spatial match-mismatch in the benguela upwelling zone

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Journal o f Applied Ecology 2008, 45, 610-621 doi: 10.111 l/j. 1365-2664.2007.01447.X Spatial match-mismatch in the Benguela upwelling zone: should we expect chlorophyll and sea-surface temperature to predict marine predator distributions? David Grémillet1’2*, Sue Lewis3,4, Laurent Drapeau5,6, Cari D. van Der Lingen6, Jenny A. Huggett6, Janet C. Coetzee6, Hans M. Verheye6, Francis Daunt4, Sarah Wanless 4 and Peter G. Ryan 2 1 Centre National de la Recherche Scientifique, Département d’Ecologie, Physiologie et Ethologie, IPHC, 23 rue Becquerel, F-67087 Strasbourg, Cedex 02, France;2Percy FitzPatrick Institute, DSTINRF Centre of Excellence, University of Cape Town, Rondebosch 7701, South Africa;3 Department of Zoology, University of Aberdeen, Tillydrone Avenue, Aberdeen AB9 2TN, UK; 4Centre for Ecology and Hydrology Banchory, NERC, Hill of Brathens, Banchory AB31 4BW, UK; 5Institut de Recherche pour le Développement, 213 Rue Layette, F-75018 Paris, Cedex 10, France; and sMarine and Coastal Management, Private Bag X2, Roggebay 8012, South Africa Summary 1. Remote-sensing measurements of marine primary productivity are widely used to predict the distribution and movements of marine top predators, despite the fact that predators do not feed directly on phytoplankton but several trophic levels higher up the food chain. 2. To test for potential links between primary productivity and top-predator feeding hotspots, we assessed spatial match-mismatch across four trophic levels of the Benguela upwelling zone (south-east Atlantic). The food chain studied consisted of phytoplankton, Zooplankton (copepods), pelagic fish (anchovies and sardines) and two top predators (Cape gannets Morus capensis and human fisheries). 3. Remote-sensing data of sea-surface temperature (SST) and chlorophyll_a concentration were used as indices of phytoplankton abundance throughout the study area. Copepod biomass and pelagic fish density were determined during at-sea surveys in the South African section of the Benguela using net tows and hydro-acoustics, respectively. Seabird (Cape gannet) home ranges and foraging zones were assessed from two Namibian breeding colonies (Mercury and Ichaboe) and two South African colonies (Lambert’s Bay and Malgas) using global positioning system (GPS) tracking. Industrial fishing for anchovies and sardines was investigated using South African landing statistics and logbooks. 4. Our spatial analyses revealed a strong match of seabird at-sea habitat and zones of high primary productivity throughout the southern Benguela. Conversely, there was a marked spatial mismatch between copepods and pelagic fish, as well as between pelagic fish, seabirds and human fisheries: copepods were present in the southern Benguela but pelagic fish usually feeding upon them were located further east (Indian Ocean), outside of the Benguela sensu stricto. Consequently, the majority of these pelagic fish were out of reach for seabirds and fisheries confined to the southern Benguela. 5. Synthesis and applications. Our study demonstrates the impact of an ecosystem shift across one of the world’s most productive marine ecosystems and highlights the limitations of using remote- sensed patterns of primary productivity to interpret the foraging behaviour of marine top preda tors. These findings underline the importance of a better knowledge of food web spatial dynamics to support ecosystem-based fisheries management and the conservation of marine top predators. Key-words: biotelemetry, ecosystem shift, industrial fisheries, match-mismatch hypothesis, remote-sensing *Correspondence author. E-mail: [email protected] © 2008 The Authors. Journal compilation © 2008 British Ecological Society

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Page 1: Spatial match-mismatch in the Benguela upwelling zone

Journal o f Applied Ecology 2008, 45, 610-621 doi: 10.111 l/j. 1365-2664.2007.01447.X

Spatial match-mismatch in the Benguela upwelling zone: should we expect chlorophyll and sea-surface temperature to predict marine predator distributions?David Grém illet1’2*, Sue Lewis3,4, Laurent Drapeau5,6, Cari D. van Der Lingen6,Jenny A. Huggett6, Janet C. Coetzee6, Hans M. Verheye6, Francis Daunt4, Sarah W anless4 and Peter G. Ryan2

1 Centre N ational de la Recherche Scientifique, D épartem ent d ’Ecologie, Physiologie et Ethologie, IP H C, 23 rue Becquerel, F-67087 Strasbourg, Cedex 02, F ra n ce ;2Percy F itzP atrick Institute, D S T IN R F Centre o f Excellence, University o f Cape Town, Rondebosch 7701, South A fr ic a ;3 D epartm ent o f Zoology, U niversity o f Aberdeen, T illydrone Avenue, A berdeen A B 9 2TN, UK; 4Centre fo r E co logy and H ydro logy Banchory, NERC, H ill o f Brathens, B anchory AB31 4BW, UK; 5Institut de Recherche p o u r le Développem ent, 213 Rue Layette, F -75018 Paris, Cedex 10, France; and sM arine and Coastal M anagem ent, Private Bag X2, Roggebay 8012, South A frica

