Modeling Cedrus atlantica potential distribution in North Africa across time: new putative glacial refugia and future range shifts under climate change

Springer Science and Business Media LLC - Tập 19 Số 6 - Trang 1667-1682 - 2019
Abdelkader Bouahmed1, Federico Vessella2, Bartolomeo Schirone2, Fazia Krouchi1, Arezki Derridj1
1Laboratoire de Production, Amélioration et Protection des Végétaux et des Denrées Alimentaires. Faculté des Sciences Biologiques et des Sciences Agronomiques, Université Mouloud Mammeri, BP 17, 15000, Tizi-Ouzou, Algeria
2Dipartimento di Scienze Agrarie e Forestali (DAFNE), Università degli Studi della Tuscia, 01100, Viterbo, Italy

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Abdessemed K (1981) Le cèdre de l’Atlas dans les massifs de l’Aures et du Bélezma. Etude phyto sociologique et problème de conservation et d’aménagement. Ph.D. Ing. thesis, Aix Marseille III University, France

Abdessemed K (1984) Les problèmes de la dégradation des formations végétales dans l’Aurès (Algérie) Première partie: La dégradation, ses origines et ses conséquences. Forêt Médit 6:19–28

Achhal A, Akabli O, Barbero M, Benabid A, M’hirit A, Peyre C, Quezel P, Rivas-Martinez S (1980) A propos de la valeur bioclimatique et dynamique de quelques essences forestières au Maroc. Ecol Medit 5:211–249

Alba-Sánchez F, López-Sáez JA, BB-d P, Linares JC, Nieto-Lugilde D, López-Merino L (2010) Past and present potential distribution of the Iberian Abies species: a phytogeographic approach using fossil pollen data and species distribution models. Divers Distrib 16:214–228. https://doi.org/10.1111/j.1472-4642.2010.00636.x

Allen CD, Macalady AK, Chenchouni H, Bachelet D, McDowell N, Vennetier M, Kitzberger T, Rigling A, Breshears DD, Hogg ET (2010) A global overview of drought and heat-induced tree mortality reveals emerging climate change risks for forests. For Ecol Manag 259:660–684. https://doi.org/10.1016/j.foreco.2009.09.001

Al-Qaddi N, Vessella F, Stephan J, Al-Eisawi D, Schirone B (2017) Current and future suitability areas of kermes oak (Quercus coccifera L.) in the Levant under climate change. Reg Environ Chang 17:143–156. https://doi.org/10.1007/s10113-016-0987-2

Anderson RP, Martínez-Meyer E (2004) Modeling species’ geographic distributions for preliminary conservation assessments: an implementation with the spiny pocket mice (Heteromys) of Ecuador. Biol Conserv 116:167–179. https://doi.org/10.1016/S0006-3207(03)00187-3

Arar A, Tabet S, Nouidjem Y, Bounar R, Chenchouni H (2019) Projected small-scale range reductions of Cedrus atlantica forests due to climate change at the Belezma National Park (Algeria). In: Chenchouni H, Errami E, Rocha F, Sabato L (eds) Exploring the nexus of geoecology, geography, geoarcheology and geotourism: advances and applications for sustainable development in environmental sciences and agroforestry research, Advances in Science, Technology & Innovation. Springer, Switzerland, pp 15–19

Araújo MB, Whittaker RJ, Ladle RJ, Erhard M (2005) Reducing uncertainty in projections of extinction risk from climate change. Glob Ecol Biogeogr 14:529–538. https://doi.org/10.1111/j.1466-822x.2005.00182.x

Arenas M, Ray N, Currat M, Excoffier L (2012) Consequences of range contractions and range shifts on molecular diversity. Mol Biol Evol 29:207–218. https://doi.org/10.1093/molbev/msr187

Attorre F, Francesconi F, Scarnati L, De Sanctis M, Alfo M, Bruno F (2008) Predicting the effect of climate change on tree species abundance and distribution at a regional scale. IForest 1:132–139. https://doi.org/10.3832/ifor0467-0010132

Aussenac G (1984) Le Cèdre, essai d’interprétation bioclimatique et écophysiologique. Bull Soc bot France Actual Bot 131:385–398

Austin MP (2002) Spatial prediction of species distribution: an interface between ecological theory and statistical modelling. Ecol Model 157:101–118. https://doi.org/10.1016/S0304-3800(02)00205-3

