo, California, United States of America
| | - Benjamin I. Ruttenberg
- Center for Coastal Marine Sciences, California Polytechnic State University, San Luis Obispo, California, United States of America
- Biological Sciences Department, California Polytechnic State University, San Luis Obispo, California, United States of America
| | - Ryan K. Walter
- Center for Coastal Marine Sciences, California Polytechnic State University, San Luis Obispo, California, United States of America
- Physics Department, California Polytechnic State University, San Luis Obispo, California, United States of America
| | - Frank Pendleton
- Bureau of Ocean Energy Management, Camarillo, California, United States of America
| | - Jameal F. Samhouri
- National Oceanic and Atmospheric Administration, National Marine Fisheries Service, Northwest Fisheries Science Center, Seattle, Washington, United States of America
| | - Owen R. Liu
- National Oceanic and Atmospheric Administration, National Marine Fisheries Service, Northwest Fisheries Science Center, Seattle, Washington, United States of America
| | - Crow White
- Center for Coastal Marine Sciences, California Polytechnic State University, San Luis Obispo, California, United States of America
- Biological Sciences Department, California Polytechnic State University, San Luis Obispo, California, United States of America
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5
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Welch H, Liu OR, Riekkola L, Abrahms B, Hazen EL, Samhouri JF. Selection of planning unit size in dynamic management strategies to reduce human-wildlife conflict. CONSERVATION BIOLOGY : THE JOURNAL OF THE SOCIETY FOR CONSERVATION BIOLOGY 2024; 38:e14201. [PMID: 37855129 DOI: 10.1111/cobi.14201] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/03/2023] [Revised: 09/01/2023] [Accepted: 09/28/2023] [Indexed: 10/20/2023]
Abstract
Conservation planning traditionally relies upon static reserves; however, there is increasing emphasis on dynamic management (DM) strategies that are flexible in space and time. Due to its novelty, DM lacks best practices to guide design and implementation. We assessed the effect of planning unit size in a DM tool designed to reduce entanglement of protected whales in vertical ropes of surface buoys attached to crab traps in the lucrative U.S. Dungeness crab (Metacarcinus magister) fishery. We conducted a retrospective analysis from 2009 to 2019 with modeled distributions of blue (Balaenoptera musculus) and humpback (Megaptera novaeangliae) whales and observed fisheries effort and revenue to evaluate the effect of 7 planning unit sizes on DM tool performance. We measured performance as avoided whale entanglement risk and protected fisheries revenue. Small planning units avoided up to $47 million of revenue loss and reduced entanglement risk by up to 25% compared to the large planning units currently in use by avoiding the incidental closure of areas with low biodiversity value and high fisheries revenue. However, large planning units were less affected by an unprecedented marine heat wave in 2014-2016 and by delays in information on the distributions of whales and the fishery. Our findings suggest that the choice of planning unit size will require decision-makers to navigate multiple socioecological considerations-rather than a one-size-fits-all approach-to separate wildlife from threats under a changing climate.
