Potential regions for Argan tree plantations in Algeria using MaxEnt bioclimatic modelling

References

• Phillips, S.J., Anderson, R.P. and Schapire, R.E., 2006, Maximum entropy modeling of species geographic distributions. Ecological Modelling 190(3–4), 231–259. doi: 10.1016/j.ecolmodel.2005.03.026
   Web of Science ®Google Scholar
• Carter, T.R., Jones, R.N., Lu, X., Bhadwal, S., Conde, C., Mearns, L.O., O’Neill, B.C., Rounsevell, M.D.A. and Zurek, M.B., 2007, New assessment methods and the characterisation of future conditions. Chapter 2, methods and the characterisation. IPCC, WGII AR4 – Draft for Government and Expert Review. https://archive.ipcc.ch/pdf/assessment-report/ar4/wg2/drafts/sod/Ch02.pdf
   Google Scholar
• Medejerab, A. and Henia, L., 2011, Spatio-temporal variations in climatic drought in northwestern Algeria. Courier du Savoir (in archivesuniv-biskradz) 11(11), 71–79.
   Google Scholar
• Golodets, C., Sternberg, M., Kigel, J., Boeken, B., Henkin, Z., Seligman, N.G. and Ungar, E.D., 2015, Climate change scenarios of herbaceous production along an aridity gradient: Vulnerability increases with aridity. Oecologia 177(4), 971–979. doi: 10.1007/s00442-015-3234-5
   PubMed Web of Science ®Google Scholar
• Ouled Belgacem, A. and Louhaichi, M., 2013, The vulnerability of native rangeland plant species to global climate change in the West Asia and North African regions. Climatic Change 3(119), 451–463. doi: 10.1007/s10584-013-0701-z
   Google Scholar
• Kechairi, R. and Abdoun, F., 2016, Mapping status of the argan tree Argania spinosa (L.) Skeels (Sapotaceae) in North-West Africa (Algeria and Western Sahara). The International Journal of Environmental Studies 73(2), 286–293. doi: 10.1080/00207233.2016.1148448
   Google Scholar
• Peltier, J.-P., 1983, Les séries de l’arganeraie steppique dans le Sous (Maroc) [The steppe argan grove series in Sous (Morocco)]. Ecologia Mediterranea 9(1), 77–88. doi: 10.3406/ecmed.1983.1019
   Google Scholar
• Maire, R. and Wilczek, E., 1935, Sur la végétation du Sahara occidental [On the vegetation of Western Sahara]. Comptes Rendus de l’Académie Des Sciences 200, 1908–1910.
   Google Scholar
• Khallouki, F., Spiegelhalder, B., Bartsch, H. and Owen, R., 2005, Secondary metabolites of the argan tree (Morocco) may have disease prevention properties. African Journal of Biotechnology 4(5), 381–388.
   Google Scholar
• Kechairi, R., 2021, Structure élémentaire de l’arganeraie Argania spinosa L. Skeels de Tindouf (Sahara occidental algérien) [Elementary structure of the argan grove Argania spinosa L. Skeels of Tindouf (Algerian Western Sahara)]. Ecologia Mediterranea 27(2), 73–84. doi: 10.3406/ecmed.2021.2131
   Google Scholar
• Simenel, R., Michon, G., Auclair, L., Thomas, Y., Romagny, B. and Guyon, M., 2009, L’argan: l’huile qui cache la forêt domestique de la valorisation du produit à la naturalisation de l’écosystème [The Argan: The oil that hides the domestic forest from the valorization of the product to the naturalization of the ecosystem]. Autrepart 2, 51–73. doi: 10.3917/autr.050.0051
   Google Scholar
• Raimondo, F. and Spadaro, V., 2005, Acclimatazione di Argania spinosa (Sapotaceae) nell’Orto botanico di Palermo [Acclimatization of Argania spinosa (Sapotaceae) in the botanic garden of Palermo]. Quaderni di Botanica Ambientale e Applicata 16, 83–86.