S um m ary

1. Remote-sensing measurements of marine primary productivity are widely used to predict the distribution and movements of marine top predators, despite the fact that predators do not feed directly on phytoplankton but several trophic levels higher up the food chain.2. To test for potential links between primary productivity and top-predator feeding hotspots, we assessed spatial match-mismatch across four trophic levels of the Benguela upwelling zone (south-east Atlantic). The food chain studied consisted of phytoplankton, Zooplankton (copepods), pelagic fish (anchovies and sardines) and two top predators (Cape gannets Morus capensis and human fisheries).3. Remote-sensing data of sea-surface temperature (SST) and chlorophyll_a concentration were used as indices of phytoplankton abundance throughout the study area. Copepod biomass and pelagic fish density were determined during at-sea surveys in the South African section of the Benguela using net tows and hydro-acoustics, respectively. Seabird (Cape gannet) home ranges and foraging zones were assessed from two Namibian breeding colonies (Mercury and Ichaboe) and two South African colonies (Lambert’s Bay and Malgas) using global positioning system (GPS) tracking. Industrial fishing for anchovies and sardines was investigated using South African landing statistics and logbooks.4. Our spatial analyses revealed a strong match of seabird at-sea habitat and zones of high primary productivity throughout the southern Benguela. Conversely, there was a marked spatial mismatch between copepods and pelagic fish, as well as between pelagic fish, seabirds and human fisheries: copepods were present in the southern Benguela but pelagic fish usually feeding upon them were located further east (Indian Ocean), outside of the Benguela sensu stricto. Consequently, the majority of these pelagic fish were out of reach for seabirds and fisheries confined to the southern Benguela.5. Synthesis and applications. Our study demonstrates the impact of an ecosystem shift across one of the world’s most productive marine ecosystems and highlights the limitations of using remote- sensed patterns of primary productivity to interpret the foraging behaviour of marine top preda­tors. These findings underline the importance of a better knowledge of food web spatial dynamics to support ecosystem-based fisheries management and the conservation of marine top predators.

Key-words: biotelemetry, ecosystem shift, industrial fisheries, match-mismatch hypothesis, remote-sensing

*C orrespondence author. E-m ail: david.grem illet@ cefe.cnrs.fr

© 2008 The A uthors. Journal com pilation © 2008 British Ecological Society

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Spatial match-mismatch in the Benguela 611

Introduction

The cohesion and resilience of food webs are ensured by the spatio-temporal match of consumers and their resources. Environmental stochasticity and human disturbance can cause a mismatch of predators and prey, with profound impacts on energy flow, population dynamics and ecosystem structure. The match-mismatch hypothesis (MMH), formu­lated by Cushing (1974), underlines the importance of this equilibrium for the recruitment of pelagic fish feeding on Zooplankton. Several studies have confirmed the pertinence of the M M H for our understanding of trophic functioning (Sinclair & Tremblay 1984; Conover et al. 1995). Cushing’s concept primarily referred to temporal match-mismatch occurring at lower trophic levels, such as within a p lankton- fish system. Nevertheless, recent investigations indicate that this framework can be expanded to a spatial context, i.e. that it can be applied to the spatial match-mismatch of predators relative to prey fields (Chick & van den Avyle 1999). Further studies suggest that the M M H is equally valid for a wide range of terrestrial and marine predator-prey systems, including predators operating at the highest trophic levels (Stenseth & M ysterud 2002; D urant et al. 2005). Elowever, tests of the M M H have typically considered only two trophic levels and have not specifically assessed the spatial match-mismatch of predator and prey distributions, but rather focused on temporal features, often using proxies of predator occurrence, such as reproductive success. No studies have included human fisher­ies as predators of natural resources. From a management perspective, an assessment of spatial match-mismatch from primary producers to top predators, including humans, is essential for two reasons.

First, studies assessing the impact of environmental change (natural or anthropogenic) on ecosystems should ideally con­sider all food web components. Elowever, this approach is too time consuming and costly to be implemented routinely. Researchers and managers have therefore been on the look­out for ecological indicators, i.e. species or trophic guilds that can be used to inform us about the ecological status of entire ecosystems (Dale & Beyeler 2001). In the marine environment, satellite data of sea-surface temperature (SST) and surface concentrations of chlorophyll_a are used extensively to map patterns of primary productivity. As an increasing number of studies indicate that marine ecosystems are controlled via bottom-up processes (Frank, Petrie & Shackell 2007), it is tempting to use these remote-sensed estimates of primary productivity to interpret and predict the occurrence of marine top predators, such as predatory fish, turtles, seabirds and marine mammals (Polovina et al. 2004; Bailleui et al. 2005; Zainuddin et al. 2006; Pinaud & Weimerskirch 2007). EIow- ever, we tend to forget that marine top predators do not feed on SST or on phytoplankton. In fact, there are one to four intermediate trophic levels between primary production assessed via remote-sensing and marine top predators (Barnes & Flughes 1988). If there is no close spatio-temporal match between the different trophic components of these food webs, it is questionable whether satellite charts of pri­

mary productivity can be used to assess the spatial ecology of marine top predators.

Secondly, in the current context of marked environmental changes and their impact on species’ distributions, natural resources and biodiversity (Parmesan & Yohe 2003), there is an urgent need to understand the spatial links across marine food webs and how environmental perturbations might affect them. Modifications in the distributional ranges of species facing global change can be gradual or catastrophic. The latter may be associated with ecosystem shifts (also termed regime shifts), which feature rapid changes in ecosystem structure and ecological functioning (de Young et al. 2004). Such cat­astrophic events are natural and/or driven by anthropogenic perturbations such as climate change, overexploitation and habitat destruction (de Young et al. 2004).

In this study we assessed spatial match-mismatch across four trophic levels of a marine food web. Our study was per­formed in the Benguela ecosystem, one of the four major upwelling zones of the world’s oceans, located along the Atlantic coasts of Namibia and South Africa. The ecological functioning of the Benguela is classically described as follows (Shannon 1985). Nutrient-rich upwelled water boosts growth of large-celled phytoplankton, which is beneficial for the Zooplankton (principally copepods) community feeding upon it. Both phyto- and Zooplankton are consumed by pelagic fish such as anchovies Engraulis encrasicolus L. and sardines Sardinops sagax Jenyns, which in turn nourish a vast community of predatory fish, seabirds and marine mammals. Anchovies and sardines are also targeted by human fisheries (Griffiths et al. 2004).