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Affiliation(s)
- Heather Welch
- Environmental Research Division, Southwest Fisheries Science Center, National Marine Fisheries Service, National Oceanic and Atmospheric Administration, Monterey, California, USA
- Institute of Marine Sciences, University of California, Santa Cruz, Santa Cruz, California, USA
| | - Owen R Liu
- NRC Research Associateship Program, Conservation Biology Division, Northwest Fisheries Science Center, National Marine Fisheries Service, National Oceanic and Atmospheric Administration, Seattle, Washington, USA
- Conservation Biology Division, Northwest Fisheries Science Center, National Marine Fisheries Service, National Oceanic and Atmospheric Administration, Seattle, Washington, USA
- Ocean Associates, Inc., Arlington, Virginia, USA
| | - Leena Riekkola
- NRC Research Associateship Program, Conservation Biology Division, Northwest Fisheries Science Center, National Marine Fisheries Service, National Oceanic and Atmospheric Administration, Seattle, Washington, USA
| | - Briana Abrahms
- Center for Ecosystem Sentinels, Department of Biology, University of Washington, Seattle, Washington, USA
| | - Elliott L Hazen
- Environmental Research Division, Southwest Fisheries Science Center, National Marine Fisheries Service, National Oceanic and Atmospheric Administration, Monterey, California, USA
- Institute of Marine Sciences, University of California, Santa Cruz, Santa Cruz, California, USA
| | - Jameal F Samhouri
- Conservation Biology Division, Northwest Fisheries Science Center, National Marine Fisheries Service, National Oceanic and Atmospheric Administration, Seattle, Washington, USA
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6
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Cheeseman T, Barlow J, Acebes JM, Audley K, Bejder L, Birdsall C, Bracamontes OS, Bradford AL, Byington J, Calambokidis J, Cartwright R, Cedarleaf J, Chavez AJG, Currie J, De Castro RC, De Weerdt J, Doe N, Doniol-Valcroze T, Dracott K, Filatova O, Finn R, Flynn KR, Ford J, Frisch-Jordán A, Gabriele C, Goodwin B, Hayslip C, Hildering J, Hill MC, Jacobsen JK, Jiménez-López ME, Jones M, Kobayashi N, Lammers M, Lyman E, Malleson M, Mamaev E, Loustalot PM, Masterman A, Matkin CO, McMillan C, Moore J, Moran J, Neilson JL, Newell H, Okabe H, Olio M, Ortega-Ortiz CD, Pack AA, Palacios DM, Pearson H, Quintana-Rizzo E, Barragán RR, Ransome N, Rosales-Nanduca H, Sharpe F, Shaw T, Southerland K, Stack S, Staniland I, Straley J, Szabo A, Teerlink S, Titova O, Urban-Ramirez J, van Aswegen M, Vinicius M, von Ziegesar O, Witteveen B, Wray J, Yano K, Yegin I, Zwiefelhofer D, Clapham P. Bellwethers of change: population modelling of North Pacific humpback whales from 2002 through 2021 reveals shift from recovery to climate response. ROYAL SOCIETY OPEN SCIENCE 2024; 11:231462. [PMID: 38420629 PMCID: PMC10898971 DOI: 10.1098/rsos.231462] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/27/2023] [Accepted: 01/15/2024] [Indexed: 03/02/2024]
Abstract
For the 40 years after the end of commercial whaling in 1976, humpback whale populations in the North Pacific Ocean exhibited a prolonged period of recovery. Using mark-recapture methods on the largest individual photo-identification dataset ever assembled for a cetacean, we estimated annual ocean-basin-wide abundance for the species from 2002 through 2021. Trends in annual estimates describe strong post-whaling era population recovery from 16 875 (± 5955) in 2002 to a peak abundance estimate of 33 488 (± 4455) in 2012. An apparent 20% decline from 2012 to 2021, 33 488 (± 4455) to 26 662 (± 4192), suggests the population abruptly reached carrying capacity due to loss of prey resources. This was particularly evident for humpback whales wintering in Hawai'i, where, by 2021, estimated abundance had declined by 34% from a peak in 2013, down to abundance levels previously seen in 2006, and contrasted to an absence of decline in Mainland Mexico breeding humpbacks. The strongest marine heatwave recorded globally to date during the 2014-2016 period appeared to have altered the course of species recovery, with enduring effects. Extending this time series will allow humpback whales to serve as an indicator species for the ecosystem in the face of a changing climate.