Bahn V, McGill BJ (2013) Testing the predictive performance of distribution models. Oikos 122:321–331. https://doi.org/10.1111/j.1600-0706.2012.00299.x

Ballouche A, Damblon F (1988) Nouvelles données palynologiques sur la végétation holocène du Maroc. Actes Xe Symposium APLF. Inst Fr Pondichéry, Trav Sec Sci et Tech 25:83–90

Ben Tiba B (1995) Cinq millénaires d’histoire de la végétation à Djebel El Ghorra, Tunisie septentrionale. 2nd Sympsium on African Palynology, Tervuren (Belgium). Publ Occas CIFEG 31:49–55

Ben Tiba B, Reille M (1982) Recherches pollenanalytiques dans les montagnes de Kroumirie (Tunisie septentrionale): premiers résultats. Ecol Medit 8:75–86

Benabid A (1985) Les écosystèmes forestiers, préforestiers et presteppiques du Maroc: diversité, répartition biogéographique et problèmes posés par leur aménagement. Forêt Médit 7:53–64

Benabid A (1994) Biogeographie phytosociologie et phytodynamique des cedraies de l’Atlas Cedrus atlantica (Manetti). Annales de la Recherche Forestière au Maroc 27:61–76

Benito Garzón M, Sánchez de Dios R, Sáinz Ollero H (2007) Predictive modelling of tree species distributions on the Iberian Peninsula during the Last Glacial Maximum and Mid-Holocene. Ecography 30:120–134. https://doi.org/10.1111/j.2006.0906-7590.04813.x

Benito BM, Martinez-Ortega MM, Munoz LM, Lorite J, Penas J (2009) Assessing extinction-risk of endangered plants using species distribution models: a case study of habitat depletion caused by the spread of greenhouses. Biodivers Conserv 18:2509–2520. https://doi.org/10.1007/s10531-009-9604-8

Bensaid S, Hamimi S, Tabti W (1998) La question du reboisement en Algérie. Secheresse 9:5–11

Bensaid S, Gasmi A, Benhafied I (2006) Les forêts d’Algérie, de Césarée la romaine à ce jour. Forêt Médit 27:267–274

Benslama M, Andrieu-Ponel V, Guiter F, Reille M, de Beaulieu JL, Migliore J, Djamali M (2010) Nouvelles contributions a l’histoire tardiglaciaire et holocene de la vegetation en Algerie: analyses polliniques de deux profils sedimentaires du complexe humide d’El-Kala. C R Biol 333:744–754. https://doi.org/10.1016/j.crvi.2010.08.002

Bentlage B, Peterson AT, Cartwright P (2009) Inferring distributions of chirodropid box-jellyfishes (Cnidaria: Cubozoa) in geographic and ecological space using ecological niche modeling. Mar Ecol Prog Ser 384:121–133. https://doi.org/10.3354/meps08012

Bentouati A, Bariteau M (2006) Réflexions sur le dépérissement du Cèdre de l’Atlas des Aurès (Algérie). Forêt Médit 27:317–322

Bouahmed A (2012) Application d’un Système d’Information Géographique à la cartographie physionomique de la cédraie mixte des Aït Ouabane (Djurdjura Nord-Est). Mém. Magister, Ziane Achour University of Djelfa, Algeria

Boudy P (1950) Économie forestière nord-africaine: Monographies et traitements des essences forestières, vol 2. Larose, Paris

Boudy P (1955) Économie forestière nord-africaine: description forestière de l’Algérie et de la Tunisie, Tome quatrième, vol 4. Larose, Paris

Brown JL (2014) SDMtoolbox: a python-based GIS toolkit for landscape genetic, biogeographic and species distribution model analyses. Methods Ecol Evol 5:694–700. https://doi.org/10.1111/2041-210X.12200

Buckley TR, Marske KA, Attanayake D (2009) Identifying glacial refugia in a geographic parthenogen using palaeoclimate modelling and phylogeography: the New Zealand stick insect Argosarchus horridus (White). Mol Ecol 18:4650–4663. https://doi.org/10.1111/j.1365-294X.2009.04396.x

Campredon J (1934) Le bois de cèdre. Étude des propriétés physiques et mécaniques de quelques bois exotiques. Ann Eco Nat Eaux et Forêts 5:179–220

Chbouki N (1994) Une synthèse dendroclimatique du cèdre de l’Atlas. Ann Rech For Maroc 27:33–59