Despite the bounty provided by upwelling of intermediate water masses, some of the predators endemic to the Benguela declined markedly in the 20th century, including three major seabird species: Cape corm orant Phalacrocorax capensis Sparrman, Cape gannet Morus capensis Lichtenstein and African penguin Spheniscus demersus L. These declines have been attributed to inter alia (i) direct harvesting of seabirds and their eggs, (ii) destruction of their breeding habitat via guano scraping, (iii) oil pollution and (iv) overexploitation of pelagic fish by industrial fisheries (Flockey, Dean & Ryan2005).

Benguela seabird populations are also exposed to environ­mental stochasticity. The relative abundance of their main prey (sardines and anchovies), for instance, varies widely both in time and space. This is probably because of population cycles inherent to the anchovy-sardine duet, with alternating dominance of each species observed in all eastern boundary current systems, including the Benguela (van der Lingen et al.2006). Elowever, ecosystem shifts can also affect the entire structure of regional food webs, as for the pelagic ecosystem of the northern Benguela (off Namibia) in the 1980s (Roux& Shannon 2004). The links between (over)fishing, population cycles of pelagic fish, ecosystem shifts and El Niño events are still unclear (Cury & Shannon 2004) but it is generally agreed that seabirds of the Benguela live in a potentially rich yet labile environment, where they are exposed to the combined effects of natural stochasticity and anthropogenic forcing.

© 2008 The A uthors. Journal com pilation © 2008 British Ecological Society, Journal o f Applied Ecology, 45, 610 -621

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612 D. Grémillet et al.

We used a bottom-up approach, synoptically gathering data concerning the spatial structure of the abiotic environment (bathymetry and SST), the abundance and distribution of primary producers (chlorophyll_a levels), primary consumers (copepods), secondary consumers (pelagic fish) and tertiary consumers (seabirds and fisheries). With respect to seabirds, we focused on the Cape gannet, a large seabird that feeds by plunge-diving on pelagic fish (Hockey, Dean & Ryan 2005). W ith approximately 500 000 breeding individuals, Cape gannets are the second most abundant avian predators in this area (after the Cape cormorant). They are also the species with the largest foraging range while breeding, theoretically allowing them the greatest flexibility to respond to spatial changes in the distribution of prey species. Using this extensive data set, we provide the first assessment of spatial m atch- mismatch across all major trophic levels of a marine food web.

MethodsAll da ta collection occurred betw een 20 O ctober 2003 and 6 January 2004. A t this tim e of the year, upw elling activity is strong in the Ben­guela, p rim ary productiv ity is m arked , pelagic fish are engaged in spaw ning and m ost seabirds are breeding. W e focused on the areas used by C ape gannets foraging off four breeding sites, tw o located in N am ib ia and tw o in South A frica (Fig. 1; Lewis et al. 2006). D a ta concerning Z ooplankton, pelagic fish and fisheries, w hich were p ro ­vided by M arine and C oastal M anagem ent, South A frican D e p a rt­m ent o f E nvironm ental A ffairs and T ourism , were only available for the South A frican sector o f our study zone.

D A T A C O L L E C T I O N

B athym etry w as derived from G TO PO 30, a global digital elevation m odel (D E M ) w ith a horizon ta l grid spacing o f 30 arc seconds (approxim ately 1 km ) derived from several raster and vector sources

of topograph ic in form ation and available from http://edc.usgs.gov/ p ro d u c ts /e lev a tio n /g to p o 3 0 /d em _ im g .h tm l, accessed June 2004 (Sm ith & Sandw ell 1997).

SST (°C) w as ob tained from the m oderate-resolu tion im aging spectroradiom eter (M O D IS) A qua satellite. W e extracted M O D IS level 1 daily satellite images on the SeaW iFS d a ta server (http:// oceancolor.gsfc.nasa.gov/SeaW iFS.htm l, accessed M ay 2005). The level 1 d a ta set is part o f the 33 da ta sets that com prise the ECS (E arth (O bservation System D ata and In form ation System) Core System) d a ta collection (http://m odis.gsfc.nasa.gov/, accessed M ay 2005). D aily m aps were com piled at a 1-km grid scale on a cylindrical equidistant m ap projection. D a ta sets are available in hierarchical da ta fo rm at (H D F ) from the Jet Propulsion L abora to ry Physical O ceanography D istributed Active Archive C enter (JPL PO .D A A C , Pasadena, Califoria, USA).

P rim ary productiv ity w as assessed using chlorophyll_a m easure­m ents derived from M O D IS/A qua Ocean Color (NASA, W ashington, U SA ). D aily m aps o f level 3 d a ta (mg n r 3) were com piled on a 1-km grid scale. D a ta sets are available in H D F from the N A S A G oddard Space F light C enter D istributed Active Archive C enter (G SFC D A A C , W ashington, USA).