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Affiliation(s)
- Ted Cheeseman
- Marine Ecology Research Centre, Southern Cross University, Lismore, New South Wales, Australia
- Happywhale, Santa Cruz, CA, USA
| | - Jay Barlow
- Marine Mammal Institute, Oregon State University, Newport, OR, USA
| | | | | | - Lars Bejder
- Marine Mammal Research Program, Hawai'i Institute of Marine Biology, University of Hawai'i at Manoa, Kaneohe, HI, USA
| | - Caitlin Birdsall
- Marine Education and Research Society, Port McNeill, British Columbia, Canada
| | | | - Amanda L. Bradford
- NOAA Fisheries Pacific Islands Fisheries Science Center, Honolulu, HI, USA
| | - Josie Byington
- Pacific Wildlife Foundation Canada, Port Moody, British Columbia, Canada
| | | | - Rachel Cartwright
- The Keiki Kohola Project, Delray Beach, FL, USA
- California State University Channel Islands, Camarillo, CA, USA
| | - Jen Cedarleaf
- University of Alaska Southeast, Sitka Campus, Sitka, AK, USA
| | | | | | | | - Joëlle De Weerdt
- Association ELI-S, Gujan-Mestras, France
- Vrije Universiteit, Brussels, Belgium
| | - Nicole Doe
- Marine Education and Research Society, Port McNeill, British Columbia, Canada
| | - Thomas Doniol-Valcroze
- Pacific Biological Station, Fisheries and Oceans Canada, Nanaimo, British Columbia, Canada
| | | | - Olga Filatova
- Department of Biology, University of Southern Denmark, Odense, Denmark
| | - Rachel Finn
- Hawaiian Islands Humpback Whale National Marine Sanctuary, Kīhei, HI, USA
| | | | - John Ford
- Pacific Biological Station, Fisheries and Oceans Canada, Nanaimo, British Columbia, Canada
| | | | - Chris Gabriele
- Hawai'i Marine Mammal Consortium, Waimea, HI, USA
- Glacier Bay National Park and Preserve, Gustavus, AK, USA
| | - Beth Goodwin
- Eye of the Whale Marine Mammal Research, Kamuela, HI, USA
| | - Craig Hayslip
- Marine Mammal Institute, Oregon State University, Newport, OR, USA
| | - Jackie Hildering
- Marine Education and Research Society, Port McNeill, British Columbia, Canada
| | - Marie C. Hill
- NOAA Fisheries Pacific Islands Fisheries Science Center, Honolulu, HI, USA
- Cooperative Institute for Marine and Atmospheric Research, Research Corporation of the University of Hawai'i, Honolulu, HI, USA
| | | | - M. Esther Jiménez-López
- Departamento Académico de Ingeniería en Pesquerías, Universidad Autónoma de Baja California Sur, La Paz, BCS, Mexico
| | | | | | - Marc Lammers
- Hawaiian Islands Humpback Whale National Marine Sanctuary, Kīhei, HI, USA
| | - Edward Lyman
- Hawaiian Islands Humpback Whale National Marine Sanctuary, Kīhei, HI, USA
| | | | - Evgeny Mamaev
- FGBU Gosudarstvennyj zapovednik Komandorskij, Commander Islands, Kamchatka Krai, Russia
| | | | - Annie Masterman
- National Marine Fisheries Service, NOAA, Auke Bay Laboratories, Alaska Fisheries Science Center, Juneau, AK, USA
| | | | - Christie McMillan
- Marine Education and Research Society, Port McNeill, British Columbia, Canada
- Pacific Biological Station, Fisheries and Oceans Canada, Nanaimo, British Columbia, Canada
| | - Jeff Moore
- NOAA Fisheries Southwest Fisheries Science Center, La Jolla, CA, USA
| | - John Moran
- National Marine Fisheries Service, NOAA, Auke Bay Laboratories, Alaska Fisheries Science Center, Juneau, AK, USA
| | | | | | | | | | | | - Adam A. Pack
- Department of Psychology, University of Hawai'i at Hilo, Hilo, HI, USA
- The Dolphin Institute, Hilo, HI, USA
| | | | | | | | | | - Nicola Ransome
- College of Sustainable Aquatic Ecosystems, Harry Butler Institute, Murdoch University, Western Australia, Australia
| | - Hiram Rosales-Nanduca
- Departamento Académico de Ingeniería en Pesquerías, Universidad Autónoma de Baja California Sur, La Paz, BCS, Mexico
| | - Fred Sharpe
- McCowan Lab, University of California Davis, Davis, CA, USA
| | - Tasli Shaw
- Humpback Whales of the Salish Sea, Duncan, British Columbia, Canada
| | | | | | | | | | | | - Suzie Teerlink
- Juneau Flukes, Juneau, AK, USA
- NOAA Fisheries Alaska Regional Office, Juneau, AK, USA
