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Ecological factors affecting wetland occupancy by breeding Anatidae in the southwestern mediterranean

Ecological Research volume 32, pages 259–269 (2017)Cite this article

Abstract

Conservation of Anatidae in North Africa is hindered by lack of information concerning population size, population trends, and species-habitat relationships. In this work, we used a 2-year survey data in 25 wetlands distributed throughout Morocco to model duck spatial distribution and to assess the relevance of a set of environmental and anthropogenic factors in predicting site occupancy, by means of Generalized Linear Mixed Models (GLMM). Mallards and Ferruginous ducks were the most commonly detected species, whereas White-Headed Ducks and Common Pochards were the least detected ones. An inter-annual variation in site occupancy was recorded for Ruddy Shelducks, Red-Crested Pochards and White-Headed Ducks. Geographical location (measured mainly as distance to the coastline and altitude) was the major predictor of the occurrence probability of Ruddy Shelducks, Marbled Teals and Red-Crested Pochards, while human presence and habitat features were the most relevant factors in shaping Mallard’s distribution. However, none of the considered environmental and anthropogenic factors explained the distribution patterns of the Ferruginous Duck, Common Pochard and Gadwall. The results of this study clearly show that there are still gaps in our knowledge on factors driving wetland occupancy by breeding Anatidae in Morocco. The pursuit of the investigations, while considering other explanatory factors such as water quality (limnological data), diet, predation, and conservation status, is of great importance to more profoundly understand the dynamics of Moroccan duck populations.

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References

  • AEFCS (1996) Plan Directeur des Aires Protégées du Maroc. Administration des Eaux et Forêts et de la Conservation des Sols/ BCEOM/SECA/ISR/EPHE. (Unpublished report)

  • Almaraz P, Amat JA (2004) Multi-annual spatial and numeric dynamics of the White-headed duck (Oxyura leucocephala) in southern Europe: seasonality, density dependence and climatic variability. J Anim Ecol 73:1013–1023

    Article  Google Scholar 

  • Amat JA (1982) The nesting biology of ducks in the Marismas of the Guadalquivir, south-western Spain. Wildfowl 33:94–104

    Google Scholar 

  • Arnold TW (2010) Uninformative parameters and model selection using Akaike’s information criterion. J Wildl Manag 74:1175–1178

    Article  Google Scholar 

  • Atiénzar F, Antón-Pardo M, Armengol X, Barba E (2012) Distribution of the white-headed duck Oxyura leucocephalais affected by environmental factors in a Mediterranean wetland. Zool Study 51:783–792

    Google Scholar 

  • Bartoń K (2015) MuMIn: multi-model inference. R package version 1.9.13. http://CRAN.R-project.org/package=MuMIn

  • Bates D, Maechler M, Bolker B, Walker S (2014) lme4: Linear mixed-ef-fects models using Eigen and S4. R package version 1.1–7. Retrieved 21 Oct 2016. http://cran.r-project.org/package=lme4

  • Benabid A (1982) Bref aperçu sur la zonation altitudinale de la végétation climacique au Maroc. Ecolg Med 8:301–315

    Google Scholar 

  • Bengtsson D, Avril A, Gunnarsson G, Elmberg J, Söderquist P, Norevik G, Tolf C, Safi K, Fiedler W, Wikelski M, Olsen B, Waldenström J (2014) Movements, Home-Range Size and Habitat Selection of Mallards during Autumn Migration. PLoS One 9(6):e100764. doi:10.1371/journal.pone.0100764

    Article  PubMed  PubMed Central  Google Scholar 

  • BirdLife International (2012) IUCN red list for birds. http://www.birdlife.org/. Accessed 1 June 2015

  • BirdLife International (2015) IUCN red list for birds. http://www.birdlife.org/. Accessed 17 Nov 2016

  • Block WM, Brennan LA (1993) The habitat concept in ornithology: theory and applications. Curr Ornithol 11:35–91

    Article  Google Scholar 

  • Broyer J, Curtet L (2010) The influence of macrophyte beds on duck breeding in fishponds of the Dombes region, France. Wildfowl 60:136–149

    Google Scholar 

  • Burgess TM, Webster R (1980) Optimal interpolation and isarithmic mapping of soil properties. I. The semi-variogram and punctual kriging. J Soil Sci 31:315–331

    Article  Google Scholar 

  • Burnham KP, Anderson DR (2002) Model Selection and Multimodel Inference. Springer, New York

