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iForest - Biogeosciences and Forestry

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Potential natural vegetation pattern based on major tree distribution modeling in the western Rif of Morocco

Abdelilah Ghallab (1-2)   , Hamid Boubekraoui (1-3), Said Laaribya (4), Mariem Ben-Said (2)

iForest - Biogeosciences and Forestry, Volume 17, Issue 6, Pages 405-416 (2024)
doi: https://doi.org/10.3832/ifor4602-017
Published: Dec 22, 2024 - Copyright © 2024 SISEF

Research Articles


In a fragile ecological environment, understanding the potential spatial distribution of species and the underlying environmental conditions is crucial for resolving ecosystem management issues and predicting impacts of global change. This study aimed to determine the potential distribution of fourteen major Mediterranean taxa (seven conifers and seven broadleaves) native to northwestern Morocco using the Maximum Entropy Algorithm (MaxEnt). Subsequently, a Potential Natural Vegetation (PNV) map model was generated for the study area based on the species with the highest probability of occurrence. MaxEnt demonstrated high predictive power for all studied taxa, exhibiting high accuracy for conifers and deciduous trees, especially those with endemic characteristics and/or specialized habitats. Climatic variables (i.e., mean annual temperature, maximum temperature of the hottest month, mean annual precipitation, and minimum temperature of the coldest month) significantly contributed to the species distribution models. The potential distribution areas of all species were larger than their current areas, indicating the impact of deforestation, particularly in plains and mid-mountains. Relict species such as Abies marocana, Cedrus atlantica, and Pinus mauretanica, are confined to the coldest annual temperature range with very limited ranges (i.e., 1.7°C, 2.6°C, and 1.5°C, respectively), making them extremely vulnerable to global warming. The PNV model demonstrated good reliability (K = 0.67). This is the first application of this approach in the region, providing insights for reforestation and ecosystem rehabilitation efforts in Morocco, with potential applicability to other regions.

  Keywords


Species Distribution Models, Maxent, Environmental Predictors, Conservation, Restoration, Mediterranean Trees, Western Rif

Authors’ address

(1)
Abdelilah Ghallab 0000-0002-0024-9100
Hamid Boubekraoui 0000-0001-7371-6809
Regional Directorate of the National Agency for Water and Forests Tangier-Tetouan Al Hoceima, Tetouan (Morocco)
(2)
Abdelilah Ghallab 0000-0002-0024-9100
Mariem Ben-Said 0000-0002-5171-0542
Laboratory of Biology, Ecology & Health, Faculty of Sciences, Abdelmalek Essadi University, Tetouan (Morocco)
(3)
Hamid Boubekraoui 0000-0001-7371-6809
Biology, Environment, and Sustainable Development Laboratory, Ecole Normale Supérieure, Abdelmalek Essaadi University, Tetouan (Morocco)
(4)
Said Laaribya 0000-0003-3864-0612
Laboratory of Territories, Environment, and Development, Ibn Tofail University, Kenitra (Morocco)

Corresponding author

 
Abdelilah Ghallab
ghallababdelilah@gmail.com

Citation

Ghallab A, Boubekraoui H, Laaribya S, Ben-Said M (2024). Potential natural vegetation pattern based on major tree distribution modeling in the western Rif of Morocco. iForest 17: 405-416. - doi: 10.3832/ifor4602-017

Academic Editor

Maurizio Marchi

Paper history

Received: Mar 14, 2024
Accepted: Oct 03, 2024

First online: Dec 22, 2024
Publication Date: Dec 31, 2024
Publication Time: 2.67 months

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List of the papers citing this article based on CrossRef Cited-by.

