Vulnerability and climate risk analysis of the mangrove socio-ecosystem in Colombia
DOI:
https://doi.org/10.25268/bimc.invemar.2024.53.2.1308Keywords:
Climate change, Colombian Pacific, Colombian Caribbean, Threats, AdaptationAbstract
The mangroves are exposed to threats such as sea level rise, coastal erosion, increase in the frequency and intensity of extreme events, in addition to socioeconomic pressures. This study aimed to carry out a vulnerability and risk climate analysis for the Colombian mangrove socioecosystem. 22 threat indicators, eight of sensitivity and 18 of adaptive capacity were used, and through multivariate numerical analysis, the vulnerability and climate risk indices for Colombian Pacific and Caribbean mangroves were generated. The mangroves that presented the highest risk in the Caribbean were located in the Manaure, Tubará and, Puerto Escondido municipalities, while in the Pacific these high-risk areas were located on the southern coast in the Olaya Herrera, Francisco Pizarro, and La Tola municipalities, and in
the northern coast in the Bahía Solano municipality. The threat indicators that captured the greatest variability in the analysis were: sea level rise, change in the coastline, change in water supply, change in mangrove coverage due to change in the coastline, change in temperature and
precipitation due to El Niño and La Niña, and human footprint. These results are input for climate management of mangroves in Colombia and will contribute to the National Mangrove Program. Likewise, it can contribute to the National Mangrove Restoration Plan, the Nationally
Determined Contribution of Colombia (NDC), the Long-Term Climate Strategy of Colombia E 2050, and the Territorial Plans for Climate Change Adaptation of the states and municipalities.
References
Åhlén, I., G. Vigouroux, G. Destouni, J. Pietroń, N. Ghajarnia, J. Anaya, J. Blanco, S. Borja, S. Chalov, K. P. Chun, N. Clerici, A. Desormeaux, P. Girard, O. Gorelits, A. Hansen, F. Jaramillo, Z. Kalantari, A. Labbaci, L. Licero-Villanueva, J. Livsey, G. Maneas, K.L. McCurley Pisarello, D. Moshir Pahani, S. PalominoÁngel, R. Price, C. Ricaurte-Villota, L. Fernanda Ricaurte, V. H. Rivera-Monroy, A. Rodríguez, E. Rodríguez, J. Salgado, B. Sannel, S. Seifollahi-Aghmiuni, M. Simard, Y. Sjöberg, P. Terskii, J. Thorslund, D.A. Zamora and J. Jarsjö. 2021. Hydro-climatic changes of wetlandscapes across the world. Sci. Rep., 11, 2754. https://doi.org/10.1038/s41598-021-81137-3
Alongi, D. 2015. The impact of climate change on mangrove forests. Curr. Clim. Change Rep., 1: 30–39. https://doi.org/10.1007/s40641-015-0002-x
Andrews, T.J., B.F. Clough and G.J. Muller. 1984. Photosynthetic gas exchange and carbon isotope ratios of some mangroves in North Queensland. In: Teas, H.J. (Ed). Physiology and management of mangroves. Tasks for vegetation science, vol. 9. Springer, Dordrecht. https://doi.org/10.1007/978-94-009-6572-0_2
Arias, P., G. Ortega, L.D. Villegas and A. Martínez. 2021. Colombian climatology in CMIP5/CMIP6 models: Persistent biases and improvements. Rev. Fac. Ing. Univ. Antioquia, 100: 75-96. https://www.redalyc.org/articulo.oa?id=43068102007
Armentano, T.V., R.F. Doren, W.J. Platt and T. Mullins. 1995. Effects of hurricane Andrew on coastal and interior forests of southern Florida: Overview and synthesis. J. Coast. Res., Spec. Iss., 21: 111-114. http://www.jstor.org/stable/25736004