| | - Olga Titova
- A. N. Severtsov Institute of Ecology and Evolution of the Russian Academy of Sciences, Moscow, Russia
| | | | - Martin van Aswegen
- Marine Mammal Research Program, Hawai'i Institute of Marine Biology, University of Hawai'i at Manoa, Kaneohe, HI, USA
| | | | | | - Briana Witteveen
- University of Alaska Fairbanks College of Fisheries and Ocean Sciences, Fairbanks, AK, USA
| | - Janie Wray
- North Coast Cetacean Society, Alert Bay, British Columbia, Canada
| | - Kymberly Yano
- NOAA Fisheries Pacific Islands Fisheries Science Center, Honolulu, HI, USA
- Cooperative Institute for Marine and Atmospheric Research, Research Corporation of the University of Hawai'i, Honolulu, HI, USA
| | - Igor Yegin
- Happywhale, Santa Cruz, CA, USA
- University of Stirling, Stirling, UK
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7
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Brodie S, Pozo Buil M, Welch H, Bograd SJ, Hazen EL, Santora JA, Seary R, Schroeder ID, Jacox MG. Ecological forecasts for marine resource management during climate extremes. Nat Commun 2023; 14:7701. [PMID: 38052808 PMCID: PMC10698027 DOI: 10.1038/s41467-023-43188-0] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2023] [Accepted: 11/02/2023] [Indexed: 12/07/2023] Open
Abstract
Forecasting weather has become commonplace, but as society faces novel and uncertain environmental conditions there is a critical need to forecast ecology. Forewarning of ecosystem conditions during climate extremes can support proactive decision-making, yet applications of ecological forecasts are still limited. We showcase the capacity for existing marine management tools to transition to a forecasting configuration and provide skilful ecological forecasts up to 12 months in advance. The management tools use ocean temperature anomalies to help mitigate whale entanglements and sea turtle bycatch, and we show that forecasts can forewarn of human-wildlife interactions caused by unprecedented climate extremes. We further show that regionally downscaled forecasts are not a necessity for ecological forecasting and can be less skilful than global forecasts if they have fewer ensemble members. Our results highlight capacity for ecological forecasts to be explored for regions without the infrastructure or capacity to regionally downscale, ultimately helping to improve marine resource management and climate adaptation globally.
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Affiliation(s)
- Stephanie Brodie
- Institute of Marine Sciences, University of California Santa Cruz, Monterey, CA, USA.
- Environmental Research Division, Southwest Fisheries Science Center, National Marine Fisheries Service, National Oceanic and Atmospheric Administration, Monterey, CA, USA.
- Environment, Commonwealth Scientific and Industrial Research Organisation (CSIRO), Brisbane, Queensland, Australia.
| | - Mercedes Pozo Buil
- Institute of Marine Sciences, University of California Santa Cruz, Monterey, CA, USA
- Environmental Research Division, Southwest Fisheries Science Center, National Marine Fisheries Service, National Oceanic and Atmospheric Administration, Monterey, CA, USA
| | - Heather Welch
- Institute of Marine Sciences, University of California Santa Cruz, Monterey, CA, USA
- Environmental Research Division, Southwest Fisheries Science Center, National Marine Fisheries Service, National Oceanic and Atmospheric Administration, Monterey, CA, USA
| | - Steven J Bograd
- Institute of Marine Sciences, University of California Santa Cruz, Monterey, CA, USA
- Environmental Research Division, Southwest Fisheries Science Center, National Marine Fisheries Service, National Oceanic and Atmospheric Administration, Monterey, CA, USA
| | - Elliott L Hazen
- Institute of Marine Sciences, University of California Santa Cruz, Monterey, CA, USA
- Environmental Research Division, Southwest Fisheries Science Center, National Marine Fisheries Service, National Oceanic and Atmospheric Administration, Monterey, CA, USA
| | - Jarrod A Santora
