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Cardenas JA, Samadikhoshkho Z, Rehman AU, Valle-Pérez AU, de León EHP, Hauser CAE, Feron EM, Ahmad R. A systematic review of robotic efficacy in coral reef monitoring techniques. MARINE POLLUTION BULLETIN 2024; 202:116273. [PMID: 38569302 DOI: 10.1016/j.marpolbul.2024.116273] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/05/2023] [Revised: 03/15/2024] [Accepted: 03/16/2024] [Indexed: 04/05/2024]
Abstract
Coral reefs are home to a variety of species, and their preservation is a popular study area; however, monitoring them is a significant challenge, for which the use of robots offers a promising answer. The purpose of this study is to analyze the current techniques and tools employed in coral reef monitoring, with a focus on the role of robotics and its potential in transforming this sector. Using a systematic review methodology examining peer-reviewed literature across engineering and earth sciences from the Scopus database focusing on "robotics" and "coral reef" keywords, the article is divided into three sections: coral reef monitoring, robots in coral reef monitoring, and case studies. The initial findings indicated a variety of monitoring strategies, each with its own advantages and disadvantages. Case studies have also highlighted the global application of robotics in monitoring, emphasizing the challenges and opportunities unique to each context. Robotic interventions driven by artificial intelligence and machine learning have led to a new era in coral reef monitoring. Such developments not only improve monitoring but also support the conservation and restoration of these vulnerable ecosystems. Further research is required, particularly on robotic systems for monitoring coral nurseries and maximizing coral health in both indoor and open-sea settings.
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Affiliation(s)
- Jennifer A Cardenas
- Aquaponics 4.0 Learning Factory (AllFactory), University of Alberta, Edmonton, Canada
| | - Zahra Samadikhoshkho
- Aquaponics 4.0 Learning Factory (AllFactory), University of Alberta, Edmonton, Canada
| | - Ateeq Ur Rehman
- Aquaponics 4.0 Learning Factory (AllFactory), University of Alberta, Edmonton, Canada
| | - Alexander U Valle-Pérez
- Laboratory for Nanomedicine, Division of Biological and Environmental Science and Engineering, King Abdullah University of Science and Technology, Thuwal 23955-6900, Saudi Arabia; Computational Bioscience Research Center (CBRC), King Abdullah University of Science and Technology, Thuwal 23955-6900, Saudi Arabia; Red Sea Research Center, King Abdullah University of Science and Technology, Thuwal, Jeddah 23955, Saudi Arabia
| | - Elena Herrera-Ponce de León
- Laboratory for Nanomedicine, Division of Biological and Environmental Science and Engineering, King Abdullah University of Science and Technology, Thuwal 23955-6900, Saudi Arabia; Computational Bioscience Research Center (CBRC), King Abdullah University of Science and Technology, Thuwal 23955-6900, Saudi Arabia; Red Sea Research Center, King Abdullah University of Science and Technology, Thuwal, Jeddah 23955, Saudi Arabia
| | - Charlotte A E Hauser
- Laboratory for Nanomedicine, Division of Biological and Environmental Science and Engineering, King Abdullah University of Science and Technology, Thuwal 23955-6900, Saudi Arabia; Computational Bioscience Research Center (CBRC), King Abdullah University of Science and Technology, Thuwal 23955-6900, Saudi Arabia; Red Sea Research Center, King Abdullah University of Science and Technology, Thuwal, Jeddah 23955, Saudi Arabia
| | - Eric M Feron
- Laboratory for Nanomedicine, Division of Biological and Environmental Science and Engineering, King Abdullah University of Science and Technology, Thuwal 23955-6900, Saudi Arabia
| | - Rafiq Ahmad
- Aquaponics 4.0 Learning Factory (AllFactory), University of Alberta, Edmonton, Canada.