Cheddadi R, Fady B, François L, Hajar L, Suc JP, Huang K, Demarteau M, Vendramin GG, Ortu E (2009) Putative glacial refugia of Cedrus atlantica deduced from quaternary pollen records and modern genetic diversity. J Biogeogr 36:1361–1371. https://doi.org/10.1111/j.1365-2699.2008.02063.x

Cheddadi R, Bouaissa O, Rhoujjati A, Dezileau L (2016) Environmental changes in the Moroccan western Rif Mountains over the last 9,000 years. Quaternaire 27:15–25. https://doi.org/10.4000/quaternaire.7517

Combe A (1889) Les forêts de l’Algérie. Giralt, Algiers

Coro G, Pagano P, Ellenbroek A (2013) Combining simulated expert knowledge with neural networks to produce ecological niche models for Latimeria chalumnae. Ecol Model 268:55–63. https://doi.org/10.1016/j.ecolmodel.2013.08.005

Courbet F (1991) Tarif de cubage à deux entrées pour le cèdre de l’Atlas (Cedrus atlantica Manetti en France). Rev For Fr 43:215–226. https://doi.org/10.4267/2042/26200

Currey DR (1974) Continentality of extratropical climates. Ann Assoc Am Geogr 64:268–280

Damnati B, Ben Hardouze H, Guibal F, Hoffsummer P (2014) Reconstitution du climat en se basant sur la dendroclimatologie: étude préliminaire du cas du cèdre de l’Atlas (moyen Atlas marocain). Actes RQM6:101–106

De Smet K, Bouaza F (1984) La structure forestière du mont Babor. Silva Gandavensis 50:65–84

De Souza Muñoz ME, De Giovanni R, De Siqueira MF, Sutton T, Brewer P, Pereira RS, Canhos DAL, Canhos VP (2009) openModeller: a generic approach to species’ potential distribution modelling. GeoInformatica 15:111–135. https://doi.org/10.1007/s10707-009-0090-7

Demarteau M, François L, Cheddadi R, Roche E (2007) Réponses de Cedrus atlantica aux changements climatiques passés et futurs. Geo-Eco-Trop 31:105–146

Derridj A (1990) Etude des populations de Cedrus atlantica Manetti en Algérie. Ph.D. thesis, Paul Sabatier University, Toulouse, France

DGF (2007) Direction générale des forêts, Algérie. www.dgf.gov.dz/index.php?rubrique=statistiques&section=indicateurs

El Azzouzi K, Keller R (1998) Propriétés technologiques du bois de cèdre de l’Atlas (Cedrus atlantica Manetti). Forêt Médit 19:11–33

Elith J, Leathwick JR (2009) Species distribution models: ecological explanation and prediction across space and time. Annu Rev Ecol Evol Syst 40:677–697. https://doi.org/10.1146/annurev.ecolsys.110308.120159

Emberger L (1930) La végétation de la région méditerranéenne Essai d’une classification des groupements végétaux. Rev Gen Bot 42:641–662

Emberger L (1938a) Contribution à la connaissance des Cèdres et en particulier du Deodar et du Cèdre de l’Atlas. Rev Bot App et d’Agr Trop 18:77–92

Emberger L (1938b) Les arbres du Maroc et comment les reconnaître. Larose, Paris

Ezzahiri M, Belghazi B, Bahmad M (1994) Bilan de la régénération naturelle de la cédraie dans les parcelles clôturée du moyen Atlas, Maroc. Ann Rech For Maroc 27:259–268

Faurel L, Laffite R (1949) Facteurs de répartition des cédraies dans les massifs de l’Aurès et du Bélezma. Bull Soc Hist Nat Afr N 40:178–186

Fawcett T (2006) An introduction to ROC analysis. Pattern Recogn Lett 27:861–874. https://doi.org/10.1016/j.patrec.2005.10.010

Ferraz KMPMDB, Ferraz SFDB, Paula RCD, Beisiegel B, Breitenmoser C (2012) Species distribution modeling for conservation purposes. Nat Conservação 10:214–220. https://doi.org/10.4322/natcon.2012.032

Fielding AH, Bell JF (1997) A review of methods for the assessment of prediction errors in conservation presence/absence models. Environ Conserv 24:38–49. https://doi.org/10.1017/S0376892997000088