Ball, M.C., M.J. Cochrane and H.M. Rawson. 1997. Growth and water use of the mangroves Rhizophora apiculata and R. stylosa in response to salinity and humidity under ambient and elevated concentrations of atmospheric CO2. Plant Cell Environ., 20: 1158-1166. https://doi.org/10.1046/j.1365-3040.1997.d01-144.x
Blanco-Libreros, J.F. and K. Ramírez-Ruiz. 2021. Threatened mangroves in the Anthropocene: habitat fragmentation in urban coastalscapes of Pelliciera spp. (Tetrameristaceae) in northern South America. Front. Mar. Sci. 8:670354. https://doi.org/10.3389/fmars.2021.670354
Botero, L. and H. Salzwedel. 1999. Rehabilitation of the Cienaga Grande de Santa Marta, a mangrove-estuarine system in the Caribbean coast of Colombia. Ocean Coast. Manag., 42(2–4): 243-256. https://doi.org/10.1016/S0964-5691(98)00056-8
Bunting, P., A. Rosenqvist, L. Hilarides, R.M. Lucas, N. Thomas, T. Tadono, T. A. Worthington, M. Spalding, N.J. Murray and L. M. Rebelo. 2022. Global mangrove extent change 1996–2020: Global Mangrove Watch Version 3.0. Remote Sens., 14: 3657. https://doi.org/10.3390/rs14153657
Carpenter, S.R., B.H. Walker, J.M. Anderies and N. Abel. 2001. From metaphor to measurement: resilience of what to what? Ecosystems, 4: 765-781. https://doi. org/10.1007/s10021-001-0045-9
Castellanos, G., E. Casella, H. Tavera, L.A. Zapata and M. Simard. 2021. Structural characteristics of the tallest mangrove forests of the American continent: A comparison of ground-based, drone and radar measurements. Front. For. Glob. Change, 4: 732468. https://doi.org/10.3389/ffgc.2021.732468
Church, J., J. Hunter, K. McInnes and N. White. 2004. Sea level rise and the frequency of extreme events around the Australian coastline. In Coast to Coast ‘04 – Conf. Proc., Australia’s Nat. Coast. Conf., Hobart, 19-23 April 2004. 8 p.
Correa, C.A., A. Etter, J. Díaz-Timte, S. Rodríguez, W. Ramírez and G. Corzo. 2020. Spatiotemporal evaluation of the human footprint in Colombia: Four decades of anthropic impact in highly biodiverse ecosystems. Ecol. Indic., 117: 106630. https://doi.org/10.1016/j.ecolind.2020.106630
Dahdouh-Guebas, F., J. Hugé, G:M.O. Abuchahla, S. Cannicci, L.P. Jayatissa, J.G.. Kairo, S.K. Arachchilage, N. Koedam, T.W.G.F. Mafaziya, N. Mukherjee, M. Poti, N. Prabakaran, H.A. Ratsimbazafy, B. Satyanarayana, M. Thavanayagam, K.V Velde and D. Wodehouse, 2021. Reconciling nature, people and policy in the mangrove social-ecological system through the adaptive cycle heuristic. Estuar. Coast. Shelf Sci., 248: 106942. https://doi.org/10.1016/j.ecss.2020.106942
Duke, N.C., J.M. Kovacs, A.D. Griffiths, L. Preece, D.J.E Hill, P. Oosterzee, J. Mackenzie, H.S Morning and D. Burrows. 2017. Largescale dieback of mangroves in Australia’s Gulf of Carpentaria: A severe ecosystem response, coincidental with an unusually extreme weather event. Mar. Freshw. Res., 678: 1816–1829. https://doi.org/10.1071/mf16322
Ellison, J. 2010. Vulnerability of Fiji’s mangroves and associated coral reefs to climate change. A Review. Suva, Fiji, WWF South Pacific Office, 50 p. https://awsassets.panda.org/downloads/review_of_fiji_s_mangroves_web_version.pdf
Ellison, J.C. and D.R. Stoddart. 1991. Mangrove ecosystem collapse during predicted sea-level rise: Holocene analogues and implications. J. Coast. Res., 7: 151-165. https://journals.flvc.org/jcr/article/view/78431
Emery, W. J. and R.E. Thompson. 2014. Data analysis methods in physical oceanography. 3rd Edition. Amsterdam: Elsevier.