 
(1)
Achhal A (1979)
Le chêne vert dans le haut atlas central: etude phytoécologique; problèmes posés par les aménagements de la chênaie [Holm oak in the central High Atlas: phytoecological study; problems posed by oak forest management]. PhD thesis, Aix Marseille III University, Marseille, France, pp. 116. [in French]
Gscholar
(2)
Achhal A, Barbéro M, Benabid A, M’Hirit O, Peyre C, Quézel P, Rivas-Martinez S (1980)
À propos de la valeur bioclimatique et dynamique de quelques essences forestières au Maroc [On the bioclimatic and dynamic value of some forest species in Morocco]. Ecologia Mediterranea 5: 211-249. [in French]
CrossRef | Gscholar
(3)
Alaoui A, Laaribya S, Ayan S, Abdelilah G, Tirado J (2021)
Modelling spatial distribution of endemic Moroccan fir (Abies marocana Trabut) in Talassemtane National Park, Morocco. Austrian Journal of Forest Science 138: 73-94.
Online | Gscholar
(4)
Alaoui ML, Knees S, Gardner M (2011)
Abies pinsapo var. marocana, Moroccan Fir. The IUCN Red List of Threatened Species 2011: E.T34126 A9841418.
Online | Gscholar
(5)
Alba-Sánchez F, López-Sáez JA, Pando BB, 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. Diversity and Distribution 16: 214-228.
CrossRef | Gscholar
(6)
Austin MP (2002)
Spatial prediction of species distribution: an interface between ecological theory and statistical modelling. Ecological Modelling 157: 101-118.
CrossRef | Gscholar
(7)
Ballouche A (2013)
Contribution à l’histoire récente de la végétation du Bas-Loukkos (province de Larache, Maroc) [Contribution to the recent history of the vegetation of the Bas-Loukkos (Larache province, Morocco)]. Physio-Géo 7: 67-82. [in French]
CrossRef | Gscholar
(8)
Barbéro M (1988)
Caractérisation de quelques structures et architectures forestières des arbres et arbustes à feuilles persistantes de l’étage méditerranéen [Characterizing some forest structures and architectures of evergreen trees and shrubs of the Mediterranean belt]. Revue Forestière Française 60: 371-380. [in French]
CrossRef | Gscholar
(9)
Benabid A (1982)
Etudes phytoécologique, biogéographique et dynamique des associations et séries sylvatiques du rif occidental (Maroc): problèmes posés par la reforestation et l’aménagement des peuplements forestiers actuels [Phytoecological, biogeographical and dynamic studies of sylvatic associations and series of the western Rif (Morocco): problems posed by reforestation and the management of current forest stands]. PhD thesis, Droit d’Economie et des Sciences University, Aix Marseille, France, pp. 199 + Annexes. [in French]
Gscholar
(10)
Benabid A (1984)
Etude phytoécologique des peuplements forestiers et préforestiers du Rif centro-occidental (Maroc) [Phytoecological study of forest and pre-forest stands of the central-western Rif (Morocco)]. Travaux de Institut Scientifique de Rabat, série botanique, Morocco, pp. 34. [in French]
Gscholar
(11)
Benabid A (1994)
Phytosociological and phytodynamic biogeography of Atlas cedar plantations, Cedrus atlantica (Manetti). Annales de la Recherche Forestière au Maroc (27): 61-76.
Gscholar
(12)
Benabid A, Fennane M (1994)
Connaissances sur la végétation du Maroc: phytogéographie, phytosociologie et séries de végétation [Knowledge of Moroccan vegetation: phytogeography, phytosociology and vegetation series]. Lazaroa 14: 21-97. [in French]
Online | Gscholar
(13)
Ben-Said M, Ghallab A, Berrad F, Aouadi A, Asraoui F, Moutaouakil El Alami M (2022)
Caractérisation d’un périmètre de reboisement de pinède en vue de proposition des essences les plus appropriées, cas du Jbel Zemzem (Nord-ouest, Maroc) [Characterizing a pine forest plantation area to propose the most appropriate species, case of Jbel Zemzem (Northwestern, Morocco)]. Revue Nature et Technologie 14: 33-41. [in French]
Online | Gscholar
(14)
Boudy P (1950)
Economie forestière Nord-Africaine - Tome 2: monographie et traitement des essences forestières [North African Forest Economy II: Monograph and treatment of forest species]. Larose, Paris, France, pp. 383-415. [in French]
Gscholar
(15)
Boudy P (1952)
Guide du forestier en Afrique du Nord [Forester’s guide to North Africa]. Maison rustique, Paris, France, pp. 185-195. [in French]