    Google Scholar 

  • Caithness TA (1982) Gamebird hunting. The Wetland Press, Wellington, p 96

    Google Scholar 

  • Cambardella CA, Moorman TV, Novak JM, Parkin TB, Karlen DL, Turco RF, Konopka AE (1994) Field-scale variability of soil properties in Central Iowa soils. Soil Sci Soc Am J 58:1501–1511

    Article  Google Scholar 

  • Cardador L, Carrete M, Mañosa S (2011) Can intensive agricultural landscapes favour some raptor species? The marsh harrier Circus aeruginosus in Northeastern Spain. Anim Conserv 14:382–390

    Article  Google Scholar 

  • Castro H, Nevado JC, Paracuellos M, López JM (1994) La Malvasía (Oxyura leucocephala) en la provincia de Almería. Evolución poblacional, nidificación y selección de hábitat. Oxyura 7:119–133

    Google Scholar 

  • Cherkaoui SI, Dakki M, Lahrouz S, Hanane S (2013) Ten-year survey of breeding Anatidae of Lake Sidi Boughaba (North-western Marocco): status, tendencies of change and avenues for future research. Rev d’Écol (Terre Vie) 68:167–180

    Google Scholar 

  • Cherkaoui SI, Bouajaja A, El Banak A, Lahrouz S, Hanane S (2014) The Black-necked Grebe (Podiceps nigricollis): an expanding species in the Middle Atlas wetlands, Morocco. Wetl Ecol Manag J 22:93–98

    Article  Google Scholar 

  • Cherkaoui SI, Hanane S, Magri N, EL Agbani MA, Dakki M (2015) Factors influencing species richness of breeding waterbirds in Moroccan IBA and Ramsar wetlands. A macroecological approach. Wetlands 35:913–922

    Article  Google Scholar 

  • Cherkaoui SI, Magri N, Hanane S (2016) Factors predicting Ramsar site occupancy by threatened waterfowl: the case of the Marbled Teal Marmaronetta angustirostris and Ferruginous Duck Aythya nyroca in Morocco. Ardeola 63:295–309

    Article  Google Scholar 

  • Cody ML (1985) Habitat selection in birds. Academic Press, Orlando, p 558

    Google Scholar 

  • Dakki M, Qninba A, El Agbani MA, Benhoussa A, Beaubrun PC (2001) Waders wintering in Morocco: national population estimates, trends and site-assessments. Wader Study Group Bull 96:47–59

    Google Scholar 

  • Dakki M, El Agbani MA, Qninba A (eds) (2011) Zones humides du Maroc inscrites jusqu’en 2005 sur la liste de la Convention de Ramsar. Travaux Institut Scientifique, Rabat, Série Générale 7: 238

  • Defos du Rau P, Barbraud C, Mondain-Mon-val JY (2005) Incorporating uncertainty into analyses of red-crested pochard habitat selection. Biol Conserv 125:355–367

    Article  Google Scholar 

  • Dormann CF (2007) Effects of incorporating spatial autocorrelation into the analysis of species distribution data. Global Ecol Biogeogr 16:129–138

    Article  Google Scholar 

  • Dray S, Dufour AB (2007) The ade4 package: implementing the duality diagram for ecologists. J Stat Softw 22:1–20

    Article  Google Scholar 

  • El Agbani MA, Qninba A, Amezian M, Cuzin F, Dakki M (2009) Le peuplement d’oiseaux d’eau du complexe des zones humides de Smir (Nord du Maroc): état actuel, intérêt patrimonial et évolution depuis les quatre dernières décennies. Bull l’Inst Sci 31:103–110

    Google Scholar 

  • Ficetola GF, Marziali L, Rossaro B, De Bernardi F, Padoa-Schioppa E (2011) Landscape-stream interactions and habitat conservation for amphibians. Ecol Appl 21:1272–1282

    Article  PubMed  Google Scholar 

  • Fishpool LDC, Evans MI (2001) Important bird areas in Africa and associated islands: priority sites for conservation. Birdlife International, Cambridge, p 1144

    Google Scholar 

  • Fox AD, Jonsson JE, Aarvak T, Bregnballe T, Christensen TK, Clausen KK, Clausen P, Dalby L, Holm TE, Pavon-Jordan D, Laursen K, Lehikoinen A, Lorentsen SH, Møller AP, Nordström M, Ost M, Söderquist P, Therkilden OR (2015) Current and potential threats to Nordic duck populations—a horizon scanning exercise. Ann Zool Fenn 52:193–220