Enfield, D.B. 2001. Evolution and historical perspective of the 1997–1998 El Niño–Southern Oscillation Event. Bull. Mar. Sci., 69(1): 7-25. https://www.ingentaconnect.com/contentone/umrsmas/bullmar/2001/00000069/00000001/art00003#
Fick, S.E. and R.J. Hijmans. 2017. WorldClim 2: new 1km spatial resolution climate surfaces for global land areas. Internat. J. Climat., 37(12): 4302-4315. https://doi.org/10.1002/joc.5086
Field, C.D. 1995. Impacts of expected climate change on mangroves. Hydrobiologia, 295(1-3): 75-81. https://doi.org/10.1007/BF00029113
Fiedler, P. and L. Talley. 2006. Hydrography of the eastern tropical Pacific: A review. Prog. Ocean., 69: 143-180. https://doi.org/10.1016/j.pocean.2006.03.008
Garcés-Ordóñez, O. y M. Bayona. 2019. Impactos de la contaminación por basura marina en el ecosistema de manglar de la Ciénaga Grande de Santa Marta Caribe colombiano. Rev. Mar. Cost., 11(2): 145–165. https://doi.org/10.15359/revmar.11-2.8
Garcés-Ordóñez, O., J.F. Saldarriaga-Vélez and L.F. Espinosa-Díaz. 2021. Marine litter pollution in mangrove forests from Providencia and Santa Catalina islands, after Hurricane IOTA path in the Colombian Caribbean. Mar. Poll. Bull., 168: 112471. https://doi.org/10.1016/j.marpolbul.2021.112471
Garcés-Ordoñez, O., M. Ríos Mármol, L.J. Vivas-Aguas, L.F. Espinosa-Díaz, D. Romero-D’Achiardi and M. Canals. 2023. Degradation factors and their environmental impacts on the mangrove ecosystem of the Mallorquin Lagoon, Colombian Caribbean. Wetlands, 43: 85. https://doi.org/10.1007/s13157-023-01731-1
Gilman, E., H. Van Lavieren, J. Ellison, V. Jungblut, E.Adler, L. Wilson, F. Areki, G. Brighouse, J. Bungitak, E. Dus, M. Henry, M. Kilman, E. Matthews, I. Sauni Jr., N. Teariki-Ruatu, S. Tukia and K. Yuknavage. 2006. Pacific island mangroves in a changing climate and rising sea. Unep Regional Seas Reports and Studies No. 179. Nairobi, Kenya. https://wedocs.Unep.org/bitstream/handle/20.500.11822/11812/rsrs179.pdf?sequence=1&isAllowed=y
Giri, C. and J. Long. 2016. Is the geographic range of mangrove forests in the conterminous United States really expanding? Sensors, 16(12): 2010. https://doi.org/10.3390/s16122010
Giri, C., E. Ochieng, L.L. Tieszen, Z. Shu, A. Singh, T. Loveland, J. Masek and N. Duke. 2011. Status and distribution of mangrove forests of the world using earth observation satellite data. Global Ecol. Biogeogr., 20: 154-159. https://doi.org/10.1111/j.1466-8238.2010.00584.x
González J.L. and I.D. Correa. 2001. Late Holocene evidence of coseismic subsidence on the San Juan Delta, Pacific coast of Colombia. J. Coast. Res., 17(2): 459-467. http://www.jstor.org/stable/4300196
Hickey, S.M., B. Radford, J.N. Callow, S.R. Phinn, C.M Duarte and C.E. Lovelock. 2021. ENSO feedback drives variations in dieback at a marginal mangrove site. Sci. Rep., 11: 8130. https://doi.org/10.1038/s41598-021-87341-5
Ideam. 2019. Estudio nacional del agua 2018. Bogotá. 452 p.
Ideam, PNUD, MADS, DNP, Cancillería. 2017. Tercera comunicación nacional de Colombia a la Convención Marco De Las Naciones Unidas Sobre Cambio Climático (CMNUCC). Bogotá.
Invemar. 2000. Monitoreo de las condiciones ambientales y los cambios estructurales y funcionales de las comunidades vegetales y de recursos pesqueros durante la rehabilitación de la Ciénaga Grande de Santa Marta: Un enfoque de manejo adaptativo. Inf. Técn. Final 2001. Min. Medio Amb.–Banco Interam. Des.– Invemar, Santa Marta.
Invemar. 2013. Informe del estado de los ambientes y recursos marinos y costeros en Colombia: Año 2012. Ser. Publ. Per., 8.
Invemar. 2017. Elaboración del análisis de vulnerabilidad marino costera e insular ante el cambio climático para el país. Inf. Técn. Final – 001. 256 p. https://alfresco.invemar.org.co/share/s/JtVO02-EQ4KQUxh4_4S81w
Invemar. 2018. Monitoreo de las condiciones ambientales y los cambios estructurales y funcionales de las comunidades vegetales y de los recursos pesqueros durante la rehabilitación de la Ciénaga Grande de Santa Marta. Inf. Técn. Final 2018, Vol. 17. Santa Marta. 178 p.
