Document Type
Dissertation
Degree
Doctor of Philosophy (PhD)
Major/Program
Biology
First Advisor's Name
Kevin Boswell
First Advisor's Committee Title
committee chair
Second Advisor's Name
Yuying Zhang
Second Advisor's Committee Title
committee member
Third Advisor's Name
Yannis Papastamatiou
Third Advisor's Committee Title
committee member
Fourth Advisor's Name
Alastair Harborne
Fourth Advisor's Committee Title
committee member
Fifth Advisor's Name
Jennifer Rehage
Fifth Advisor's Committee Title
committee member
Sixth Advisor's Name
Patrick Sullivan
Sixth Advisor's Committee Title
committee member
Keywords
fisheries acoustics, reef fish, artificial reefs, survey design, geostatistics, generalized additive models, machine learning, spatial ecology
Date of Defense
3-28-2023
Abstract
The extensive reef systems along the western coast of Florida have been subjected to several anthropogenic disturbances in recent years. Information required to assess the impacts of these disturbances on reef fishes is currently limited in the northeastern Gulf of Mexico (nGOM), as the structural complexity of reefs make them an untrawlable habitat. Active acoustic surveys have widely been accepted as a non-invasive and time-effective alternative to traditional methods of pelagic fisheries sampling. At reefs, acoustic methods are currently limited in sampling mixed-assemblage communities due to the inability to provide species-level taxonomic description. Furthermore, reef fish aggregate over discrete spatially-resolved locations which may or may not be predictable. This provides a challenge in water column sampling, such as active acoustics, which aims to maximize the proportion of surveyed area which passes over the fish aggregation. In this dissertation, I applied active acoustics within these limitations to measure the spatial distribution of reef fish biomass in the nGOM. First, I utilized a multi-frequency acoustic approach to make direct comparisons of the horizontal (latitude and longitude) and vertical (depth in the water column) distribution of backscatter from swim-bladdered vii fishes at natural and artificial reefs along the northwestern Florida continental shelf. The effects of vertical relief, deployment depth, and area of influence on fish biomass around artificial reefs provide an indicator of the performance of artificial reefs as a mitigation tool for the loss of natural reef habitat. Next, I evaluated the precision in quantifying simulated and empirical backscatter of goliath grouper (Epinephalus itajara) spawning aggregations from commonly used survey designs and model-based inference approaches. In my last chapter, I integrated machine learning with acoustic methods and a towed camera array to classify fishery important fishes from non-targeted species at the Florida Middle Grounds, a series of high-profile limestone escarpments along the West Florida Shelf. My ultimate aim in the previous three approaches is to improve the practice of acoustic monitoring of reef-associated fishes and provide managers with baseline information about the spatial distribution of reef fishes in the nGOM.
Identifier
FIDC011005
Previously Published In
White, A., Patterson, W. F. III, and Boswell, K. M. 2022. Distribution of acoustic fish backscatter associated with natural and artificial reefs in the northeastern Gulf of Mexico. Fisheries Research 248 106199.
Creative Commons License
This work is licensed under a Creative Commons Attribution 4.0 License.
Recommended Citation
White, Allison Lynn, "Spatial Distribution of Reef-associated Fish in the Northeastern Gulf of Mexico: An Active Acoustics Approach" (2023). FIU Electronic Theses and Dissertations. 5318.
https://digitalcommons.fiu.edu/etd/5318
Included in
Applied Statistics Commons, Aquaculture and Fisheries Commons, Marine Biology Commons, Population Biology Commons
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