Z oop lank ton samples were collected from 161 stations positioned a t 10 nau tical mile (nm ) intervals a long selected transects w ithin the 200-m isobath (Fig. 2). Z oop lank ton w as sam pled quantitatively using a paired Bongo net system (0-57 m diam eter, 200-pm mesh, M arine & C oastal M anagem ent, Rogge Bay, South Africa) equipped w ith a calibrated electronic flow m eter and hauled vertically from 200 m (or 5 m off the bo ttom if shallower) to the surface to avoid potential biases as a result of Zooplankton vertical m igration. Samples were preserved in 5% buffered form alin. In the laborato ry , they were allow ed to settle in a g ra d u a te d m easu rin g cylinder fo r 24 h and then diluted to 10 times the Zooplankton settled volum e. Tw o 2-m L subsam ples were rem oved using a 6-mm bore glass tube attached to a graduate polyethylene syringe, and all copepods were counted and iden tified to species w here possib le , an d to co p ep o d ite stage for Calanus agulhensis D e Decker, K aczm aruk & M arska and Calanoides carinatus K royer. A bundance (num ber n r 2) o f all copepod species

Fig. 1. M ap o f the study area show ing GPS tracks recorded for 93 C ape gannets foraging off four breeding colonies in N am ib ia and S outh A frica, a long w ith the 200-m and 1000-m isobaths and m ain geographical features.

lercurychaboe

S o u t h Africa

! Port AlfredPort Elizabeth

ipe Town

A tlantic ocean

N a m ib ia

Indian ocean

London

© 2008 Tile A uthors. Journal com pilation © 2008 British Ecological Society, Journal o f Applied Ecology, 45, 610 -621

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Spatial match-mismatch in the Benguela 613

South Africa

Lambert s Bay

Malgas

S e a surface tem perature (°C)mm i mm11 16 21 26 31 36Copepod biomass (mg/m*)

* 2 0-1210

® 1210-2820

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© 8940-25920

Chlorophyll (mg/m3)South Africa

0.01 0.1 0.3 1 3 10 60C opepod b iom ass (mgtor2)

* 20-1210

0 1210-2820

® 2820-5310Lambert’s Ba'

Fig. 2. Overlay o f copepod b iom ass at 161 sam pling stations on (a) SST charts from rem ote-sensing and (b) chlorophyll_a charts from rem ote-sensing.

(39 categories) w as converted to biom ass (mg dry m ass n r 2) using know n or estim ated dry weights (Peterson. Pain ting & H utchings 1990; R ichardson et al. 2001 ). and these were sum m ed to obtain to tal copepod biom ass at each station.

D ensities o f small pelagic fish (prim arily anchovy and sardine) were estim ated using echo-sounding for 545 intervals a long 62 s tra t­ified random transects orien tated perpendicularly to the coast and extending across the continental shelf from close inshore to a round the 200-m dep th con tour. E cho-in tegration techniques were used to estim ate fish density (g n r 2) along survey transects, and m idw ater traw ling w as used to determ ine the species com position and size frequency d istribu tions o f pelagic fish. E ach transect w as divided in to 10-nm segm ents and the density o f anchovy and sardine was estim ated for each segm ent and assigned to the segm ent m idpoint. A full description o f the m ethods used during these surveys is given by H am p to n (1992). These fish produce several batches o f eggs and do n o t cease feeding during the spaw ning season (M elo 1994).

Seabird feeding behaviour w as studied for 20 adult C ape gannets breeding on M algas Island (33°03' S. 17°55' E) and 29 on Bird Island. L am bert’s Bay (32°5' S. 18°18' E) in South A frica’s W estern Cape Province, and 26 on Ichaboe Island (26°17' S. 14°56' E). and 18 on M ercury Island (25°43' S. 14°50' E ) in N am ib ia (Fig. 1). These four colonies support 99-6% o f gannets breeding along the A tlan tic coast o f sou thern A frica (Lewis et al. 2006). E ach b ird was fitted w ith a m iniaturized global positioning system (G PS) before foraging a t sea to p rovision its chick (for m ethods see G rém illet et al. 2004; Lewis e t al. 2006). G PS positions and travelling speeds recorded a t 10-s intervals were filtered to categorize sections o f the tracks in to three activities: (i) resting at the w ater surface (speed < 6 km l r 1); (ii) com ­m uting betw een the colony and a feeding site or betw een feeding sites (speed > 6 km l r 1 and low pa th sinuosity); (iii) actively exploiting a food pa tch (speed > 6 km l r 1 and high p a th sinuosity). F o r details abo u t the filtering p rocedures and validation o f th is m ethod see G rém illet et al. (2004. 2006).

© 2008 Tile A uthors. Journal com pilation © 2008 British Ecological Society. Journal o f Applied Ecology. 45. 610 -621

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614 D. Grémillet et al.

Spatial pa tte rn in g in South A frica’s com m ercial fishery for pelagic fish w as assessed in term s o f catch w eight (t) an d species com position o f each purse seine hau l located on a 10 x 10' M inutes (1/60 degrees) cell grid (approxim ately 18-5 x 16 km ). Tw o sources o f d a ta were used to allocate pelagic catches to a grid cell: (i) logbooks, w here estim ations from vessel skippers o f the w eight per species per set are recorded , an d (ii) the to ta l landings per species an d per trip for each b o a t as reported by inspectors w orking a t harbours. W hen catches from one trip came from different grid cells, the skipper esti­m ates per cell were corrected by the ratio o f to ta l volum e landed to to ta l volum e estim ated by the skipper, an d the catch com position by cell was either estim ated from single set trip s by ano ther boat(s) or, m ore often, considered equal in each cell visited by the b o a t (m ost o f the tim e these cells were adjacent).

D A T A A N A L Y S E S

All analyses were conducted using A rcG is 9-0 (ESR I Inc.), Access (M icrosoft), M atlab 6-5 (The M athW orks Inc.) an d G enstat Release 8-1 (VSN In ternational L td). C alcula tions ran in four phases.

F irst, average SST, chlorophyll_a levels an d anchovy an d sardine densities were calculated fo r a 1-nm zone a ro u n d each Zooplankton sam pling sta tion on the day o f sam pling. This analysis w as restricted to the S outh A frican sector o f the study zone.