Invemar. 2021. Informe del estado de los ambientes y recursos marinos y costeros en Colombia, 2020. Ser. Publ. Per., 3. https://www.invemar.org.co/documents/10182/0/Informe+del+estado+de+los+ambientes+marinos+y+costeros+2020/2bc6da3c-71ae-4271-a9a9-38130e8c7951
IPCC. 2014. Climate Change 2014: Synthesis Report. Contr. Working Groups I, II and III, Fifth Assess. Rep. Intergov. Panel Clim. Change. Pachauri, R.K. and L.A. Meyer (Eds)] IPCC, Geneva. 151 p. https://www.ipcc.ch/report/ar5/syr
IPCC. 2022. Climate change 2022: Impacts, adaptation and vulnerability. Contr. Working Group II, Sixth Assess. Rep. Intergov. Panel Clim. Change. Pörtner, H.-O., D.C. Roberts, M. Tignor, E.S. Poloczanska, K. Mintenbeck, A. Alegría, M. Craig, S. Langsdorf, S. Löschke, V. Möller, A. Okem, B. Rama (Eds). Cambridge Univ.. Cambridge, UK. 3056 p. https://doi.org/10.1017/9781009325844
Jaramillo, F., L. Licero, I, Ahlen, S. Manzoni, J.A. Rodríguez-Rodríguez, A, Guittard, A. Hylin, J. Bolaños, J. Jawitz, S. Wdowinski, O. Martínez and L.F. Espinosa. 2018. Effects of hydroclimatic change and rehabilitation activities on salinity and mangroves in the Ciénaga Grande de Santa Marta, Colombia. Wetlands, 38: 55–767. https://doi.org/10.1007/s13157-018-1024-7
Kjerfve, B., U. Seeliger and L.D. De Lacerda. 2001. A summary of natural and human-induced variables in coastal marine ecosystems of Latin America. In: Seeliger, U. and B. Kjerfve (Eds). Coastal marine ecosystems of Latin America. Ecol. Stud., 144. Springer, Berlin, https://doi.org/10.1007/978-3-662-04482-7_24
Larkin, N.K. and D.E. Harrison. 2005. Global seasonal temperature and precipitation anomalies during El Niño autumn and winter. Geophys. Res. Lett., 32: L13705. https://doi.org/10.1029/2005GL022860
Leal, M. and M. Spalding (Eds). 2022. The state of the world’s mangroves 2022. Global Mangrove Alliance.
Legendre, P. and L. Legendre. 1998. Numerical ecology. Second Edition. Elsevier, Amsterdam.
Li, S., P. Chen, J. Huang, M. Hsueh, L. Hsieh, C. Lee and H. Lin. 2018. Factors regulating carbon sinks in mangrove ecosystems. Glob. Chang. Biol., 24: 4195–4210. https://doi.org/10.1111/gcb.14322
Lovelock, C. and R. Reef. 2020. Variable impacts of climate change on blue carbon. One Earth, 3: 195-211. https://doi.org/10.1016/j.oneear.2020.07.010
Lovelock, C., K. Krauss, M. Osland, R. Reef and M. Ball. 2016. The physiology of mangrove trees with changing climate. In: Goldstein, G. and L. Santiago (Eds). Tropical tree physiology. Vol. 6. Springer, Cham. https://doi.org/10.1007/978-3-319-27422-5_7
Macreadie, P.I., M.D.P Costa, T.B Atwood, D.A. Friess, J.J. Kelleway, H. Kennedy, C.E. Lovelock, O. Serrano and C.M. Duarte. 2021. Blue carbon as a natural climate solution. Nat. Rev. Earth Environ., 2: 826–839. https://doi.org/10.1038/s43017-021-00224-1
McKee, K. and W.C. Vervaeke. 2018. Will fluctuations in salt marsh–mangrove dominance alter vulnerability of a subtropical wetland to sea-level rise?. Glob.Change Biol., 24: 1224–1238. https://doi.org/10.1111/gcb.13945
McKee, K.L., K.W Krauss and D.R. Cahoon. 2021. Does geomorphology determine vulnerability of mangrove coasts to sea-level rise? In: Sidik, F. and D.A. Fries (Eds). Dynamic sedimentary environments of mangrove coasts. Elsevier. https://doi.org/10.1016/B978-0-12-816437-2.00005-7
McLeod, E. and R. Salm. 2006. Managing mangroves for resilience to climate change. IUCN, Gland, Switzerland. 64 p. https://portals.iucn.org/library/sites/library/files/documents/2006-041.pdf