Franklin J (1995) Predictive vegetation mapping: geographic modelling of biospatial patterns in relation to environmental gradients. Prog Phys Geogr 19:474–499. https://doi.org/10.1177/030913339501900403

Franklin J (2010) Mapping species distributions: spatial inference and prediction. Cambridge University Press, Cambridge, UK

Franklin J (2013) Species distribution models in conservation biogeography: developments and challenges. Divers Distrib 19:1217–1223. https://doi.org/10.1111/ddi.12125

Ghailoule D, Rossi J-P, Lieutier F (2012) Caractérisation spatio-temporelle du dépérissement du cèdre (Cedrus atlantica Manetti) dans deux peuplements du Moyen Atlas marocain : Résultats préliminaires. MEDINSECT 3 Symposium “Entomological Research in Mediterranean Forest Ecosystems”, 8–11-Mai, Hammamet (Tunis) In: Annales de l’INRGREF 17 (Numéro spécial), pp. 145–156

Giannini TC, Saraiva AM, Alves-dos-Santos I (2010) Ecological niche modeling and geographical distribution of pollinator and plants: a case study of Peponapis fervens (Smith, 1879) (Eucerini: Apidae) and Cucurbita species (Cucurbitaceae). Ecol Inform 5:59–66. https://doi.org/10.1016/j.ecoinf.2009.09.003

Giorgi F, Lionello P (2008) Climate change projections for the Mediterranean region. Glob Planet Chang 63:90–104. https://doi.org/10.1016/j.gloplacha.2007.09.005

Gougeon FA, Leckie DG (2003) Extraction d’information forestière à partir d’images à haute résolution spatiale en utilisant une méthode de reconnaissance individuelle des cimes d’arbres. Centre de foresterie du Pacifique, Service canadien des forêts, Ressources naturelles Canada, Victoria, rapport d’information BC-X-396F:25 P

Guisan A, Thuiller W (2005) Predicting species distribution: offering more than simple habitat models. Ecol Lett 8:993–1009. https://doi.org/10.1111/j.1461-0248.2005.00792.x

Guisan A, Zimmermann NE (2000) Predictive habitat distribution models in ecology. Ecol Model 135:147–186. https://doi.org/10.1016/S0304-3800(00)00354-9

Guisan A, Edwards TC, Hastie T (2002) Generalized linear and generalized additive models in studies of species distributions: setting the scene. Ecol Model 157:89–100. https://doi.org/10.1016/S0304-3800(02)00204-1

Hand DJ (2009) Measuring classifier performance: a coherent alternative to the area under the ROC curve. Mach Learn 77:103–123. https://doi.org/10.1007/s10994-009-5119-5

Hidalgo PJ, Marin JM, Quijada J, Moreira JM (2008) A spatial distribution model of cork oak (Quercus suber) in southwestern Spain: a suitable tool for reforestation. Forest Ecol Manag 255:25–34. https://doi.org/10.1016/j.foreco.2007.07.012

Hijmans RJ, Cameron SE, Parra JL, Jones PG, Jarvis A (2005) Very high resolution interpolated climate surfaces for global land areas. Int J Climatol 25:1965–1978. https://doi.org/10.1002/joc.1276

Hutchinson GE (1957) Concluding remarks. Cold Spring Harb Symp Quant Biol 22:415–427

IPCC (2007) Climate change 2007: synthesis report. Summary for policymakers. Available at: www.ipcc.ch/pdf/assessment-report/ar4/syr/ar4_syr_spm.pdf

Jaryan V, Datta A, Uniyal SK, Kumar A, Gupta RC, Singh RD (2013) Modelling potential distribution of Sapium sebiferum—an invasive tree species in western Himalaya. Curr Sci 105:1282–1288

Johnson CJ, Gillingham MP (2005) An evaluation of mapped species distribution models used for conservation planning. Environ Conserv 32:117–128. https://doi.org/10.1017/S0376892905002171

Kaabeche M (1996) Les relations climat-végétation dans le bassin du Hodna (Algérie). Acta Bot Gallica 143:85–94

Kherchouche D, Kalla M, Gutiérrez EM, Attalah S, Bouzghaia M (2012) Impact of droughts on Cedrus atlantica forests dieback in the Aurès (Algeria). Journal of Life Sciences 6:1262–1269. https://doi.org/10.17265/1934-7391/2012.11.011