- Fisheries Ecology Division, Southwest Fisheries Science Center, National Marine Fisheries Service, National Oceanic and Atmospheric Administration, Santa Cruz, CA, USA
- Department of Applied Math, University of California, 1156, Santa Cruz, CA, USA
| | - Rachel Seary
- Institute of Marine Sciences, University of California Santa Cruz, Monterey, CA, USA
- Environmental Research Division, Southwest Fisheries Science Center, National Marine Fisheries Service, National Oceanic and Atmospheric Administration, Monterey, CA, USA
- Fisheries Ecology Division, Southwest Fisheries Science Center, National Marine Fisheries Service, National Oceanic and Atmospheric Administration, Santa Cruz, CA, USA
| | - Isaac D Schroeder
- Institute of Marine Sciences, University of California Santa Cruz, Monterey, CA, USA
- Environmental Research Division, Southwest Fisheries Science Center, National Marine Fisheries Service, National Oceanic and Atmospheric Administration, Monterey, CA, USA
| | - Michael G Jacox
- Institute of Marine Sciences, University of California Santa Cruz, Monterey, CA, USA
- Environmental Research Division, Southwest Fisheries Science Center, National Marine Fisheries Service, National Oceanic and Atmospheric Administration, Monterey, CA, USA
- Physical Sciences Laboratory, Earth System Research Laboratories, National Oceanic and Atmospheric Administration, Boulder, CO, USA
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8
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Cheeseman T, Southerland K, Acebes JM, Audley K, Barlow J, Bejder L, Birdsall C, Bradford AL, Byington JK, Calambokidis J, Cartwright R, Cedarleaf J, Chavez AJG, Currie JJ, De Weerdt J, Doe N, Doniol-Valcroze T, Dracott K, Filatova O, Finn R, Flynn K, Ford JKB, Frisch-Jordán A, Gabriele CM, Goodwin B, Hayslip C, Hildering J, Hill MC, Jacobsen JK, Jiménez-López ME, Jones M, Kobayashi N, Lyman E, Malleson M, Mamaev E, Martínez Loustalot P, Masterman A, Matkin C, McMillan CJ, Moore JE, Moran JR, Neilson JL, Newell H, Okabe H, Olio M, Pack AA, Palacios DM, Pearson HC, Quintana-Rizzo E, Ramírez Barragán RF, Ransome N, Rosales-Nanduca H, Sharpe F, Shaw T, Stack SH, Staniland I, Straley J, Szabo A, Teerlink S, Titova O, Urban R J, van Aswegen M, de Morais MV, von Ziegesar O, Witteveen B, Wray J, Yano KM, Zwiefelhofer D, Clapham P. A collaborative and near-comprehensive North Pacific humpback whale photo-ID dataset. Sci Rep 2023; 13:10237. [PMID: 37353581 PMCID: PMC10290149 DOI: 10.1038/s41598-023-36928-1] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2022] [Accepted: 06/12/2023] [Indexed: 06/25/2023] Open
Abstract
We present an ocean-basin-scale dataset that includes tail fluke photographic identification (photo-ID) and encounter data for most living individual humpback whales (Megaptera novaeangliae) in the North Pacific Ocean. The dataset was built through a broad collaboration combining 39 separate curated photo-ID catalogs, supplemented with community science data. Data from throughout the North Pacific were aggregated into 13 regions, including six breeding regions, six feeding regions, and one migratory corridor. All images were compared with minimal pre-processing using a recently developed image recognition algorithm based on machine learning through artificial intelligence; this system is capable of rapidly detecting matches between individuals with an estimated 97-99% accuracy. For the 2001-2021 study period, a total of 27,956 unique individuals were documented in 157,350 encounters. Each individual was encountered, on average, in 5.6 sampling periods (i.e., breeding and feeding seasons), with an annual average of 87% of whales encountered in more than one season. The combined dataset and image recognition tool represents a living and accessible resource for collaborative, basin-wide studies of a keystone marine mammal in a time of rapid ecological change.
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Affiliation(s)
- Ted Cheeseman
- Happywhale, Santa Cruz, California, USA.
