Marine Ecology Progress Series 506:213
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Vol. 506: 213–229, 2014 MARINE ECOLOGY PROGRESS SERIES Published June 23 doi: 10.3354/meps10788 Mar Ecol Prog Ser Understanding community−habitat associations of temperate reef fishes using fine-resolution bathymetric measures of physical structure Matthew J. Cameron*, Vanessa Lucieer, Neville S. Barrett, Craig R. Johnson, Graham J. Edgar Institute for Marine and Antarctic Studies (IMAS), University of Tasmania, 20 Castray Esplanade, Battery Point, TAS 7004, Australia ABSTRACT: Multibeam sonar (MBS) hydro-acoustic technology allows for inexpensive, broad- scale, fine-resolution assessment of marine fish habitats. Parallel advancements in geographic information systems and new analytical techniques are providing researchers with the ability to generate informative surrogate predictors of biodiversity and species responses. The aim of this study was to determine whether fine-scale bathymetric derivatives of MBS survey data could be effectively applied as surrogates to explain spatial patterns in reef fish diversity and species−habitat relationships. In the absence of direct metrics of habitat, these derivatives might prove to be effective tools for marine spatial planning. Species−habitat relationships were exam- ined across a marine reserve on the south-eastern coast of Tasmania at fine spatial scales using boosted regression tree analyses. The most important explanatory variables of community diver- sity were those describing the degree of reef aspect deviation from east and south (seemingly as a proxy for swell exposure), reef bathymetry (depth), plane and slope. Models could account for up to 30% of the spatial variability in measures of species diversity. Responses in species abundance and occurrence to habitat structure appeared to be largely species-specific at the scales investi- gated. Models accounted for up to 67% and 58% of the abundance and occurrence, respectively, for the southern hulafish Trachinops caudimaculatus. Our results demonstrate that multibeam- derived metrics of reef habitat structure, employed in combination with modern modelling approaches, have the potential to explain and predict fine-resolution patterns in temperate reef fish community structure. This knowledge is urgently required to effectively manage marine ecosystems and conserve biodiversity and fisheries resources. KEY WORDS: Temperate reefs · Remote sensing · Bathymetric derivatives · Physical structure · Fish−habitat relationships Resale or republication not permitted without written consent of the publisher INTRODUCTION often labour intensive, financially expensive, incom- plete and spatially or temporally biased (Anderson et Apparent failures in traditional single-species fish- al. 2009). However, understanding community-habi- eries management have led to an increasing impetus tat associations of temperate reef fishes is vital for towards ecosystem-based approaches, requiring a effective ecosystem management because of the quantitative understanding of community responses potential of habitat type and structure to drive broad- to changing environments at scales relevant to mar- scale patterns of biodiversity (Ward et al. 1999). One ine management (Garcia et al. 2003). The collection of the major problems faced by policy makers and of biological and habitat data across these scales is managers with the task of implementing effective *Corresponding author: [email protected] © Inter-Research 2014 · www.int-res.com 214 Mar Ecol Prog Ser 506: 213–229, 2014 marine protected areas (MPAs) is targeting suitable common and generally focus on broad-scale habitat habitat structure and types which will maximise differences (Kracker et al. 2008, Knudby et al. 2010). conservation value and safeguard over-exploited and Recently, a number of studies have attempted to threatened species, communities and systems (Bab- apply fine-resolution multibeam sonar-derived meas- cock et al. 1999). Quantifying fish community re - ures of habitat structure to model reef fish community sponses to habitat structure is crucial for applied diversity and species distributions; Monk et al. (2011) aspects of MPA management, particularly if the goals successfully modelled blue-throated wrasse habitat of management approaches are to maximise biodi- suitability using seafloor variables derived from hy- versity (Garcia-Charton & Perez-Ruzafa 1998). The dro-acoustic survey data at varying spatial scales. feasibility of identifying cost-effective predictive sur- Guisan & Zimmermann (2000) reviewed a wide va- rogates of reef fish biodiversity where associations riety of modelling approaches available for predicting between communities, species and habitats can be the distribution and abundances of species and