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2
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Zampa G, Azzola A, Bianchi CN, Morri C, Oprandi A, Montefalcone M. Patterns of change in coral reef communities of a remote Maldivian atoll revisited after eleven years. PeerJ 2023; 11:e16071. [PMID: 38077433 PMCID: PMC10710173 DOI: 10.7717/peerj.16071] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2022] [Accepted: 08/20/2023] [Indexed: 12/18/2023] Open
Abstract
Coral reefs are exposed worldwide to several global and local human pressures including climate change and coastal development. Assessing the effects of such pressures on coral reef communities and the changes they undergo over time is mandatory to understand their possible future trends. Nonetheless, some coral reefs receive no or little scientific attention, as in the case of Huvadhoo Atoll that is an under-studied region in the southernmost area of the Maldives (Indian Ocean). This study analyzes the changes occurring over time in eight coral reefs (four inner reefs within the atoll lagoon and four outer reefs on the ocean side) at Huvadhoo Atoll, firstly surveyed in 2009 and revisited in 2020 using the same field methods. The cover of 23 morphological benthic descriptors (including different growth forms of Acropora) was taken into account and then grouped into three categories (i.e., hard coral, other benthic taxa and abiotic descriptors) to analyze the change in the composition of the coral reef community. Significant changes (e.g., increase in hard coral cover and decrease in abiotic descriptors) were observed in the inner reefs as compared to the outer reefs, which showed less variability. A significant decrease in tabular Acropora cover was observed in both inner and outer reefs, with possible negative effects on reef complexity and functioning. By comparing two time periods and two reef types, this study provides novel information on the change over time in the community composition of Maldivian coral reefs.
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Affiliation(s)
- Greta Zampa
- BiGeA, Department of Biological, Geological, and Environmental Sciences, University of Bologna, Bologna, Italy
| | - Annalisa Azzola
- Seascape Ecology Laboratory, DiSTAV, Department of Earth, Environmental and Life Sciences, University of Genoa, Genoa, Italy
- National Biodiversity Future Center (NBFC), Palermo, Italy
| | - Carlo Nike Bianchi
- Seascape Ecology Laboratory, DiSTAV, Department of Earth, Environmental and Life Sciences, University of Genoa, Genoa, Italy
- Department of Integrative Marine Ecology (EMI), Ecology and Biotechnology, Genoa Marine Centre, Stazione Zoologica Anton Dohrn –National Institute of Marine Biology, Genoa, Italy
| | - Carla Morri
- Seascape Ecology Laboratory, DiSTAV, Department of Earth, Environmental and Life Sciences, University of Genoa, Genoa, Italy
- Department of Integrative Marine Ecology (EMI), Ecology and Biotechnology, Genoa Marine Centre, Stazione Zoologica Anton Dohrn –National Institute of Marine Biology, Genoa, Italy
| | - Alice Oprandi
- Seascape Ecology Laboratory, DiSTAV, Department of Earth, Environmental and Life Sciences, University of Genoa, Genoa, Italy
| | - Monica Montefalcone
- Seascape Ecology Laboratory, DiSTAV, Department of Earth, Environmental and Life Sciences, University of Genoa, Genoa, Italy
- National Biodiversity Future Center (NBFC), Palermo, Italy
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3
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Dellaert Z, Putnam HM. Reconciling the variability in the biological response of marine invertebrates to climate change. J Exp Biol 2023; 226:jeb245834. [PMID: 37655544 DOI: 10.1242/jeb.245834] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/02/2023]
Abstract
As climate change increases the rate of environmental change and the frequency and intensity of disturbance events, selective forces intensify. However, given the complicated interplay between plasticity and selection for ecological - and thus evolutionary - outcomes, understanding the proximate signals, molecular mechanisms and the role of environmental history becomes increasingly critical for eco-evolutionary forecasting. To enhance the accuracy of our forecasting, we must characterize environmental signals at a level of resolution that is relevant to the organism, such as the microhabitat it inhabits and its intracellular conditions, while also quantifying the biological responses to these signals in the appropriate cells and tissues. In this Commentary, we provide historical context to some of the long-standing challenges in global change biology that constrain our capacity for eco-evolutionary forecasting using reef-building corals as a focal model. We then describe examples of mismatches between the scales of external signals relative to the sensors and signal transduction cascades that initiate and maintain cellular responses. Studying cellular responses at this scale is crucial because these responses are the basis of acclimation to changing environmental conditions and the potential for environmental 'memory' of prior or historical conditions through molecular mechanisms. To challenge the field, we outline some unresolved questions and suggest approaches to align experimental work with an organism's perception of the environment; these aspects are discussed with respect to human interventions.