    Article  Google Scholar 

  • García J, Miguelez D, Astiarraga H, Zumalac arregui C (2015) Factors determining the occupation of marsh harrier Circus aeruginosus breeding grounds in a Mediterranean environment. Bird Study 62:331–338

    Article  Google Scholar 

  • Goovaerts P (1998) Geostatistical tools for characterizing the spatial variability of microbiological and physico-chemical soil properties. Biol Fertil Soils 27:315–334

    Article  CAS  Google Scholar 

  • Green AJ (1998) Habitat selection by the Marbled Teal Marmaronetta angustirostris, Ferruginous Duck Aythya nyroca and other ducks in the Göksu Delta, Turkey in late summer. Rev d’Écol (Terre Vie) 53:225–243

    Google Scholar 

  • Green AJ, El Hamzaoui M (2000) Diurnal behaviour and habitat use of nonbreeding marbled teal, Marmaronetta angustirostris. Can J Zool 78:2112–2118

    Article  Google Scholar 

  • Hoffman DJ, Rice CP, Kubiak TJ (1996) PCBs and dioxins in birds. In: Beyer WN, Heinz GH, Redmon-Norwood AW (eds) Environmental contaminants in wildlife—interpreting tissue concentrations. CRC Press, Boca Raton, pp 165–207

    Google Scholar 

  • Holopainen S, Arzel C, Dessborn L, Elmberg J, Gunnarsson G, Nummi P, Pöysä H, Sjöberg K (2015) Habitat use in ducks breeding in boreal freshwater wetlands: a review. Eur J Wildl Res 61:339–363

    Article  Google Scholar 

  • Isenmann P, Moali A (2000) Les Oiseaux d’Alge´rie [Birds of Algeria.]. Société d’Étude Ornithologiques de France, Paris

    Google Scholar 

  • Isenmann P, Gaultier T, El Hili A, Azafzaf H, Dlensi H, Smart M (2005) Oiseaux de Tunisie [Birds of Tunisia.]. SEOF Editions, Paris

    Google Scholar 

  • Keddy PA (2010) Wetland ecology—principles and conservation. Cambridge University Press, Cambridge

    Book  Google Scholar 

  • Khaffou M, Chahlaoui A (2012) La Reproduction du Tadorne Casarca Tadorna ferruginea dans la Zone Humide d’Aguelmam Sidi Ali Moyen Atlas Maroc, vol 4. No 120903, Science Lib Edition Mersenne, p 14

  • Korschgen CE, Dahlgren RB (1992) Human disturbances of waterfowl: causes, effects, and management. Fish Wildl Leafl 13(2):15

    Google Scholar 

  • Lahrouz S, Dakki M, Gmira N (2012) The importance of Fouwarate marshland for wintering and breeding of the threatened ducks populations in Morocco. J Anim Plant Sci 13:1800–1810

    Google Scholar 

  • Lant CL, Kraft E, Beaulieu J, Bennett D, Loftus T, Nicklow J (2005) Using GIS-based ecological–economic modeling to evaluate policies affecting agricultural watersheds. Ecol Eco 55:467–484

    Article  Google Scholar 

  • Lecis R, Norris K (2004) Habitat correlates of distribution and local population decline of the endemic Sardinian newt Euproctus platycephalus. Biol Conserv 115:303–317

    Article  Google Scholar 

  • Legendre P, Legendre L (1998) Numerical ecology, 2nd edn. Elsevier, Amsterdam

    Google Scholar 

  • Liang J, Hua S, Zeng G, Yuan Y, Lai X, Li X, Li F, Wu H, Huang L, Yu X (2015) Application of weight method based on canonical correspondence analysis for assessment of Anatidae habitat suitability: a case study in East Dongting Lake, Middle China. Ecol Eng 77:119–126

    Article  Google Scholar 

  • M’Hirit O (1999) Climats et bioclimats de la forêt. Le grand livre de la forêt marocaine. Mardaga, Liège, pp 54–60

    Google Scholar 

  • Ma ZJ, Li B, Zhao B, Jing K, Tang SM, Chen JK (2004) Are artificial wetlands good alternatives to natural wetlands for waterbirds? A case study on Chongming Island, China. Biodivers Conserv 13:333–350