Secondly , hom e ran g e d a ta o f C ap e g an n e ts (i.e. all reco rd ed G PS positions) from the four study colonies were overlaid on SST, chlorophyll_a and bathym etry m aps to determine the general environ­m ental conditions experienced by b irds a t sea. This analysis was conducted a t a 1-km spatial scale an d fo r daily tem poral resolution. Sum m ary statistics were com piled using each foraging trip (per bird, as one trip was recorded per bird) and breeding colony as the sampling units.

Thirdly, C ape gannet foraging positions (th ird activity definition as given above) from the four different colonies (South A frica and N am ibia) were overlaid on SST, chlorophyll_a and bathym etry m aps to determine the general environmental conditions experienced by birds actively foraging a t sea. A veraged values for SST, chlorophyll_a an d bathym etry were com puted as in the second phase.

K ernel analyses (W ood et al. 2000) were used to m ap an d m easure the areas corresponding to the to ta l zone utilized by C ape gannets a t sea (all G PS positions, hereafter term ed hom e range) an d their p referred foraging areas (th ird activity category, hereafter term ed fo rag in g zone), as well as the d is tr ib u tio n p a tte rn s o f an ch o v y , sardines an d catches m ade by com m ercial pelagic vessels in South A frican w aters. W e then calculated the percentage o f overlap between b ird d istributions, d istribu tions o f prey an d hum an fisheries, as well as the respective fish densities an d com m ercial catches w ithin the d ifferent zones utilized by the b irds during the study period . This analysis w as restricted to South A frican w aters an d therefore only concerned d a ta for gannets from the L am bert’s Bay an d M algas Island colonies.

Results

A B I O T I C E N V I R O N M E N T A L C O N D I T I O N S A N D P R I M A R Y

P R O D U C T I O N

Low SST and high chlorophyll_a levels revealed typical strong upwelling along the Atlantic coast of South Africa and Namibia (Figs 2 and 4). This pattern faded towards Cape Agulhas, with higher temperatures and lower chlorophyll_a

levels on the Agulhas Bank and in the Indian Ocean sector of our study area (Fig. 2). During the study period there was a marked negative relationship between SST and phytoplank­ton abundance (Fj 152 = 127-1, P < 0-001, r2 = 0-45), assessed via remote-sensing.

P H Y T O P L A N K T O N V S . Z O O P L A N K T O N

Copepod biomass during the study was relatively low com­pared with mean biomass levels measured between 1988 and 2000 (generally > 5 g dry mass rn2 north of Malgas and < 5 g dry mass rn 2 elsewhere; Huggett et al. 2006). The mean cope­pod biomass was 2-3 ± 4-0 g dry mass rn2 along the Atlantic coast north of Cape Point and 1-6 ± 1-4 g dry mass rn2 east of this landmark (Fig. 2). For the entire study zone, there was a weak negative correlation between SST and copepod biomass (Fj.m = 4-9, P = 0-03, r2 = 0-05) and a positive, although non-significant, relationship between chlorophyll_a levels and copepod biomass (Fj 152 = 3-0, P = 0-08, r2 = 0-02).

Z O O P L A N K T O N V S . P E L A G I C F I S H

Crucially, pelagic fish (sardines and anchovies) that feed on Zooplankton and, to a lesser extent, phytoplankton, were virtually absent from the highly productive waters of the southern Benguela along the Atlantic coast during our study period. Fish schools were almost entirely located east of Cape Point, along the south coast of South Africa (Fig. 3). Conse­quently there was no significant relationship between Zoo­plankton abundance and the abundance of sardines and anchovies (Fj 152 = 0-9, P = 0-36, and Fj 152 = 0-1, P = 0-94, respectively).

S E A B I R D S V S . P H Y T O P L A N K T O N

During our study period, GPS-tracked Cape gannets foraged within 200 km from the coast and mainly exploited the highly productive (low temperatures, high chlorophyll_a concentra­tions) shallow waters of the Benguela upwelling zone (Figs 1 and 4 and Table 1). For three out of four colonies there were no significant differences between the SST, chlorophyll_a levels and bathymetry within home ranges (compiled using all recorded GPS positions) and foraging zones (compiled using the positions of the third category of bird activity). However, birds from Lam bert’s Bay foraged in areas that were signifi­cantly warmer, poorer in chlorophyll_a and deeper than their overall home range, resulting from a higher degree of offshore foraging by birds from this colony compared with others (Table 1 and Fig. 4). Namibian gannets had larger home ranges (Ichaboe 23 800 km2 and Mercury 25 300 km2) than birds from South African colonies (Malgas 16 500 km2 and Lam bert’s Bay 12 800 km2), despite supporting smaller breeding populations. Foraging zones were of similar sizes for birds from the different colonies (Malgas 5000 km2, Lambert’s Bay 6400 km2, Ichaboe 4900 km2 and Mercury 5400 km2) but Namibian birds showed more fragmented/dispersed foraging zones (Fig. 4).

© 2008 The A uthors. Journal com pilation © 2008 British Ecological Society, Journal o f Applied Ecology, 45, 610 -621

Page 6: Spatial match-mismatch in the Benguela upwelling zone

Spatial match-mismatch in the Benguela 615

S ardine density (g/m2)

1 5 20 50 100 500C opepod biom ass (mg/m*)

* 20-1210

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Lambert's Bay |

South Africa

South Africa

Fig. 3. Overlay o f copepod biom ass at 161 sam pling sta tions on (a) charts o f sardine density from echo-sounding and (b) charts o f anchovy density from echo-sounding.