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Affiliation(s)
- Zoe Dellaert
- Department of Biological Sciences, University of Rhode Island, 120 Flagg Rd, Kingston, RI 02881, USA
| | - Hollie M Putnam
- Department of Biological Sciences, University of Rhode Island, 120 Flagg Rd, Kingston, RI 02881, USA
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4
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Chan YKS, Affendi YA, Ang PO, Baria-Rodriguez MV, Chen CA, Chui APY, Giyanto, Glue M, Huang H, Kuo CY, Kim SW, Lam VYY, Lane DJW, Lian JS, Lin SMNN, Lunn Z, Nañola CL, Nguyen VL, Park HS, Suharsono, Sutthacheep M, Vo ST, Vibol O, Waheed Z, Yamano H, Yeemin T, Yong E, Kimura T, Tun K, Chou LM, Huang D. Decadal stability in coral cover could mask hidden changes on reefs in the East Asian Seas. Commun Biol 2023; 6:630. [PMID: 37301948 PMCID: PMC10257672 DOI: 10.1038/s42003-023-05000-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2022] [Accepted: 05/31/2023] [Indexed: 06/12/2023] Open
Abstract
Coral reefs in the Central Indo-Pacific region comprise some of the most diverse and yet threatened marine habitats. While reef monitoring has grown throughout the region in recent years, studies of coral reef benthic cover remain limited in spatial and temporal scales. Here, we analysed 24,365 reef surveys performed over 37 years at 1972 sites throughout East Asia by the Global Coral Reef Monitoring Network using Bayesian approaches. Our results show that overall coral cover at surveyed reefs has not declined as suggested in previous studies and compared to reef regions like the Caribbean. Concurrently, macroalgal cover has not increased, with no indications of phase shifts from coral to macroalgal dominance on reefs. Yet, models incorporating socio-economic and environmental variables reveal negative associations of coral cover with coastal urbanisation and sea surface temperature. The diversity of reef assemblages may have mitigated cover declines thus far, but climate change could threaten reef resilience. We recommend prioritisation of regionally coordinated, locally collaborative long-term studies for better contextualisation of monitoring data and analyses, which are essential for achieving reef conservation goals.
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Affiliation(s)
- Y K S Chan
- Department of Biological Sciences, National University of Singapore, Singapore, Singapore.
| | - Y A Affendi
- Institute of Ocean and Earth Sciences, Universiti Malaya, Kuala Lumpur, Malaysia
| | - P O Ang
- Institute of Space and Earth Information Science, The Chinese University of Hong Kong, Shatin, Hong Kong SAR, China
| | - M V Baria-Rodriguez
- Marine Science Institute, University of the Philippines Diliman, Quezon, Philippines
| | - C A Chen
- Biodiversity Research Centre, Academia Sinica, Taipei, Taiwan
| | - A P Y Chui
- Institute of Space and Earth Information Science, The Chinese University of Hong Kong, Shatin, Hong Kong SAR, China
| | - Giyanto
- Research Center for Oceanography, National Research and Innovation Agency (BRIN), Jakarta, Indonesia
| | - M Glue
- Fauna & Flora International, Phnom Penh, Cambodia
| | - H Huang
- South China Sea Institute of Oceanology, Chinese Academy of Sciences, Guangzhou, China
| | - C-Y Kuo
- Biodiversity Research Centre, Academia Sinica, Taipei, Taiwan
| | - S W Kim
- School of Biological Sciences, The University of Queensland, Brisbane, Australia
| | - V Y Y Lam
- Global Coral Reef Monitoring Network, International Union for the Conservation of Nature, Washington D.C., USA
- Marine Spatial Ecology Lab, School of Biological Sciences, The University of Queensland, Brisbane, Australia
| | - D J W Lane
- Lee Kong Chian Natural History Museum, National University of Singapore, Singapore, Singapore
- Universiti Brunei Darussalam, Bandar Seri Begawan, Brunei Darussalam
| | - J S Lian
- South China Sea Institute of Oceanology, Chinese Academy of Sciences, Guangzhou, China
| | - S M N N Lin