Kherchouche D, Kalla M, Gutierrez E, Briki A, Hamchi A (2013) La sécheresse et le dépérissement du cèdre de l’Atlas (Cedrus atlantica Manetti) dans le massif du Bélezma (Algérie). Secheresse 24:129–137. https://doi.org/10.1684/sec.2013.0384

Klausmeyer KR, Shaw MR (2009) Climate change, habitat loss, protected areas and the climate adaptation potential of species in Mediterranean ecosystems worldwide. PLoS One 4. https://doi.org/10.1371/journal.pone.0006392

Krouchi F, Derridj A, Lefèvre F (2004) Year and tree effect on reproductive organisation of Cedrus atlantica in a natural forest. Forest Ecol Manag 197:181–189. https://doi.org/10.1016/j.foreco.2004.05.013

Lamb HF, vanderKaars S (1995) Vegetational response to holocene climatic change: pollen and palaeolimnological data from the Middle Atlas, Morocco. Holocene 5:400–408. https://doi.org/10.1177/095968369500500402

Lamb H, Eicher U, Switsur V (1989) An 18,000-year record of vegetation, lake-level and climatic change from Tigalmamine, Middle Atlas, Morocco. J Biogeogr:65–74. https://doi.org/10.2307/2845311

Lamb H, Roberts N, Leng M, Barker P, Benkaddour A, van der Kaars S (1999) Lake evolution in a semi-arid montane environment: response to catchment change and hydroclimatic variation. J Paleolimnol 21:325–343. https://doi.org/10.1023/A:1008099602205

Leidenberger S, Obst M, Kulawik R, Stelzer K, Heyer K, Hardisty A, Bourlat SJ (2015) Evaluating the potential of ecological niche modelling as a component in marine non-indigenous species risk assessments. Mar Pollut Bull 97:470–487. https://doi.org/10.1016/j.marpolbul.2015.04.033

Lepoutre B, Pujos A (1964) Facteurs climatiques déterminant les conditions de germination et d’installation des plantules de cèdre. Ann Rech For Maroc 7:21–54

Linares JC, Taïqui L, Camarero JJ (2011) Increasing drought sensitivity and decline of Atlas cedar (Cedrus atlantica) in the Moroccan middle Atlas forests. Forests 2:777–796. https://doi.org/10.3390/f2030777

M’hirit O (1999) Le Cèdre de l’Atlas à travers le réseau Silva mediterranea «Cèdre». Bilan et perspectives. Forêt Médit 20:91–100

M’hirit O, Benzyane M (2006) Le cèdre de l’Atlas: Mémoire du temps. Mardaga, Maroc

Madoui A, Gehu J-M (1999) Etat de la végétation dans la forêt du Bou-Taleb: Mont du Hodna, Algérie. Forêt Médit 20:162–168

Maire R (1924) Etudes sur la végétation et la flore du grand Atlas et du moyen Atlas marocains. Mem Soc Sci Nat du Maroc 7:220

Manel S, Williams HC, Ormerod SJ (2001) Evaluating presence-absence models in ecology: the need to account for prevalence. J Appl Ecol 38:921–931. https://doi.org/10.1046/j.1365-2664.2001.00647.x

Marmion M, Parviainen M, Luoto M, Heikkinen RK, Thuiller W (2009) Evaluation of consensus methods in predictive species distribution modelling. Divers Distrib 15:59–69. https://doi.org/10.1111/j.1472-4642.2008.00491.x

Martínez-Meyer E, Peterson AT (2006) Conservatism of ecological niche characteristics in North American plant species over the Pleistocene-to-Recent transition. J Biogeogr 33:1779–1789. https://doi.org/10.1111/j.1365-2699.2006.01482_33_10.x

Martínez-Meyer E, Townsend Peterson A, Hargrove WW (2004) Ecological niches as stable distributional constraints on mammal species, with implications for Pleistocene extinctions and climate change projections for biodiversity. Glob Ecol Biogeogr 13:305–314. https://doi.org/10.1111/j.1466-822X.2004.00107.x

Médail F, Diadema K (2009) Glacial refugia influence plant diversity patterns in the Mediterranean Basin. J Biogeogr 36:1333–1345

Meharzi MK (1994) Le rôle de l’orographie dans la répartition spatiale des précipitations dans le massif de l’Aurès. Méditerranée:73–78. https://doi.org/10.3406/medit.1994.2861