- Southern Cross University, Lismore, NSW, Australia.
| | | | | | | | - Jay Barlow
- NOAA Southwest Fisheries Science Center, San Diego, California, USA
| | - Lars Bejder
- Hawai'i Institute of Marine Biology, University of Hawai'i at Manoa, Kaneohe, Hawai'i, USA
| | - Caitlin Birdsall
- Marine Education and Research Society, Port McNeill, British Columbia, Canada
- Ocean Wise, Vancouver, British Columbia, Canada
| | - Amanda L Bradford
- NOAA Fisheries Pacific Islands Fisheries Science Center, Honolulu, Hawai'i, USA
| | - Josie K Byington
- Pacific Wildlife Foundation, Port Moody, British Columbia, Canada
| | | | | | | | | | | | | | - Nicole Doe
- Marine Education and Research Society, Port McNeill, British Columbia, Canada
| | | | - Karina Dracott
- Ocean Wise, Vancouver, British Columbia, Canada
- North Coast Cetacean Society, Hartley Bay, British Columbia, Canada
| | | | - Rachel Finn
- NOAA Hawaiian Islands Humpback Whale National Marine Sanctuary, Kihei, Maui, Hawaii, USA
| | | | - John K B Ford
- Fisheries and Oceans Canada, Nanaimo, British Columbia, Canada
| | | | - Christine M Gabriele
- Glacier Bay National Park and Preserve, Gustavus, Alaska, USA
- Hawai'i Marine Mammal Consortium, Kamuela, Hawai'i, USA
| | - Beth Goodwin
- Eye of the Whale Marine Mammal Research, Kamuela, Hawai'i, USA
| | - Craig Hayslip
- Marine Mammal Institute, Oregon State University, Newport, Oregon, USA
| | - Jackie Hildering
- Marine Education and Research Society, Port McNeill, British Columbia, Canada
| | - Marie C Hill
- NOAA Fisheries Pacific Islands Fisheries Science Center, Honolulu, Hawai'i, USA
- Cooperative Institution of Marine and Atmospheric Research, Research Corporation of the University of Hawai'i, Honolulu, Hawai'i, USA
| | | | - M Esther Jiménez-López
- Departamento Académico de Ingeniería en Pesquerías, Universidad Autónoma de Baja California Sur, La Paz, Baja California Sur, México
| | | | | | - Edward Lyman
- NOAA Hawaiian Islands Humpback Whale National Marine Sanctuary, Kihei, Maui, Hawaii, USA
| | - Mark Malleson
- Humpback Whales of the Salish Sea, Duncan, British Columbia, Canada
| | - Evgeny Mamaev
- Commander Islands National Park, Kamchatka Krai, Russian Federation
| | | | | | | | - Christie J McMillan
- Marine Education and Research Society, Port McNeill, British Columbia, Canada
- Fisheries and Oceans Canada, Nanaimo, British Columbia, Canada
| | - Jeff E Moore
- NOAA Southwest Fisheries Science Center, San Diego, California, USA
| | - John R Moran
- NOAA Alaska Fisheries Science Center, Juneau, Alaska, USA
| | - Janet L Neilson
- Glacier Bay National Park and Preserve, Gustavus, Alaska, USA
| | | | - Haruna Okabe
- Okinawa Churashima Foundation, Kunigami-gun, Japan
| | | | - Adam A Pack
- University of Hawai'i at Hilo, Hilo, Hawai'i, USA
- The Dolphin Institute, Hilo, Hawai'i, USA
| | - Daniel M Palacios
- Marine Mammal Institute, Oregon State University, Newport, Oregon, USA
- Department of Fisheries, Wildlife, and Conservation Sciences, Oregon State University, Newport, Oregon, USA
| | | | | | | | | | - Hiram Rosales-Nanduca
- Departamento Académico de Ingeniería en Pesquerías, Universidad Autónoma de Baja California Sur, La Paz, Baja California Sur, México
| | - Fred Sharpe
- Alaska Whale Foundation, Petersburg, Alaska, USA
| | - Tasli Shaw
- Humpback Whales of the Salish Sea, Duncan, British Columbia, Canada
| | | | | | - Jan Straley
- University of Alaska Southeast, Juneau, Alaska, USA
| | - Andrew Szabo
- Alaska Whale Foundation, Petersburg, Alaska, USA
| | - Suzie Teerlink
- NOAA Fisheries Alaska Regional Office, Juneau, Alaska, USA
| | - Olga Titova
- Severtsov Institute of Ecology and Evolution, Moscow, Russian Federation
| | - Jorge Urban R
- Universidad Autónoma de Baja California Sur, La Paz, Mexico
| | | | | | | | | | - Janie Wray
- North Coast Cetacean Society, Hartley Bay, British Columbia, Canada
| | - Kymberly M Yano