- Fauna & Flora International, Yangon, Myanmar
| | - Z Lunn
- Fauna & Flora International, Yangon, Myanmar
| | - C L Nañola
- University of the Philippines Mindanao, Davao, Philippines
| | - V L Nguyen
- Institute of Oceanography, Vietnam Academy of Science and Technology, Nha Trang, Vietnam
| | - H S Park
- Korean Institute of Ocean Science and Technology, Seoul, South Korea
| | - Suharsono
- Research Center for Oceanography, National Research and Innovation Agency (BRIN), Jakarta, Indonesia
| | - M Sutthacheep
- Department of Biological Sciences, Ramkhamhaeng University, Bangkok, Thailand
| | - S T Vo
- Institute of Oceanography, Vietnam Academy of Science and Technology, Nha Trang, Vietnam
| | - O Vibol
- Department of Fisheries Conservation, Ministry of Agriculture, Phnom Penh, Cambodia
| | - Z Waheed
- Borneo Marine Research Institute, Universiti Malaysia Sabah, Kota Kinabalu, Malaysia
| | - H Yamano
- National Institute for Environmental Studies, Tsukaba, Japan
| | - T Yeemin
- Faculty of Science, Ramkhamhaeng University, Bangkok, Thailand
| | - E Yong
- Reef Check Brunei, Bandar Seri Begawan, Brunei Darussalam
| | - T Kimura
- Global Coral Reef Monitoring Network East Asia Region, Tokyo, Japan
- Palau International Coral Reef Center, Koror, Palau
| | - K Tun
- Global Coral Reef Monitoring Network East Asia Region, Tokyo, Japan
- National Biodiversity Centre, National Parks Board, Singapore, Singapore
| | - L M Chou
- Department of Biological Sciences, National University of Singapore, Singapore, Singapore
- Tropical Marine Science Institute, National University of Singapore, Singapore, Singapore
| | - D Huang
- Department of Biological Sciences, National University of Singapore, Singapore, Singapore
- Lee Kong Chian Natural History Museum, National University of Singapore, Singapore, Singapore
- Tropical Marine Science Institute, National University of Singapore, Singapore, Singapore
- Centre for Nature-based Climate Solutions, National University of Singapore, Singapore, Singapore
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Bozec Y, Hock K, Mason RAB, Baird ME, Castro‐Sanguino C, Condie SA, Puotinen M, Thompson A, Mumby PJ. Cumulative impacts across Australia’s Great Barrier Reef: a mechanistic evaluation. ECOL MONOGR 2021. [DOI: 10.1002/ecm.1494] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Affiliation(s)
- Yves‐Marie Bozec
- Marine Spatial Ecology Lab School of Biological Sciences & ARC Centre of Excellence for Coral Reef Studies University of Queensland St Lucia Queensland 4072 Australia
| | - Karlo Hock
- Marine Spatial Ecology Lab School of Biological Sciences & ARC Centre of Excellence for Coral Reef Studies University of Queensland St Lucia Queensland 4072 Australia
| | - Robert A. B. Mason
- Marine Spatial Ecology Lab School of Biological Sciences & ARC Centre of Excellence for Coral Reef Studies University of Queensland St Lucia Queensland 4072 Australia
| | - Mark E. Baird
- CSIRO Oceans and Atmosphere Hobart Tasmania 7001 Australia
| | - Carolina Castro‐Sanguino
- Marine Spatial Ecology Lab School of Biological Sciences & ARC Centre of Excellence for Coral Reef Studies University of Queensland St Lucia Queensland 4072 Australia
| | | | - Marji Puotinen
- Australian Institute of Marine Science & Indian Ocean Marine Research Centre Crawley Western Australia 6009 Australia
| | - Angus Thompson
- Australian Institute of Marine Science Townsville Queensland 4810 Australia
| | - Peter J. Mumby
- Marine Spatial Ecology Lab School of Biological Sciences & ARC Centre of Excellence for Coral Reef Studies University of Queensland St Lucia Queensland 4072 Australia
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Cresswell AK, Ryan NM, Heyward AJ, Smith ANH, Colquhoun J, Case M, Birt MJ, Chinkin M, Wyatt M, Radford B, Costello P, Gilmour JP. A quantitative comparison of towed-camera and diver-camera transects for monitoring coral reefs. PeerJ 2021; 9:e11090. [PMID: 33954031 PMCID: PMC8052974 DOI: 10.7717/peerj.11090] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2020] [Accepted: 02/20/2021] [Indexed: 12/02/2022] Open