   Google Scholar
• Alouani, M. and Bani-Aameur, F., 2017, Effect of cold stress on nursery Argan Argania spinosa (L.) Skeels Seedlings production. Journal of Environmental Science, Toxicology and Food Technology 11(4), 61–66. doi: 10.9790/2402-1104016166
   Google Scholar
• Sebaa, H. and Harche, M.K., 2014, Anatomical structure and ultrastructure of the endocarp cell walls of Argania spinosa (L.) Skeels (Sapotaceae). Micron 67, 100–106. doi: 10.1016/j.micron.2014.07.001
   PubMed Web of Science ®Google Scholar
• Kechairi, R., 2021, Argan tree hydrography water sources water compensation Tindouf, Algeria. Algerian Journal of Arid Environment 11(1), 90–97.
   Google Scholar
• Kechairi, R., 2018, Étude de l’arganeraie de Tindouf: État des lieux, contraintes et perspectives de son développement [Study of the Tindouf argan grove: Current situation, constraints and prospects for its development]. Doctorate thesis. Sciences of Nature and Life, Earth and The Universe Faculty. University Abou Bakr Bel Kaid of Tlemcen, Algeria.
   Google Scholar
• Kechairi, R. and Benmahioul, B., 2019, Behaviour of argan tree (Argania spinosa L. Skeels, Sapotaceae) plants in southwestern Algeria (Tindouf, Bechar and Adrar). The International Journal of Environmental Studies 76(5), 800–814. doi: 10.1080/00207233.2019.1602378
   Google Scholar
• Pearson, R.G. and Dawson, T.P., 2003, Predicting the impacts of climate change on the distribution of species: Are bioclimate envelope models useful? Global Ecology and Biogeography 12(5), 361–371. doi: 10.1046/j.1466-822X.2003.00042.x
   Web of Science ®Google Scholar
• Thuiller, W., Albert, C., Araújo, M.B., Berry, P.M., Cabeza, M., Guisan, A., Hickler, T., Midgley, G.F., Paterson, J., Schurr, F.M., Sykes, M.T. and Zimmermann, N.E., 2008, Predicting global change impacts on plant species’ distributions: Future challenges. Perspectives in Plant Ecology, Evolution and Systematics 9(3–4), 137–152. doi: 10.1016/j.ppees.2007.09.004
   Web of Science ®Google Scholar
• Baldwin, R.A., 2009, Use of maximum entropy modeling in wildlife research. Entropy 11(4), 854–866. doi: 10.3390/e11040854
   Web of Science ®Google Scholar
• Elith, J., Phillips, S.J., Hastie, T., Dudík, M., Chee, Y.E. and Yates, C.J., 2011, A statistical explanation of MaxEnt for ecologists. Diversity and Distributions 17(1), 43–57. doi: 10.1111/j.1472-4642.2010.00725.x
   Web of Science ®Google Scholar
• Beck, H.E., Zimmermann, N.E., McVicar, T.R., Vergopolan, N., Berg, A. and Wood, E.F., 2018, Present and future Köppen-Geiger climate classification maps at 1-km resolution. Scientific Data 5(1), 1–12. doi: 10.1038/sdata.2018.214
   PubMed Web of Science ®Google Scholar
• Mahmoud, M., 2012, The climate in Algeria (Algeria: The National Office of Meteorology). https://wwwmeteodz/articles/Climat
   Google Scholar
• Calvet, C., 1979, Interprétation hydrique de la notion d’étage de végétation selon Emberger: application au Maroc [Meteoric water and Emberger’s vegetation levels in Morocco]. Bulletin de l’Association de Géographes Français 56(464), 331–339. doi: 10.3406/bagf.1979.5126
   Google Scholar
• Kumar, S. and Stohlgren, T.J., 2009, Maxent modeling for predicting suitable habitat for threatened and endangered tree canacomyrica monticola in new Caledonia. Journal of Ecology and NaturalEnvironment 1(4), 94–98.
   Google Scholar
• Elith, J.H., Graham, C.P., Anderson, R., Dudík, M., Ferrier, S., Guisan, A.J., Hijmans, R., Huettmann, F.R., Leathwick, J. and Lehmann, A., 2006, Novel methods improve prediction of species’ distributions from occurrence data. Ecography 29(2), 129–151. doi: 10.1111/j.2006.0906-7590.04596.x
   Web of Science ®Google Scholar
• Steven, J. and Philips, M.D., 2023, Robert E. Schapire. Maxent software for modeling species niches and distribution (3.4.1). In, (3.4.1) edn. [Internet] available online at: https://biodiversityinformatics.amnh.org/open_source/maxent/; (accessed 2023).