Messaoudène M, Rabhi K, Megdoud A, Sarmoun M, Dahmani-Megrerouche M (2013) Etat des lieux et perspectives des cédraies algériennes. Forêt Médit 34:341–346

Morin X, Viner D, Chuine I (2008) Tree species range shifts at a continental scale: new predictive insights from a process-based model. J Ecol 96:784–794. https://doi.org/10.1111/j.1365-2745.2008.01369.x

Mouna M (2009) Phaenops marmottani Fairmaire (Coleoptera Buprestidae), xylophage primaire pour le cèdre de l’Atlas (Cedrus atlantica Man.). Bull Inst Sci Rabat 31:85–90

Negre R (1952) Observations phytosociologiques et écologiques sommaires sur la cédraie de Kissarit (Brigade forestière de Aïn Leuh Moyen Atlas Central). Phyton 4(1–3):59–71

Nourelbait M, Rhoujjati A, Benkaddour A, Carré M, Eynaud F, Martinez P, Cheddadi R (2016) Climate change and ecosystems dynamics over the last 6000 years in the Middle Atlas, Morocco. Clim Past 12:1029–1042. https://doi.org/10.5194/cp-12-1029-2016

Paine DP, Kiser JD (2012) Aerial photography and image interpretation, 3rd edn. John Wiley & Sons, Inc, New York, NY

Pavari A (1927) Il Cedrus atlantica in Italia. Bull Silva Medit: 8–15

Pearman PB, Randin CF, Broennimann O, Vittoz P, van der Knaap WO, Engler R, Lay GL, Zimmermann NE, Guisan A (2008) Prediction of plant species distributions across six millennia. Ecol Lett 11:357–369. https://doi.org/10.1111/j.1461-0248.2007.01150.x

Pearson RG (2010) Species’ distribution modeling for conservation educators and practitioners. Lessons in conservation. Am Mus Natl Hist 3:54–89

Peterson AT, Soberón J (2012) Species distribution modeling and ecological niche modeling: getting the concepts right. Nat Conservação 10:102–107. https://doi.org/10.4322/natcon.2012.019

Peterson AT, Soberón J, Sánchez-Cordero V (1999) Conservatism of ecological niches in evolutionary time. Science 285:1265–1267. https://doi.org/10.1126/science.285.5431.1265

Peterson AT, Papes M, Soberón J (2008) Rethinking receiver operating characteristic analysis applications in ecological niche modeling. Ecol Model 213:63–72. https://doi.org/10.1016/j.ecolmodel.2007.11.008

Peterson AT, Soberón J, Pearson RG, Anderson RP, Martínez-Meyer E, Nakamura M, Araújo MB (2011) Ecological niches and geographic distributions, vol 49. Princeton University Press, Princeton

Phillips SJ (2008) Transferability, sample selection bias and background data in presence-only modelling: a response to Peterson et al. (2007). Ecography 31:272–278. https://doi.org/10.1111/j.0906-7590.2008.5378.x

Phillips SJ, Dudík M, Schapire RE (2004) A maximum entropy approach to species distribution modeling. In: Proceedings of the 21st international conference on machine learning, Banff (Canada), pp. 655–662

Phillips SJ, Anderson RP, Schapire RE (2006) Maximum entropy modeling of species geographic distributions. Ecol Model 190:231–259. https://doi.org/10.1016/j.ecolmodel.2005.03.026

Pike DA (2013) Climate influences the global distribution of sea turtle nesting. Glob Ecol Biogeogr 22:555–566. https://doi.org/10.1111/geb.12025

Pons A (1998) L’histoire du genre Cedrus d’après les données paléobotaniques disponibles. Forêt Médit 19:236–242

Pons A, Reille M (1984) Originalité de l’histoire climatique des pourtours de la Méditerranée occidentale durant le Pléistocène supérieur par rapport à celle de l’Europe occidentale. Bull Soc bot France Actual bot 131:69–76. https://doi.org/10.1080/01811789.1984.10826648

Pouteau R, Meyer JY, Stoll B (2011) A SVM-based model for predicting distribution of the invasive tree Miconia calvescens in tropical rainforests. Ecol Model 222:2631–2641. https://doi.org/10.1016/j.ecolmodel.2011.04.030

Provencher L, Dubois J-MM (2007) Précis de télédétection: volume 4 Méthodes de photointerprétation et d’interprétation d’image. Presses de l’Université du Québec, Québec