Abstract
Novel tools and methods for monitoring marine environments can improve efficiency but must not compromise long-term data records. Quantitative comparisons between new and existing methods are therefore required to assess their compatibility for monitoring. Monitoring of shallow water coral reefs is typically conducted using diver-based collection of benthic images along transects. Diverless systems for obtaining underwater images (e.g. towed-cameras, remotely operated vehicles, autonomous underwater vehicles) are increasingly used for mapping coral reefs. Of these imaging platforms, towed-cameras offer a practical, low cost and efficient method for surveys but their utility for repeated measures in monitoring studies has not been tested. We quantitatively compare a towed-camera approach to repeated surveys of shallow water coral reef benthic assemblages on fixed transects, relative to benchmark data from diver photo-transects. Differences in the percent cover detected by the two methods was partly explained by differences in the morphology of benthic groups. The reef habitat and physical descriptors of the site—slope, depth and structural complexity—also influenced the comparability of data, with differences between the tow-camera and the diver data increasing with structural complexity and slope. Differences between the methods decreased when a greater number of images were collected per tow-camera transect. We attribute lower image quality (variable perspective, exposure and focal distance) and lower spatial accuracy and precision of the towed-camera transects as the key reasons for differences in the data from the two methods and suggest changes to the sampling design to improve the application of tow-cameras to monitoring.
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Affiliation(s)
- Anna K Cresswell
- Australian Institute of Marine Science, Perth, WA, Australia.,Oceans Institute, University of Western Australia, Perth, WA, Australia
| | - Nicole M Ryan
- Australian Institute of Marine Science, Perth, WA, Australia
| | | | - Adam N H Smith
- School of Natural and Mathematical Sciences, Massey University, Auckland, New Zealand
| | - Jamie Colquhoun
- Australian Institute of Marine Science, Perth, WA, Australia
| | - Mark Case
- Australian Institute of Marine Science, Perth, WA, Australia
| | - Matthew J Birt
- Australian Institute of Marine Science, Perth, WA, Australia
| | - Mark Chinkin
- Australian Institute of Marine Science, Perth, WA, Australia
| | - Mathew Wyatt
- Australian Institute of Marine Science, Perth, WA, Australia
| | - Ben Radford
- Australian Institute of Marine Science, Perth, WA, Australia.,Oceans Institute, University of Western Australia, Perth, WA, Australia
| | - Paul Costello
- Australian Institute of Marine Science, Townsville, QLD, Australia
| | - James P Gilmour
- Australian Institute of Marine Science, Perth, WA, Australia.,Oceans Institute, University of Western Australia, Perth, WA, Australia
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Mitsuki Y, Isomura N, Nozawa Y, Tachikawa H, Huang D, Fukami H. Distinct species hidden in the widely distributed coral Coelastrea aspera (Cnidaria, Anthozoa, Scleractinia). INVERTEBR SYST 2021. [DOI: 10.1071/is21025] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
Species identification is key for coral reef conservation and restoration. Recent coral molecular-morphological studies have indicated the existence of many cryptic species. Coelastrea aspera (Verrill, 1866) is a zooxanthellate scleractinian coral that is widely distributed in the Indo-Pacific. In Japan, this species is distributed from the subtropical reef region to the high-latitudinal non-reef region. Previous studies have reported that C. aspera colonies in the non-reef region release egg-sperm bundles (bundle type), whereas those in the reef region release eggs and sperm separately (non-bundle type) and