    Article  Google Scholar 

  • Magin C (2001) Morocco. In: Fishpool LDC and Evans MI (eds) Important bird areas in Africa and associated islands: priority sites for conservation. Pisces Publications and Birdlife International (BirdLife Conservation Series n 11), Newbury

  • Marone L, Lopez De Casenave J, Cueto VR (1997) Patterns of habitat selection by wintering and breeding granivorous birds in the central Monte desert, Argentina. Rev Chil Hist Nat 70:73–81

    Google Scholar 

  • Martin TE (1993) Nest predation and nest sites. Bioscience 43:523–532

    Article  Google Scholar 

  • Mcgarigal K, Cishman SA, Stafford S (2000) Multivariate statistics for wildlife and ecology research. Springer Verlag, New York

    Book  Google Scholar 

  • McKinney RA, Raposa KB, Cournoyer RM (2011) Wetlands as habitat in urbanizing landscapes: patterns of bird abundance and occupancy. Landsc Urban Plan 100:144–152

    Article  Google Scholar 

  • Merendino MT, Ankney CD (1994) Habitat use by mallards and American black ducks breeding in central Ontario. Condor 96:411–421

    Article  Google Scholar 

  • Monfils MJ, Prince HH (2009) Breeding bird response to long-term wastewater discharge in a northern Michigan peatland. Ecol Eng 35:1357–1365

    Article  Google Scholar 

  • Nakagawa S, Schielzeth H (2013) A general and simple method for obtaining R^2 from generalized linear mixed-effects models. Methods Ecol Evol 4:133–142

    Article  Google Scholar 

  • Newbold T, Hudson LN, Hill SLL, Contu S, Lysenko I, Senior RA, Börger L, Bennett DJ, Choimes A, Collen B, Day J, De Palma A, Diaz S, Echeverria-Londoño S, Edgar MJ, Feldman A, Garon M, Harrison MLK, Alhusseini T, Ingram DJ, Itescu Y, Kattge J, Kemp V, Kirkpatrick L, KLeyer M, , , , Correia DLP, Martin CD, Meiri S, Novosolov M, Pan Y, Phillips HRP, Purves DW, Robinson A, Simpson J, Tuck SL, Weiher E, White HJ, Ewers RM, Mace GM, Scharlemann JPW, Purvis A (2015) Global effects of land use on local terrestrial biodiversity. Nature 520:45–50

    Article  CAS  PubMed  Google Scholar 

  • Newton I (1998) Population Limitation in Birds. Academic Press, San Diego

    Google Scholar 

  • Newton I, Campbell CRG (1975) Breeding of ducks at Loch Leven, Kinross. Wildfowl 26:83–102

    Google Scholar 

  • Noordhuis R, Van der Molen DT, Van den Berg MS (2002) Response of herbivorous water-birds to the return of Chara in Lake Veluwemeer, The Netherlands. Aquat Bot 72:349–367

    Article  Google Scholar 

  • Ooi JLS, Van Niel KP, Kendrick GA, Holmes KW (2014) Spatial structure of seagrass suggests that size-dependent plant traits have a strong influence on the distribution and maintenance of tropical multispecies Meadows. PLoS One 9(1):e86782

    Article  PubMed  PubMed Central  Google Scholar 

  • Pebesma EJ (2006) The gstat package. www.gstat.org

  • Penteriani V, Gallardo M, Roche P (2002) Landscape structure and food supply affect eagle owl (Bubo bubo) density and breeding performance: a case of intra-population heterogeneity. J Zool 257:365–372

    Article  Google Scholar 

  • Petit S, Hayson K, Pywell R, Warman L, Allen D, Booth R, Firbank L (2003) Habitat-based models for predicting the occurrence of ground-beetles in arable landscapes: two alternative approaches. Agric Ecosyst Environ 95:19–28

    Article  Google Scholar 

  • Pöysä H (2001) Dynamics of habitat distribution in breeding mallards: assessing the applicability of current habitat selection models. Oikos 94:365–373

    Article  Google Scholar 

  • Pöysä H, Elmberg J, Nummi P, Sjöberg K (1996) Are ecomorphological associations among dabbling ducks consistent at different spatial scales? Oikos 76:608–612