Anchovy density (g/m2)

1 5 20 50 100 500C opepod b iom ass (mg/m2)

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Lambert s Bay

Malgas

Table 1. E nvironm ental conditions w ithin the hom e ranges (H R ) and foraging zones (FZ ) o f Cape gannets from South A frican (M algas and L am bert’s Bay) and N am ib ian (Ichaboe and M ercury) breeding colonies. Average values are given ± SD. Significant statistical tests are in bold

SST (°C) Chlorophyll _a (mg m 3) B athym etry (m)

H R F Z Test H R F Z Test H R F Z Test

M algas 16-46 ± 0-87 16-78 ± 1-23 Fi39 = 0-93 P = 0-342

9-8 ± 3-0 9-0 ± 4-5 F 139 = 0-45 P = 0-508

133 ± 9 0 141 ± 120 Fi.¡9 = 0-05 P = 0-823

L am bert’sBay

16-49 ± 0-47 16-96 ±0-71 Fhfl = 8-76 P = 0-005

8-7 ± 3-1 6-0 ± 5-4 f , 57 = 5-16 P = 0-027

164 ± 4 4 207 ± 65 ^ . 5 7 = 8-71 P = 0-005

Ichaboe 15-60 ± 1-54 15-70 ± 2-28 F i .5 i = 0-03 P = 0-856

8-7 ± 6-2 7-5 ± 7-0 Fu 51 = 0-39 P = 0-536

263 ± 151 281 ± 173 7 0 .5 ! = 0-15 P = 0-697

M ercury 16-58 ± 0-65 16-63 ± 0-69 F l35 = 0-04 P = 0-838

8-6 ± 4-2 8-4 ± 4 -3 F l35 = 0-03 P = 0-862

226 ± 2 5 8 244 ± 345 F l35 = 0-03 P = 0-865

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616 D. Grémillet et al.

Mercury

Sea surface temperature (CÇ)

Ichaboe

L am bert's Bay

L am bert's Bay

Mercury

Malgas

Ichaboe

Fig. 4. Overlay o f Cape gannet hom e ranges (line-delim ited areas) and foraging zones (hatched zones w ithin the hom e ranges) from four breeding colonies on (a) SST charts from rem ote-sensing (see the M ethods for technical details and definitions) and (b) chlorophyll_a charts from rem ote-sensing.

P E L A G I C F I S H V S . S E A B I R D S A N D F I S H E R I E S

During our study, anchovies and sardines were mainly found east of Cape Point, on the Agulhas Bank, and along the south coast of South Africa. Acoustic surveys revealed that sardines spread over an area of c. 84 000 km 2 and anchovies over c. 113 000 km2 (Fig. 5). For birds from Malgas Island, home range and foraging areas overlapped by 42% and 49%, respec­

tively, with the distribution of anchovies, and by 42% and 60%, respectively, with the distribution of sardines. For birds from Lam bert’s Bay, home range and foraging areas over­lapped by 33% and 10%, respectively, with anchovies, and by 14% and 21%, respectively, with sardines. Sardine densities averaged 2-8 g n r 2 and 4-2 g n r 2 within the home range and foraging zone of birds from Lam bert’s Bay, and 50-9 g n r 2 and 47-0 g n r 2 within the home range and foraging zone of birds

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Spatial match-mismatch in the Benguela 617

(a)

South Africa

Lambert’s Bay

Sardine density (g/m2)

1 5 20 50 100 500C a tc h e s S a rd in e (t)

c 1-1147 O 1148-5654 o 5655-13079

Malgas [

Fig. 5. Overlay o f C ape gannet hom e ranges (areas delim ited by white line) and foraging zones (hatched zones w ithin hom e ranges) from the M algas and L am bert’s Bay colonies on charts o f (a) sardine density (colour scale) and catches o f sardine m ade by com m ercial fishing vessels (green dots) an d (b) anchovy density and catches o f anchovy m ade by com m ercial fishing vessels (green squares).

Anchovy density (g/m2)

1 5 20 50 100 500C a tc h e s A nchovy (t)

■ 1-46E" 46-159H 160-640Lambert's Bay

Malgas

from Malgas. Anchovy densities averaged 2-6 g n r 2 and 1 -2 g n r 2 within the home range and foraging zone of birds from Lam bert’s Bay, and 16-1 g n r 2 and 11 -6 g n r 2 within the home range and foraging zone of birds from Malgas.

Hum an fishing activity was mainly concentrated within the western-most section of the distributional ranges of sardines and anchovies during our study period (Fig. 5). No fish were caught within the foraging zones and the home range of gan­nets from Lam bert’s Bay. In contrast, fisheries caught 42 204 t sardines and 22501 anchovies within the home range of birds from Malgas Island. Comparative figures for their foraging area were 11 644 t sardines and 888 t anchovies. Within the commercially exploited zone, average sardine abundance (estimated via hydro-acoustics) was 48-9 g n r 2, compared with 63-1 g r f 2 for the rest of the zone utilized by sardines.

Similarly w ithin the com mercially exploited zone, aver­age anchovy abundance (estimated via hydro-acoustics) was 20-5 g r f 2, whereas it was 107-2 g r f 2 for the rest of the zone utilized by sardines.

Discussion

M A T C H O F M A R I N E T O P P R E D A T O R S A N D P R I M A R Y

P R O D U C E R S

Our study confirms that all Cape gannets breeding along the Atlantic coast of southern Africa forage within areas of extremely high primary productivity (Grémillet et al. 2004). This area corresponds to a 100-200-km wide band along the Atlantic coast, in water < 500 m deep (Fig. 1 and Table 1).

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618 D. Grémillet et al.