Quézel P (1998) Cèdres et cédraies du pourtour méditerranéen: signification bioclimatique et phytogéographique. Forêt Médit 19:243–260

Quézel P, Barbero M, Loisel R (1990) Les reboisements en région méditerranéenne. Incidences biologiques et économiques. Forêt Médit 12:103–114

R Development Core Team (2013) R: a language and environment for statistical computing. R Foundation for Statistical Computing, Vienna, Austria. URL www.R-project.org/

Randin CF, Dirnböck T, Dullinger S, Zimmermann NE, Zappa M, Guisan A (2006) Are niche-based species distribution models transferable in space? J Biogeogr 33:1689–1703. https://doi.org/10.1111/j.1365-2699.2006.01466.x

Rehfeldt GE, Tchebakova NM, Parfenova YI, Wykoff WR, Kuzmina NA, Milyutin LI (2002) Intraspecific responses to climate in Pinus sylvestris. Glob Chang Biol 8:912–929. https://doi.org/10.1046/j.1365-2486.2002.00516.x

Rhoujjati A, Cheddadi R, Taïeb M, Baali A, Ortu E (2010) Environmental changes over the past c. 29,000 years in the Middle Atlas (Morocco): a record from Lake Ifrah. J Arid Environ 74:737–745. https://doi.org/10.1016/j.jaridenv.2009.09.006

Rognon P (1987) Late quaternary climatic reconstruction for the Maghreb (North Africa). Palaeogeogr Palaeoclimatol Palaeoecol 58:11–34. https://doi.org/10.1016/0031-0182(87)90003-4

Salamani M (1993) Premières données paléophytogéograpiques du cèdre de l’Atlas (Cedrus atlantica) dans la région de Grande Kabylie (NE Algérie). Palynosciences 2:147–155

Seltzer P (1946) Le climat de l’Algérie. Travaux de l’institut de météorologie et de physique du Globe de l’Algérie (hors série), Université d’Alger, Algerie

Slimani S, Derridj A, Gutierrez E (2014a) Ecological response of Cedrus atlantica to climate variability in the massif of Guetiane (Algeria). Forest Syst 23:448–460. https://doi.org/10.5424/fs/2014233-05175

Slimani S, Touchan R, Derridj A, Kherchouche D, Gutierrez E (2014b) Fire history of Atlas cedar (Cedrus atlantica Manetti) in Mount Chelia, northern Algeria. J Arid Environ 104:116–123. https://doi.org/10.1016/j.jaridenv.2014.02.008

Stambouli-Essassi S, Roche E, Bouzid S (2007) Evolution de la végétation et du climat dans le Nord-ouest de la Tunisie au cours des 40 derniers millénaires. Geo-Eco-Trop 31:171–214

Stockwell D (2006) Niche modeling: predictions from statistical distributions. Chapman & Hall/CRC, London

Sutton T, Giovanni R, Ferreira M (2007) Introduction à OpenModeller: Un ensemble de bibliothèques pour la modélisation des niches fondamentales. Journal de l’OSGeo 1:2–7

Swets JA (1988) Measuring the accuracy of diagnostic systems. Science 240:1285–1293. https://doi.org/10.1126/science.3287615

Tabel J, Khater C, Rhoujjati A, Dezileau L, Bouimetarhan I, Carre M, Vidal L, Benkaddour A, Nourelbait M, Cheddadi R (2016) Environmental changes over the past 25 000 years in the southern Middle Atlas, Morocco. J Quat Sci 31:93–102. https://doi.org/10.1002/jqs.2841

Tabet S, Belhemra M, Francois L, Arar A (2018) Evaluation by prediction of the natural range shrinkage of Quercus ilex L. in eastern Algeria. Forestist 68:7–15

Tarkesh M, Jetschke G (2012) Comparison of six correlative models in predictive vegetation mapping on a local scale. Environ Ecol Stat 19:437–457. https://doi.org/10.1007/s10651-012-0194-3

Terrab A, Paun O, Talavera S, Tremetsberger K, Arista M, Stuessy TF (2006) Genetic diversity and population structure in natural populations of Moroccan Atlas cedar (Cedrus atlantica; Pinaceae) determined with cpSSR markers. Am J Bot 93:1274–1280. https://doi.org/10.3732/ajb.93.9.1274

Thomas P (2013) Cedrus atlantica. The IUCN red list of threatened species 2013: e.T42303A2970716. doi: https://doi.org/10.2305/IUCN.UK.2013-1.RLTS.T42303A2970716.en