- NOAA Fisheries Pacific Islands Fisheries Science Center, Honolulu, Hawai'i, USA
- Cooperative Institution of Marine and Atmospheric Research, Research Corporation of the University of Hawai'i, Honolulu, Hawai'i, USA
| | | | - Phil Clapham
- Seastar Scientific, Vashon Island, Washington, USA
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9
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Jacox MG, Alexander MA, Amaya D, Becker E, Bograd SJ, Brodie S, Hazen EL, Pozo Buil M, Tommasi D. Global seasonal forecasts of marine heatwaves. Nature 2022; 604:486-490. [PMID: 35444322 PMCID: PMC9021020 DOI: 10.1038/s41586-022-04573-9] [Citation(s) in RCA: 24] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2021] [Accepted: 02/23/2022] [Indexed: 11/09/2022]
Abstract
Marine heatwaves (MHWs)—periods of exceptionally warm ocean temperature lasting weeks to years—are now widely recognized for their capacity to disrupt marine ecosystems1–3. The substantial ecological and socioeconomic impacts of these extreme events present significant challenges to marine resource managers4–7, who would benefit from forewarning of MHWs to facilitate proactive decision-making8–11. However, despite extensive research into the physical drivers of MHWs11,12, there has been no comprehensive global assessment of our ability to predict these events. Here we use a large multimodel ensemble of global climate forecasts13,14 to develop and assess MHW forecasts that cover the world’s oceans with lead times of up to a year. Using 30 years of retrospective forecasts, we show that the onset, intensity and duration of MHWs are often predictable, with skilful forecasts possible from 1 to 12 months in advance depending on region, season and the state of large-scale climate modes, such as the El Niño/Southern Oscillation. We discuss considerations for setting decision thresholds based on the probability that a MHW will occur, empowering stakeholders to take appropriate actions based on their risk profile. These results highlight the potential for operational MHW forecasts, analogous to forecasts of extreme weather phenomena, to promote climate resilience in global marine ecosystems. Climate forecast systems are used to develop and evaluate global predictions of marine heatwaves (MHWs), highlighting the feasibility of predicting MHWs and providing a foundation for operational MHW forecasts to support climate adaptation and resilience.
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Affiliation(s)
- Michael G Jacox
- NOAA Southwest Fisheries Science Center, Monterey, CA, USA. .,NOAA Physical Sciences Laboratory, Boulder, CO, USA. .,University of California Santa Cruz, Santa Cruz, CA, USA.
| | | | - Dillon Amaya
- NOAA Physical Sciences Laboratory, Boulder, CO, USA
| | | | - Steven J Bograd
- NOAA Southwest Fisheries Science Center, Monterey, CA, USA.,University of California Santa Cruz, Santa Cruz, CA, USA
| | - Stephanie Brodie
- NOAA Southwest Fisheries Science Center, Monterey, CA, USA.,University of California Santa Cruz, Santa Cruz, CA, USA
| | - Elliott L Hazen
- NOAA Southwest Fisheries Science Center, Monterey, CA, USA.,University of California Santa Cruz, Santa Cruz, CA, USA
| | - Mercedes Pozo Buil
- NOAA Southwest Fisheries Science Center, Monterey, CA, USA.,University of California Santa Cruz, Santa Cruz, CA, USA
| | - Desiree Tommasi
- University of California Santa Cruz, Santa Cruz, CA, USA.,NOAA Southwest Fisheries Science Center, La Jolla, CA, USA
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10
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Ettinger AK, Harvey CJ, Emmons C, Hanson MB, Ward EJ, Olson JK, Samhouri JF. Shifting phenology of an endangered apex predator mirrors changes in its favored prey. ENDANGER SPECIES RES 2022. [DOI: 10.3354/esr01192] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
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