Morton, R.A., J.L. González, G.I. López and I.D. Correa. 2000. Frequent non-storm washover of barrier islands, Pacific coast of Colombia. J. Coast. Res., 16(1): 82-87. http://www.jstor.org/stable/4300013
Murillo-Sandoval, P., L. Fatoyinbo and M. Simard. 2022. Mangroves cover change trajectories 1984-2020: The gradual decrease of mangroves in Colombia. Front. Mar. Sci., 9:892946. https://doi.org/10.3389/fmars.2022.892946
Ning, Z.H., R.E. Turner, T. Doyle and K.K. Abdollahi. 2003. Integrated assessment of the climate change impacts on the Gulf Coast region. Gulf Coast Climate Change Assess. Counc. (GCRCC) and Louis. State Univ. Graphic Serv. 236 p. https://www.cakex.org/documents/integrated-assessment-climate-changeimpacts-gulf-coast-region
Olson, D.M. and E. Dinerstein. 2002. The global 200: priority ecoregions for global conservation. Ann. Missouri Bot. Gard., 89: 199–224. https://doi.org/10.2307/3298564
Parques Nacionales Naturales. 2018. Actualización plan de manejo Parque Nacional Natural Sanquianga 2018-2023. Parques Nacionales Naturales de Colombia. https://www.parquesnacionales.gov.co/wp-content/uploads/2020/10/plan-de-manejo-pnn-sanquianga.pdf
Pelckmans, I., J.P. Belliard, O. Gourgue, L.E. Domínguez-Granda and S. Temmerman. 2024. Mangroves as nature-based mitigation for ENSO-driven compound flood risks in a river delta. Hydrol. Earth Syst. Sci., 28: 1463–1476. https://doi.org/10.5194/hess-28-1463-2024
Perea-Ardila, M. y P. Murillo-Sandoval. 2022. La ganancia de manglar y sus implicaciones en el reservorio de carbono del Parque Nacional Natural Sanquianga en Colombia. Ecosistemas, 31(3): 2386. https://doi.org/10.7818/ECOS.2386
Poveda, G. and O.J. Mesa. 2000. On the existence of Lloró (the rainiest locality on Earth): enhanced ocean-atmosphere-land interaction by a low-level jet. Geophy. Res. Let., 27: 1675–1678. https://doi.org/10.1029/1999GL006091
Poveda, G., P. Waylen and R. Pulwarty. 2006. Annual and inter-annual variability of the present climate in northern South America and southern Mesoamerica. Palaeogeogr. Palaeoclimatol. Pal., 234: 3-27. https://doi.org/10.1016/j.palaeo.2005.10.031
Poveda, G., J. Vélez, O.J. Mesa, A. Cuartas, J. Barco, R. Mantilla, J.F. Mejía, C. Hoyos, J. Ramírez, L. Ceballos, M. Zuluaga, P. Arias, B. Botero, M. Montoya, J.D. Giraldo and D. Quevedo. 2007. Linking long-term water balances and statistical scaling to estimate river flows along the drainage network of Colombia. J. Hyd. Eng. 12:4-13. https://doi.org/10.1061/(ASCE)1084-0699(2007)12:1(4)
Restrepo, J.D. and A. Kettner. 2012. Human induced discharge diversion in a tropical delta and its environmental implications: The Patía River, Colombia. J. Hydrol., 424-425: 124-142. https://doi.org/10.1016/j.jhydrol.2011.12.037
Restrepo, J.D. and B. Kjerfve. 2000. Water discharge and sediment load from the western slopes of the Colombian Andes with focus on Rio San Juan. J. Geol., 108(1): 17-33. https://doi.org/10.1086/314390
Restrepo, J:D., B. Kjerfve, I.D. Correa and J. González. 2002. Morphodynamics of a high discharge tropical delta, San Juan River, Pacific coast of Colombia. Mar. Geol., 192(4): 355-381. https://doi.org/10.1016/S0025-3227(02)00579-0
Rodríguez-Rodríguez, J.A., P.C. Sierra-Correa, M.C. Gómez-Cubillos and L.V. Villanueva. 2018. Mangroves of Colombia. In: Finlayson, C., G. Milton, R. Prentice and N. Davidson (Eds). The wetland book. Springer, Dordrecht. https://doi.org/10.1007/978-94-007-4001-3_280
Sandilyan, S. and K. Kathiresan. 2012. Mangrove conservation: A global perspective. Biodivers. Conserv., 21: 3523–3542. https://doi.org/10.1007/s10531-012-0388-x.