release planula larvae after spawning. This difference in reproduction might be relevant to species differences. To clarify the species delimitation of C. aspera, the reproduction, morphology and molecular phylogeny of C. aspera samples collected from reef and non-reef regions in Japan were analysed, along with additional morphological and molecular data of samples from northern Taiwan. The results show that C. aspera is genetically and morphologically separated into two main groups. The first group is the non-bundle type, distributed only in reef regions, whereas the second group is the bundle type, widely distributed throughout the reef and non-reef regions. Examination of type specimens of the taxon’s synonyms leads us to conclude that the first group represents the true C. aspera, whereas the second is Coelastrea incrustans comb. nov., herein re-established, that was originally described as Goniastrea incrustans Duncan, 1886, and had been treated as a junior synonym of C. aspera.
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Hartill ÉC, Waller RG, Auster PJ. Deep coral habitats of Glacier Bay National Park and Preserve, Alaska. PLoS One 2020; 15:e0236945. [PMID: 32750086 PMCID: PMC7402505 DOI: 10.1371/journal.pone.0236945] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2020] [Accepted: 07/16/2020] [Indexed: 11/18/2022] Open
Abstract
Glacier Bay National Park and Preserve (GBNPP) in Southeast Alaska is a system of glaciated fjords with a unique and recent history of deglaciation. As such, it can serve as a natural laboratory for studying patterns of distribution in marine communities with proximity to glacial influence. In order to examine the changes in fjord-based coral communities, underwater photo-quadrats were collected during multipurpose dives with a remotely operated vehicle (ROV) in March of 2016. Ten sites were chosen to represent the geochronological and oceanographic gradients present in GBNPP. Each site was surveyed vertically between 100 and 420 meters depth and photo-quadrats were extracted from the video strip transects for analysis. The ROV was equipped with onboard CTD which recorded environmental data (temperature and salinity), in order to confirm the uniformity of these characteristics at depth across the fjords. The percent cover and diversity of species were lowest near the glaciated heads of the fjords and highest in the Central Channel and at the mouths of the fjords. Diversity is highest where characteristics such as low sedimentation and increased tidal currents are predominant. The diverse communities at the mouths of the fjords and in the Central Channel were dominated by large colonies of the Red Tree Coral, Primnoa pacifica, as well as sponges, brachiopods, multiple species of cnidarians, echinoderms, molluscs and arthropods. The communities at the heads of the fjords were heavily dominated by pioneering species such as brachiopoda, hydrozoan turf, the encrusting stoloniferan coral Sarcodyction incrustans, and smaller colonies of P. pacifica. This research documents a gradient of species dominance from the Central Channel to the heads of the glaciated fjords, which is hypothesized to be driven by a combination of physical and biological factors such as glacial sedimentation, nutrient availability, larval dispersal, and competition.
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Affiliation(s)
- Élise C. Hartill
- Darling Marine Center, School of Marine Sciences, University of Maine, Walpole, Maine United States of America
- * E-mail:
| | - Rhian G. Waller
- Darling Marine Center, School of Marine Sciences, University of Maine, Walpole, Maine United States of America
- Sven Lovén Centre, Tjärnö, University of Gothenburg, Strömstad, Sweden
| | - Peter J. Auster
- Department of Marine Sciences, University of Connecticut, Groton, Connecticut, United States of America
- Mystic Aquarium–Sea Research Foundation, Mystic, Connecticut, United States of America
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