Summer upwelling is intense within this zone and drives domes of cooler, nutrient-rich intermediate water from several hundred metres depth to the surface. The strength and the spread of the upwelling can be seen clearly on satellite maps of SST and chlorophyll_a (Figs 2 and 4). M ost gannets foraged within the core of the upwelling, but some cruised its western edge, with individuals occasionally venturing into warmer oceanic waters (Fig. 4). Levels of SST recorded within the home ranges and foraging zones of Cape gannets (15-6— 17-0 °C; Table 1) were typical of Benguela surface waters at that time of the year (Demarcq, Barlow & Schillington 2003). ChlorophylLa levels associated with the home ranges and for­aging zones of the birds were surprisingly high (6-0 - 9-8 mg n r 3; Table 1) and corresponded to the upper range of chlorophyll concentrations recorded by previous investigators for the Benguela (Demarcq, Barlow & Schillington 2003). These concentrations are also among the highest values recorded world-wide for oceanic waters (Parsons, Takahashi & Hargrave 1988). Consequently, an investigation restricted to overlays of Cape gannet foraging distributions, satellite images of SST and chlorophyll_a leads us to the conclusion that these marine top predators exploit zones of intense primary productivity that are expected to be extremely profitable foraging grounds characterized by high fish availability. However, this con­clusion is not supported by the investigation of intermediate trophic levels.

A P P A R E N T M I S M A T C H O F P H Y T O P L A N K T O N A N D

Z O O P L A N K T O N

The greatest Zooplankton biomasses were recorded in the southern Benguela, north of Cape Point, along with the highest chlorophyll_a concentrations (Fig. 2b). However, the Zoo­plankton biomass recorded on the Agulhas Bank was only marginally lower, although chlorophyll_a levels were m ark­edly lower within this zone. O ur analysis therefore suggests a spatial mismatch between phytoplankton distributions, as assessed via remote-sensing, and Zooplankton distributions, determined in situ (Fig. 2b). In this context, it is im portant to note that satellite-based sensors only assess primary production within the top few metres of the water column. Deep chlorophyll maxima, which can occur at depths > 50 m, are often overlooked (Barlow et al. 2002). Such subsurface chlorophyll maxima are known to occur on the Agulhas Bank during summer (Probyn et al. 1994), resulting in poor agreement between surface and deeper chlorophyll concentrations (Shannon, Schlittenhardt & M ostert 1984). These phytoplankton populations are far less abundant than those occurring in the southern Benguela but they provide sufficient food for some copepods to grow (Verheye et al. 1994). Consequently, the limited overlap of primary producers and primary consumers indicated by our analysis might only be an apparent mismatch.

M I S M A T C H O F Z O O P L A N K T O N A N D P E L A G I C F I S H

During our study period, substantial copepod biomass was found along the Atlantic coast of South Africa, north of Cape

Point, but intriguingly hardly any anchovies or sardines were recorded in this area. Indeed pelagic fish were virtually absent from the southern Benguela, instead occurring mainly on the Agulhas Bank and along the south coast (Fig. 5). The abund­ance and distribution of pelagic fish such as sardines and anchovy can vary widely from one year to the next (Lluch- Belda et al. 1989). The reasons for such fluctuations remain obscure, but potential candidates include: (i) the age and genetic structure of the spawning stock; (ii) the availability of planktonic food as well as water temperatures at the spawning sites, which bo th influence fish body condition and egg production; (iii) the proportion of eggs remaining in highly productive coastal waters vs. those lost to less productive oceanic waters; and (iv) the proportion of juvenile fish reaching nursery areas and recruiting into age classes accessible to seabirds and fisheries (van der Lingen & Huggett 2003). A t present, some eggs and larvae are still advected to the west coast by anorthward shelf-edge jet current off Cape Point, and ultimately reach the nursery area in St Helena Bay, north of the Malgas gannet colony (Huggett et al. 2003). However, over the last few years, adult pelagic fish previously associated with the southern Benguela have undergone an eastward shift into the Indian Ocean (van der Lingen et al. 2005). Sardine distribution has shown a progressive eastward shift since the mid-1990s (van der Lingen et al. 2005; Coetzee et al. 2006), and the distribution of anchovy spawners on the Agulhas Bank has also shown an eastward shift, initiated in 1996, with the bulk of anchovy spawners now being found to the east of Cape Agulhas, whereas before 1996 it was farther west (van der Lingen, Coetzee & Hutchings 2002). Linkages between the sardine eastward shift and changes in the environment are not obvious (van der Lingen et al. 2005) but it has been hypothesized that there may be a genetic basis for the shift: intense fishing pressure on west coast sardines may have critically depleted this stock, thereby enabling the dominance of individuals genetically tuned to live along the south coast of South Africa and on the Agulhas Bank (Coetzee et al. 2006). This sudden redistribution of an important food web component (pelagic fish) is an indication of an ecosystem shift in the southern Benguela as the absence of these species from the region is likely to have significant impacts on the structure and functioning of the local marine ecosystem.

We do not have detailed information on the distribution of sardines and anchovies off N am ibia, where birds from Ichaboe and Mercury forage. However, monitoring of these fish species showed that their stocks collapsed because of over­fishing in the 1960-70s, resulting in an ecosystem shift that restructured the northern Benguela (i.e. off Namibia) in the 1980s (Roux 2003). During this ecosystem shift, pelagic goby Sufflogobius bibarbatus von Bonde and gelatinous plankton (i.e. jellyfish and salps) took over the ecological niche previously occupied by sardines and anchovies, probably preventing the recovery of pelagic fish stocks via predation of fish eggs and larvae (Lynam et al. 2006). W hat used to be the largest pelagic fish stocks in the Benguela, and among the largest fisheries in the world, have not yet recovered and are unlikely to do so (Roux 2003). A t the time of our investigations, the

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Spatial match-mismatch in the Benguela 619

total biomass of sardines and anchovies in the northern Benguela was estimated to be < 0-5 million t, 5-10% of the biomass present before the ecosystem shift (van der Lingen et al. 2006).