    Article  Google Scholar 

  • Qninba A, Rguibi Idrissi H, Himmi O, Benhoussa A, El Agbani MA, Thévenot M (2008) Nouveaux cas de nidification d’oiseaux dans le complexe de zones humides du Bas Loukkos (Nord-Ouest du Maroc). Bull Inst Sci 30:45–50

    Google Scholar 

  • Ramsar (2015) Ramsar website, Available at: [http://www.ramsar.org/cda/en/ramsar-about-history/main/ramsar/1-36-62_4000_0__]. Accessed 03 Nov 2016

  • Ramsar Convention Bureau (2002) What is the Ramsar convention on wetlands?. Ramsar Convention Bureau, Gland

    Google Scholar 

  • Reich RM, Joy SM, Reynolds RT (2004) Predicting the location of goshawk nests: modeling the spatial dependency between nest locations and forest structure. Ecol Model 176:109–133

    Article  Google Scholar 

  • Rotella JJ, Ratti JT (1992) Mallard brood survival and wetland habitat conditions in southwestern Manitoba. J Wild Manag 56:499–507

    Article  Google Scholar 

  • R Development Core Team (2013) R: a language and environment for statistical computing. ISBN 3-900051-07-0, R Foundation for Statistical Computing, Vienna. http://www.R-project.org

  • Sánchez-Zapata JA, Anadón JD, Carrete M, Giménez A, Navarro J, Villacorta C, Botella F (2005) Breeding waterbirds in relation to artificial pond attributes: implications for the design of irrigation facilities. Biodivers Conserv 14:1627–1639

    Article  Google Scholar 

  • Sebastián-González E, Fuentes C, Ferrández M, Echevarrías JL, Green AJ (2013) Habitat selection of marbled teal and white-headed duck during the breeding and wintering seasons in south–eastern Spain. Bird Conserv Int 23:344–359

    Article  Google Scholar 

  • Thévenot M, Vernon R, Bergier P (2003) The birds of Morocco. British Ornithologists’Union/British Ornithologists’Club, Tring

    Google Scholar 

  • Thorpe J (1997) The implications of recent serious bird strike accidents and multiple engine ingestions. Bird Strike Committee, Boston

    Google Scholar 

  • Tucker GM, Evans MI (1997) Habitats for birds in Europe: a conservation strategy for the wider environment. BirdLife International BirdLife Conservation Series No. 6), Cambridge

    Google Scholar 

  • Venables WN, Ripley BD (2002) Modern applied statistics with S, 2nd edn. Springer, New York

    Book  Google Scholar 

  • Verner J, Morrison ML, Ralph CJ (eds) (1986) Wildlife 2000: modeling habitat relationships of terrestrial vertebrates. University of Wisconsin Press, Madison

    Google Scholar 

  • Wassens S, Hall A, Osborne W, Watts RJ (2010) Habitat characteristics predict occupancy patterns of the endangered amphibian Litoria raniformis in flow-regulated flood plain wetlands. Austral Ecol 35:944–955

    Article  Google Scholar 

  • Weller MW (1999) Wetland birds. Habitat resources and conservation implications. Cambridge University Press, Cambridge, p 271

    Book  Google Scholar 

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Acknowledgements

We are grateful to N. Magri for helpful in realizing the map. We also thank two anonymous reviewers and the Editor of Ecological Research for their comments and advice.

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Authors and Affiliations

  1. Université Moulay Ismail, Ecole Supérieure de Technologie de Khénifra, Khénifra, BP 170, 54000, Khénifra, Morocco

    Sidi Imad Cherkaoui

  2. Unité de Recherche “Ecologie de la faune Terrestre” (UR17ES44), Faculté des Sciences, Université de Gabès, Zrig, 6072, Gabès, Tunisia

    Slaheddine Selmi

  3. Forest Research Center, High Commission for Water, Forests and Desertification Control, Avenue Omar Ibn El Khattab, BP 763, 10050, Rabat-Agdal, Morocco

    Saâd Hanane

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  1. Sidi Imad Cherkaoui
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  2. Slaheddine Selmi
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  3. Saâd Hanane
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Correspondence to Saâd Hanane.

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Cherkaoui, S.I., Selmi, S. & Hanane, S. Ecological factors affecting wetland occupancy by breeding Anatidae in the southwestern mediterranean. Ecol Res 32, 259–269 (2017). https://doi.org/10.1007/s11284-017-1436-5

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Keywords

  • Breeding ducks
  • Geographical location
  • Habitat features
  • Human presence
  • Morocco
  • Wetlands