com- accurately modelled, needs to be established in order munities. Boosted regression trees (BRTs) are a newly to aid ecosystem management and conservation emerging statistical approach to modelling species planning (Anderson et al. 2009). distributions; the approach is gaining favour with Studies focussing on fish have revealed that phy - ecologists attempting to model species distribution sical habitat can influence fish community structure patterns because of its strong predictive ability to through varying recruitment and post-recruitment identify ecologically meaningful interactions between sur vival (Connell & Jones 1991, Tupper & Boutilier species and environments and because model outputs 1997), prey availability (Warfe & Barmuta 2004), pre- can be summarised intuitively to give clear ecological dation and competition (Hixon & Beets 1993, Johnson insight into relationships between response and pre- 2006) home range size, morphology and behaviour dictor variables (Elith et al. 2008). BRTs are being in- (Shum way 2008). Few studies have considered the creasingly applied to eco logi cal modelling of fish re- community and species-specific relationships of reef sponses to the physical nature of their environments fish with habitats at ecologically realistic resolutions (Leathwick et al. 2006, 2008, Pittman et al. 2009, at which they are directly interacting with their envi- Knudby et al. 2010, Richards et al. 2012) and have ronments. been shown to out-perform and provide superior flex- With the recent technological advancement of ibility over other common methods of modelling, such acoustic remote sensing tools, physical habitat data as generalized linear models (GLMs) and generalized are becoming increasingly obtainable from the mar- additive models (GAMs) (Elith & Leathwick 2011). ine environment. Technological advances in multi- They possess many of the advantages of traditional beam hydro-acoustics now allow relatively inexpen- tree-based methods in their ability to handle different sive, broad-scale, continuous lateral assessment of types of predictor variables, accommodate missing marine habitats at fine resolutions (i.e. across metre data, fit non-linear relationships and automatically and sub-metre scales; Brown et al. 2011). This infor- handle interaction effects between predictors, and mation is considerably cheaper and easier to acquire they require no dependency on prior data transfor- than direct diver assessments of reef habitat struc- mation or removal of outliers, while simultaneously ture over equivalent spatial scales. Concurrent they are able to overcome the main problem of poor advances and developments in geographic informa- predictive performance inherent in traditional tree- tion systems (GIS) and other analysis tools have based methods, through fitting multiple tree models enabled various derivative metrics of habitat struc- (Elith et al. 2008). ture to be calculated from bathymetric digital eleva- Here we used high-resolution, multibeam acoustic tion models (DEMs), providing researchers with a data and BRT modelling approaches to explain reef variety of potentially informative surrogate measures fish community responses to their environments at of biodiversity and species-specific environmental fine spatial scales across a coastal Tasmanian reef responses (Guisan & Zimmermann 2000, Lucieer et system and evaluated whether bathymetrically de - al. 2013). rived measures of habitat structure can be effectively Recent studies have investigated the effectiveness applied as surrogates of direct physical measures to of using bathymetric DEM-derived metrics of habitat model temperate reef fish community diversity, structure to model patterns in the distribution of vari- occurrence and abundance. Multi-species relation- ous benthic biota and habitat types (Rattray et al. ships with habitat were examined at scales at which 2009, Ierodiaconou et al. 2011) but studies using simi- fish directly interact with their environments. Fine- lar metrics to model reef fish distributions are less scale bathymetric derivatives were tested to identify Cameron et al.: Understanding reef fish habitat associations 215 whether they could be feasibly applied as surrogates along with a diverse algal understory and communi- to understanding biodiversity and the specific habitat ties of sessile invertebrates including hydrozoans, associations of fish in the absence of direct metrics of bryozoans, ascidians and sponges, typical of the habitat and in so doing identify an effective tool for broader region of eastern Tasmania (Andrew 1999). managing the marine environment. Non-cryptic reef fish species and abundances were surveyed on 5 separate occasions between May and December 2011 by a 2-person dive team using open- MATERIALS AND METHODS circuit SCUBA. Each survey