Gscholar
(16)
Booth TH (2024)
Forestry trials and species adaptability to climate change. Global Change Biology 30: e17243.
CrossRef | Gscholar
(17)
Booth TH, Nix HA, Busby JR, Hutchinson MF (2014)
bioclim: the first species distribution modelling package, its early applications and relevance to most current MaxEnt studies. Diversity and Distribution 20: 1-9.
CrossRef | Gscholar
(18)
Bradie J, Leung B (2017)
A quantitative synthesis of the importance of variables used in MaxEnt species distribution models. Journal of Biogeography 44: 1344-1361.
CrossRef | Gscholar
(19)
Bravo DN, Araújo MB, Lasanta T, Moreno JIL (2008)
Climate change in Mediterranean mountains during the 21st century. Ambio 37: 280-285.
CrossRef | Gscholar
(20)
Brun P, Thuiller W, Chauvier Y, Pellissier L, Wüest RO, Wang Z, Zimmermann NE (2020)
Model complexity affects species distribution projections under climate change. Journal of Biogeography 47: 130-142.
CrossRef | Gscholar
(21)
CBD/UNEP (2018)
Pan-african action agenda on ecosystem restoration for increased resilience. UN Biodiversity Conference - COP 14, SharmEl-Sheik (Egypt) 2018, pp. 38.
Online | Gscholar
(22)
Cuttelod A, García V, Abdul Malak D, Temple H, Katariya V (2008)
The Mediterranean: a biodiversity hotspot under threat. In: “Wildlife in a Changing World: An Analysis of the 2008 IUCN Red List of Threatened Species” (Vie J-C, Hilton-Taylor C, Stuart SN eds). International Union for Conservation of Nature, Switzerland, pp. 89-101.
Gscholar
(23)
Dahmani M (1997)
Le chéne vert en Algérie syntaxonomie phytosociologie et dynamique des peuplements [Holm oak in Algeria syntaxonomy phytosociology and population dynamics]. PhD thesis, Houari Boumédiene University, Alger, Algeria, pp. 329. [in French]
Gscholar
(24)
Elith J, Graham H, Anderson CP, Dudík R, Ferrier M, Guisan S, Hijmans AJ, Huettmann R, Leathwick FR, Lehmann J, Li A, Lohmann JG, Loiselle LA, Manion B, Moritz G, Nakamura C, Nakazawa M, Overton J, Townsend Peterson A, Phillips SJ, Richardson K, Scachetti-Pereira R, Schapire RE, Soberón J, Williams S, Wisz MS, Zimmermann NE (2006)
Novel methods improve prediction of species’ distributions from occurrence data. Ecography 29: 129-151.
CrossRef | Gscholar
(25)
Elith J, Leathwick JR (2009)
Species distribution models: ecological explanation and prediction across space and time. Annual Review of Ecology Evolution and Systematics 40: 677-697.
CrossRef | Gscholar
(26)
Fennane M, Ibn Tattou M, Mathez J, Ouyahya A, El Oualidi J (1999)
Flore pratique du Maroc: manuel de détermination des plantes vasculaires - Volume 1, Pteridophyta, Gymnospermae, Angiospermae [Practical flora of Morocco: Manual for the determination of vascular plants - Volume 1, Pteridophyta, Gymnospermae, Angiospermae]. Travaux de l’Institut Scientifique série Botanique, vol. 36, Institut scientifique, Rabat, Morocco, pp. 560. [in French]
Gscholar
(27)
Ghallab A, Taiqui L (2015)
Modélisation de la distribution spatiale des paramètres bioclimatiques dans la région Tanger- Tétouan (Rif occidental) [Modeling the spatial distribution of bioclimatic parameters in the Tangier-Tetouan region (Western Rif)]. European Scientific Journal 11 (17): 265-282. [in French]
Online | Gscholar
(28)
Guisan A, Zimmermann NE (2000)
Predictive habitat distribution models in ecology. Ecological Modelling 135: 147-186.
CrossRef | Gscholar
(29)
Guisan A, Thuiller W (2005)
Predicting species distribution: offering more than simple habitat models. Ecological Letters 8: 993-1009.
CrossRef | Gscholar
(30)
HCEFLCD (2004)
Base de données cartographiques de l’Inventaire Forestier National [National forest inventory cartographic database]. Internal Report, Haut-Commissariat aux Eaux et Forêts et à la Lutte Contre la Désertification, Rabat, Morocco. [unpublished digital map] [in French]
Gscholar
(31)
Hosmer DW, Lemeshow S (2005)
Assessing the fit of the model. In: “Applied Logistic Regression” (Hosmer DW, Lemeshow S, Sturdivant RX eds.). John Wiley and Sons, New York, USA, pp. 143-202.
CrossRef | Gscholar
(32)
Keane RE, Holsinger LM, Loehman R (2020)
Bioclimatic modeling of potential vegetation types as an alternative to species distribution models for projecting plant species shifts under changing climates. Forest Ecology Management 477: 118498.