   Google Scholar
• Phillips, S.J. and Dudík, M., 2008, Modeling of species distributions with maxent: New extensions and a comprehensive evaluation. Ecography 31(2), 161–175. doi: 10.1111/j.0906-7590.2008.5203.x
   Web of Science ®Google Scholar
• Wisz, M.S., Hijmans, R., Li, J., Peterson, A.T., Graham, C. and Guisan, A., 2008, Group NPSDW: Effects of sample size on the performance of species distribution models. Diversity and Distributions 14(5), 763–773. doi: 10.1111/j.1472-4642.2008.00482.x
   Web of Science ®Google Scholar
• Pearson, R.G., Raxworthy, C.J. and Nakamura, M., 2007, Townsend Peterson A: Predicting species distributions from small numbers of occurrence records: A test case using cryptic geckos in Madagascar. Journal of Biogeography 34(1), 102–117. doi: 10.1111/j.1365-2699.2006.01594.x
   Web of Science ®Google Scholar
• Hernandez, P.A., Graham, C.H., Master, L.L. and Albert, D.L., 2006, The effect of sample size and species characteristics on performance of different species distribution modeling methods. Ecography 29(5), 773–785. doi: 10.1111/j.0906-7590.2006.04700.x
   Web of Science ®Google Scholar
• Fick, S.E. and Hijmans, R.J., 2017, WorldClim 2: New 1-km spatial resolution climate surfaces for global land areas. International Journal of Climatology 37(12), 4302–315. doi: 10.1002/joc.5086
   Web of Science ®Google Scholar
• Hanley, J.A. and McNeil, B.J., 1982, The meaning and use of the area under a receiver operating characteristic (ROC) curve. Radiology 143(1), 29–36. doi: 10.1148/radiology.143.1.7063747
   PubMed Web of Science ®Google Scholar
• Hoffman, J.D., Narumalani, S., Mishra, D.R., Merani, P. and Wilson, R.G., 2008, Predicting potential occurrence and spread of invasive plant species along the North Platte river, Nebraska. Invasive Plant Science & Management 1(4), 359–367. doi: 10.1614/IPSM-07-048.1
   Web of Science ®Google Scholar
• Yan, H., Feng, L., Zhao, Y., Feng, L., Wu, D. and Zhu, C., 2020, Prediction of the spatial distribution of Alternanthera philoxeroides in China based on ArcGIS and MaxEnt. Global Ecology and Conservation 21, e00856. doi: 10.1016/j.gecco.2019.e00856
   Web of Science ®Google Scholar
• Ould Safi, M., Kechairi, R., Khersi, M., Boudffeur, S., Ayada, S.A.B., Bahidi, A., Nani, A. and Ameur Ameur, A., 2023, Argan tree cultivation in Algerian desert Sahara (case of Adrar Province). The International Journal of Environmental Studies 80(6), 1863–1874. doi: 10.1080/00207233.2023.2222604
   Google Scholar
• Phillips, S., 2017, A brief tutorial on maxent (USA: American Museum of Natural History). https://biodiversityinformatics.amnh.org/open_source/maxent/Maxent_tutorial_2021.pdf.
   Google Scholar
• Labarca-Rojas, Y., Hernández-Bermejo, J.E., Quero, J.L. and Herrera-Molina, F., 2022, Bioclimatic habitat limitations for argan trees argania spinosa (L.) Skeels in Northern Africa and Spain. Regional Environmental Change 22(1), 14. doi: 10.1007/s10113-021-01869-w
   Web of Science ®Google Scholar
• Labarca-Rojas, Y., Hernández-Bermejo, J.E., Herrera-Molina, F., Hernández-Clemente, M. and Quero, J.L., 2023, Assessing Argan tree Argania spinosa (L.) Skeels ex-situ collections as a complementary tool to in-situ conservation and crop introduction in the Mediterranean basin. Trees 37(2), 567–581. doi: 10.1007/s00468-022-02367-0
   Web of Science ®Google Scholar
• Gargano, M., De Mastro, G., D’Amico, F.S., Di Gristina, E. and Barone, G., 2021, Acclimatization, distribution and potential economic use of Argania spinosa (Sapotaceae) in southern Italy. Flora Mediterranea 31, 173–181.