M I S M A T C H O F P E L A G I C F I S H , S E A B I R D S A N D

F I S H E R I E S

Our study highlights an interesting paradox: although Cape gannets breeding along the Atlantic coast forage within zones of intense primary productivity that might be expected to be associated with abundant pelagic fish populations, such species are currently largely absent. This contrasts with the situation pre-1950, when this area provided abundant resources for both marine top predators and human fisheries (Cury & Shannon 2004). Substantial stocks of sardines and anchovies remain off southern Africa, but they are hardly present within the Benguela stricto sensu (i.e. the Atlantic coast north of Cape Point). Therefore there were very few sardines and anchovies within the home range and foraging zones of Cape gannets breeding at Lam bert’s Bay (Fig. 5). Conditions were markedly better for birds at Malgas Island, but they had to travel round trips of > 400 km to exploit dense schools of pelagic fish between Cape Point and Cape Agulhas. Such a spatial mismatch of top predators and their preferred prey species has a marked impact upon the former: all Namibian Cape Gannet colonies have been declining since the 1960s (Lewis et al. 2006) and recent investigations indicated that the attendance rates of Cape gannets at colonies along the Atlantic coast of South Africa might have been decreasing for the past 10 years (Crawford et al. 2007). Further data suggest that the birds that do attend these colonies have a very low breed­ing success (Marine and Coastal Management, unpublished data). Under these circumstances, coastal breeding seabirds are disadvantaged compared with other top predators, such as marine mammals and sea turtles, that are not linked to a specific site. The latter forage over wider areas and can better track large-scale movements of their prey (Luschi et al.2006).

In the longer term birds might none the less move towards the south coast of South Africa, where recent investigations indicate significantly better feeding conditions for gannets breeding off Port Elizabeth (Pichegru et al. 2007). However, there is only a limited number of potential island breeding sites along the south coast, and seabirds such as Cape gannets show high levels of philopatry that place social limitations on intercolony movements (Hockey, Dean & Ryan 2005). The outcome of the conflict between seabird cultural resilience and their capacity to move on to exploit spatially modified food resources is likely to condition the fate of this vulnerable bird species.

M A N A G E M E N T I M P L I C A T I O N S

This study confirms the relevance of Cushing’s M M H for a better understanding of trophic interactions in a changing environment. As we have demonstrated, the M M H can be

expanded successfully to several trophic levels and to a spatial context. Crucially, our analysis has revealed that the lowest trophic level (phytoplankton) of a marine food web can match with the highest (top predators) while mismatching with intermediate trophic levels (pelagic fish).

The recorded match-mismatch pattem highlights the potential misuse of remote-sensed patterns of primary productivity to interpret the foraging behaviour of marine top predators (Ainley et al. 2005; Hays et al. 2006). Spatial overlap between these two components should be interpreted with caution because it can overlook mismatches across intervening trophic levels. In the Benguela this approach is currently particularly biased because of the strong mismatch of Zooplankton and pelagic fish populations. Even if all trophic levels were to match spatially, other factors could prevent a straightforward link between indices of primary production and seabird foraging areas. For instance, the complete cycle of phytoplankton bloom development and decline occurs within 6-8 days in the southern Benguela (Brown & Hutchings 1987) while copepods typically require 14-40 days to grow to adulthood (Hutchings et al. 1995). Such spatio-temporal lag effects potentially occur between each trophic level, thereby substantially blurring the functional link between upwelling activity and top predator foraging profitability.

Our findings have far-ranging implications in the context of the ecosystem-based management of fisheries (EBMF) and the management of marine top predators challenged by environ­mental change. There is growing evidence that single-stock fishery management has failed and that managing fishing impacts should be focused at the ecosystem level (Shannon et al. 2006). Our study demonstrates that it is essential to gain an understanding of spatial dynamics across all major trophic levels prior to implementing such EBMF. This is particularly true in the Benguela upwelling zone, which is one of the first marine regions within which EBM F will be established (Shannon et al. 2006). Furthermore, recent studies have high­lighted the importance of top predators as buffers against environmental change (Sala 2006). In the marine environment predatory fish, mammals, turtles and seabirds potentially play such a tempering role and management plans should ensure that their conservation is given highest priority. According to our results this is very much the case in the Benguela upwelling zone, where seabird populations feeding on pelagic fish are being critically perturbed by recent ecosystem shifts.

AcknowledgementsThis study was funded by g ran ts from the A ssociation for the S tudy o f A nim al Behaviour, the B ritish C ouncil, the U K E m bassy Paris, C entre N atio n a l de la Recherche Scientifique, the S ou th A frican N atio n a l R esearch F o u n d a tio n and the U n iv ers ity o f C ape Tow n. T he a u th o rs sincerely th a n k P. B a rtle tt, Y. R opert-C oudert, B. D undee, M . P. H arris , J. Jam es, R . Jones, N. U h o n g o ra a n d S. W epener for the ir help w ith seabird fieldwork, and C.L. M oloney for essential input. Thanks also to G. Peters and G. D elfO m o for support with the G PS loggers. We are gratefu l to D r C. J. A ugustyn , C h ie f D irec to r R esearch, A n ta rc tica and Islands, M C M , for funds an d facilities to conduc t the at-sea research surveys. S ou th A frican N atio n a l Parks, C ape N atu re an d the N am ib ian M in istry o f F isheries an d M arine Resources g ran ted access to the islands an d perm ission to a tta ch G PS loggers to the gannets.

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R eceived23 February 2007; accepted 12 Novem ber 2007 H andling Editor: S im on Thirgood

© 2008 The A uthors. Journal com pilation © 2008 British Ecological Society, Journal o f Applied Ecology, 45, 610-621