Thorn JS, Nijman V, Smith D, Nekaris KAI (2009) Ecological niche modelling as a technique for assessing threats and setting conservation priorities for Asian slow lorises (Primates: Nycticebus). Divers Distrib 15:289–298. https://doi.org/10.1111/j.1472-4642.2008.00535.x

Thuiller W (2003) BIOMOD—optimizing predictions of species distributions and projecting potential future shifts under global change. Glob Chang Biol 9:1353–1362

Thuiller W (2004) Patterns and uncertainties of species’ range shifts under climate change. Glob Chang Biol 10:2020–2027. https://doi.org/10.1111/j.1365-2486.2004.00859.x

Thuiller W, Araújo MB, Lavorel S (2003) Generalized models vs. classification tree analysis: predicting spatial distributions of plant species at different scales. J Veg Sci 14:669–680. https://doi.org/10.1111/j.1654-1103.2003.tb02199.x

Thuiller W, Lafourcade B, Engler R, Araújo MB (2009) BIOMOD—a platform for ensemble forecasting of species distributions. Ecography 32:369–373. https://doi.org/10.1111/j.1600-0587.2008.05742.x

Till C, Guiot J (1990) Reconstruction of precipitation in Morocco since 1100 AD based on Cedrus atlantica tree-ring widths. Quat Res 33:337–351. https://doi.org/10.1016/0033-5894(90)90060-X

Toth J (1973) Première approche de la production potentielle du cèdre de l’Atlas dans le sud de la France. Rev For Fr 25:381–389. https://doi.org/10.4267/2042/20758

Toth J (2005) Le cèdre de France: étude approfondie de l’espèce. L’Harmattan, Paris

Touchan R, Anchukaitis KJ, Meko DM, Sabir M, Attalah S, Aloui A (2010) Spatiotemporal drought variability in northwestern Africa over the last nine centuries. Clim Dyn 37:237–252. https://doi.org/10.1007/s00382-010-0804-4

Urbina-Cardona JN, Flores-Villela O (2010) Ecological-niche modeling and prioritization of conservation-area networks for Mexican herpetofauna. Conserv Biol 24:1031–1041. https://doi.org/10.1111/j.1523-1739.2009.01432.x

Vessella F, Schirone B (2013) Predicting potential distribution of Quercus suber in Italy based on ecological niche models: conservation insights and reforestation involvements. Forest Ecol Manag 304:150–161. https://doi.org/10.1016/j.foreco.2013.05.006

Vessella F, Simeone MC, Schirone B (2015) Quercus suber range dynamics by ecological niche modelling: from the Last Interglacial to present time. Quat Sci Rev 119:85–93. https://doi.org/10.1016/j.quascirev.2015.04.018

Wei T, Simko V (2016) Corrplot: visualization of a correlation matrix. R package version 0.77.cran.r-project.org/web/packages/corrplot /

Wickham H (2009) ggplot2: elegant graphics for data analysis. Springer, New York

Wilson JS, Pitts JP (2012) Identifying Pleistocene refugia in North American cold deserts using phylogeographic analyses and ecological niche modelling. Divers Distrib 18:1139–1152. https://doi.org/10.1111/j.1472-4642.2012.00902.x

Yahi N, Djellouli Y (2010) Groupements forestiers et préforestiers à Cedrus atlantica Manetti d’Algérie: état des connaissances et dynamique des syntaxons. Rev For Fr 62:309–316. https://doi.org/10.4267/2042/38945

Yahi N, Djellouli Y, de Foucault B (2008) Diversités floristique et biogéographique des cédraies d’Algérie. Acta Bot Gallica 155:389–402. https://doi.org/10.1080/12538078.2008.10516119

Yang X-Q, Kushwaha SPS, Saran S, Xu J, Roy PS (2013) Maxent modeling for predicting the potential distribution of medicinal plant, Justicia adhatoda L. in Lesser Himalayan foothills. Ecol Eng 51:83–87. https://doi.org/10.1016/j.ecoleng.2012.12.004

Zhang M-G, Zhou Z-K, Chen W-Y, Slik JWF, Cannon CH, Raes N (2012) Using species distribution modeling to improve conservation and land use planning of Yunnan, China. Biol Conserv 153:257–264. https://doi.org/10.1016/j.biocon.2012.04.023