   Google Scholar
• Benaouf, Z., Miloudi, A., Souidi, Z. and Arabi, Z., 2015, Reproductivity and phenology of argan argania spinosa (L.) Skeels a rare tree endemic to the west of Algeria. Pakistan Journal of Botany 47(6), 2181–2188.
   Web of Science ®Google Scholar
• Beladjemi, S. and Kechairi, R., 2018, Varietal Variability of argan tree foliage Argania spinosa (L.) Skeels in various bioclimatic stages in Algeria. Genetics Biodiversity Journal 2(1), 1–8. doi: 10.46325/gabj.v2i1.34
   Google Scholar
• Louati, M., Khouja, A., Ben Abdelkrim, A., Salhi Hannachi, A. and Baraket, G., 2019, Adaptation of Argania spinosa L. in Northern Tunisia: Soil analysis and morphological traits variability. Scientia Horticulturae 225, 220–230. doi: 10.1016/j.scienta.2019.05.035
   Google Scholar
• Louati, M., Ucarli, C., Arikan, B., Ghada, B., Salhi Hannachi, A. and Turgut-Kara, N., 2019, Genetic, morphological, and biochemical diversity of argan tree Argania spinosa L. (Sapotaceae) in Tunisia. Plants 8(9), 319. doi: 10.3390/plants8090319
   Google Scholar
• Bouchareb, I., 2022, Contribution to the phytoecological study of Periploca laevigata (Aiton) in the coast of the wilaya of Tlemcen. Master’s thesis. Sciences of Nature and Life, Earth and The Universe Faculty. University Abou Bakr Bel Kaid of Tlemcen, Algeria.
   Google Scholar
• Kechairi, R. and Benmahioul, B., 2020, Cartographic evidence of the recent spread of the argan tree in northern Morocco. Algerian Journal of Arid Environment 10(2), 70–77.
   Google Scholar
• Moumeni, A., 2018, Study of traditional irrigation techniques in the region of Timimoun (Gourara). Doctoral thesis. Ibn Khaldoun-Tiaret University. Algeria.
   Google Scholar
• Berkane, A., 2019, The effect of the orientation of a bath on the natural ventilation effect in the areas of closed and closed climates (Bechar, Adrar, Tamanrasset). Master’s thesis. Mohamed Khider-Biskra University. Algeria.
   Google Scholar
• Bencherif, S., 2011, L’élevage pastoral et la céréaliculture dans la steppe algérienne. Évolution et possibilités de développement. Agriculture, économie et politique The pastoral level and céréaliculture in the Algerian steppe. Evolution and development possibilities. Agriculture, economics and politics. AgroParistech. https://pastel.hal.science/pastel-00586977v1
   Google Scholar
• Meradi, S., Benguigua, Z., Chekkal, F., Aouachria, M., Ziad, M.S. and Halis, Y., 2016, Sheep farming in oasis zones; case of the province of Biskra (Algeria). Algerian Journal of Arid Regions 13(1), 90–96.
   Google Scholar
• Kechairi, R., Ould Safi, M. and Benmahioul, B., 2018, Comparative study of two plantations of Argania spinosa (L.) Skeels (Sapotaceae) in the Algerian Western Sahara (Tindouf and adrar). The International Journal of Environmental Studies 75(2), 294–308. doi: 10.1080/00207233.2017.1360601
   Google Scholar
• Kechairi, R. and Redjem-Khodja, A., 2021, Argan oil from Tindouf, perspective on traceability and challenges. In: 2nd National Ethnobotanical and Valorisation of Natural Substances; Algeria, 6–7 June 2021. pp. 87–89.
   Google Scholar
• Bezzalla, A., Boudjabi, S. and Chenchouni, H., 2018, Seedlings of Argan (Argania spinosa) from different geographical provenances reveal variable morphological growth responses to progressive drought stress under nursery conditions. Agroforestry Systems 92(5), 1201–1211. doi: 10.1007/s10457-016-0057-2
   Web of Science ®Google Scholar
• Ferradous, A., Lamhamedi, M.S., Ouhammou, A. and Alifriqui, M., 2017, Operational implementation of the Tetrazolium viability test in argan (Argania spinosa) seeds stored for several years. Canadian Journal of Forest Research 47(9), 1286–1292. doi: 10.1139/cjfr-2017-0048
   Google Scholar