Simard, M., T. Fatoyinbo, C. Smetanka, V.H. Rivera-Monroy, E. Castaneda, N. Thomas and T. Van der stocken. 2019. Global mangrove distribution, aboveground biomass, and canopy height. ORNL DAAC, Oak Ridge, USA. https://doi.org/10.3334/ORNLDAAC/1665
Simard, M., T. Fatoyinbo, N. Thomas, A. Stovall, A. Parra, M.W. Denbina and I. Hajnsek. 2023. A global map of mangrove canopy height with a spatial resolution of 12-meters. ORNL DAAC, Oak Ridge, USA. https://doi.org/10.3334/ORNLDAAC/2251
Snedaker, S.C. 1995. Mangroves and climate change in the Florida and Caribbean region: scenarios and hypotheses. Hydrobiologia, 295: 43-49. https://doi.org/10.1007/BF00029109
Spalding, M. D., H.E. Fox, G.R. Allen, N. Davidson, Z.A. Ferdaña, M. Finlayson, B.S. Halpern, M.A. Jorge, A. Lombana, S.A. Lourie, K.D. Martin, E. McManus, J. Molnar, C.A. Recchia and J. Robertson. 2007. Marine ecoregions of the world: a bioregionalization of coastal and shelf areas. Bioscience, 57: 573-583. https://doi.org/10.1641/B570707
Spalding, M., A. McIvor, F.H. Tonneijck, S. Tol and P. van Eijk. 2014. Mangroves for coastal defence. Guidelines for coastal managers & policy makers. Wetlands International, The Nature Conservancy. 42 p. https://www.nature.org/media/oceansandcoasts/mangroves-for-coastal-defence.pdf
Trenberth, K. 2005. Uncertainty in hurricanes and global warming. Science, 308: 1753-1754. https://www.science.org/doi/10.1126/science.1112551
Unep-Nairobi Convention/Usaid/Wiomsa. 2020. Guidelines on mangrove ecosystem restoration for the Western Indian Ocean Region. Unep, Nairobi, 71 p. https://www.nairobiconvention.org/CHM%20Documents/WIOSAP/guidelines/GuidelinesonMangroveRestorationForTheWIO.pdf
UNESCO. 1992. Coastal systems studies and sustainable development. Report COMAR Inter. Scient. Conf. UNESCO, Paris, 21-25 May 1991. 276 p. https://unesdoc.unesco.org/ark:/48223/pf0000112571
Ward, R., D. Friess, R. Day and R. Mackenzie. 2016. Impacts of climate change on mangrove ecosystems: a region by region overview. Ecosyst. Health Sustain., 2(4): e01211. https://doi.org/10.1002/ehs2.1211
West, R.C. 1956. Mangrove swamps of the Pacific coast of Colombia. Ann. Assoc. Am. Geogr., 46: 98-121. https://doi.org/10.1111/j.1467-8306.1956.tb01498.x Worthington, T.A., D.A. Andradi-brown, R. Bhargava, C. Buelow, P. Bunting, C. Duncan, L. Fatoyinbo, D.A. Fries, L. Goldberg, L. Hilarides, D. Lagomasino,
E. Landis, K. Longley-Wood, C. E. Lovelock, N. J. Murray, S. Narayan, A. Rosenqvist, M. Sievers, M. Simard, N. Thomas, P. Van Eijk, C. Zganjar and M. Spalding. 2020. Harnessing big data to support the conservation and rehabilitation of mangrove forests globally. One Earth, 2(5): 429-443. https://doi. org/10.1016/j.oneear.2020.04.018
Downloads
Published
How to Cite
Issue
Section
License
Copyright (c) 2024 Julio César Herrera Carmona
This work is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License.