CrossRef | Gscholar
(33)
Laaribya S, Alaoui A, Ayan S, Benabou A, Labbaci A, Ouhaddou H, Bijou M (2021)
Prediction by maximum entropy of potential habitat of the cork oak (Quercus suber L.) in Maamora Forest, Morocco. Forestist 71 (2): 63-69.
CrossRef | Gscholar
(34)
Levavasseur G, Vrac M, Roche DM, Paillard D (2012)
Statistical modelling of a new global potential vegetation distribution. Environmental Research Letters 7: 044019.
CrossRef | Gscholar
(35)
Lissovsky AA, Dudov SV (2021)
Species-distribution modeling: advantages and limitations of its application. 2. MaxEnt. Biology Bulletin Reviews 11 (3): 265-275.
CrossRef | Gscholar
(36)
Liu C, Berry PM, Dawson TP, Pearson RG (2005)
Selecting thresholds of occurrence in the prediction of species distributions. Ecography 28: 385-393.
CrossRef | Gscholar
(37)
López-Tirado J, Hidalgo PJ (2014)
A high resolution predictive model for relict trees in the Mediterranean-mountain forests (Pinus sylvestris L., P. nigra Arnold and Abies pinsapo Boiss.) from the south of Spain: a reliable management tool for reforestation. Forest Ecology Management 330: 105-114.
CrossRef | Gscholar
(38)
McPherson J, Jetz W (2007)
Effects of species’ ecology on the accuracy of distribution models. Ecography 30: 135-151.
CrossRef | Gscholar
(39)
Médail F, Quézel P (1999)
Biodiversity hotspots in the Mediterranean basin: setting global conservation priorities. Conservation Biology 13: 1510-1513.
CrossRef | Gscholar
(40)
Merow C, Smith MJ, Silander Jr JA (2013)
A practical guide to MaxEnt for modeling species’ distributions: what it does, and why inputs and settings matter. Ecography 36: 1058-1069.
CrossRef | Gscholar
(41)
M’hirit O (1999)
Le cèdre de l’Atlas à travers le réseau Silva mediterranea “cèdre”. Bilan et perspectives [The Atlas cedar through the Silva mediterranea “cedar” network. Assessment and perspectives]. Forêt Méditerranéenne 20: 91-100. [in French]
Gscholar
(42)
Monserud RA, Leemans R (1992)
Comparing global vegetation maps with the Kappa statistic. Ecological Modelling 62: 275-293.
CrossRef | Gscholar
(43)
Peng S, Yu K, Li Z, Wen Z, Zhang C (2019)
Integrating potential natural vegetation and habitat suitability into revegetation programs for sustainable ecosystems under future climate change. Agricultural and Forest Meteorology 269: 270-284.
CrossRef | Gscholar
(44)
Phillips SJ, Anderson RP, Schapire RE (2006)
Maximum entropy modeling of species geographic distributions. Ecological Modelling 190: 231-259.
CrossRef | Gscholar
(45)
Pironon S, Ondo I, Diazgranados M, Allkin R, Baquero AC, Cámara-Leret R, Canteiro C, Dennehy-Carr Z, Govaerts R, Hargreaves S, Hudson AJ, Lemmens R, Milliken W, Nesbitt M, Patmore K, Schmelzer G, Turner RM, Van Andel TR, Ulian T, Antonelli A, Willis KJ (2024)
The global distribution of plants used by humans. Science 383: 293-297.
CrossRef | Gscholar
(46)
Quézel P (1999)
Les grandes structures de végétation en région méditerranéenne: facteurs déterminants dans leur mise en place post-glaciaire [Large vegetation structures in the Mediterranean region: determining factors in their post-glacial establishment]. Geobios 32: 19-32. [in French]
CrossRef | Gscholar
(47)
Quézel P, Médail F (2003)
Ecologie et biogéographie des forêts du bassin méditérranéen [Ecology and biogeography of Mediterranean basin forests]. Collection Environnement, Elsevier, Paris, France, pp. 573. [in French]
Gscholar
(48)
Sumarga E (2011)
The comparison of logistic regression, geostatistics and MaxEnt for distribution modeling of a forest endemic: a pilot study on lobels maple at Mt. Pizzalto, Italy. Master thesis, Twente University, Enschede, Netherlands, pp. 63.
Online | Gscholar
(49)
Taïqui L, Martín C (1997)
Eléments historiques d’analyse écologique des paysages montagneux du Rif Occidental (Maroc) [Historical elements of ecological analysis of the mountainous landscapes of the Western Rif (Morocco)]. Mediterranea 16: 23-35. [in French]
Gscholar
(50)
Thomas P (2013)
Cedrus atlantica. The IUCN Red List of Threatened Species 2013: e.T42303A29 70716.
CrossRef | Gscholar
 

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