Abstract
In southern Iran, Sirik Estuary hosts the only two-species (Rhizophora mucronata and Avicennia marina) mangrove forest in the northwesternmost edge of the Indian Ocean mangrove distribution. Aiming to protect its forest reserve and compensate for inevitable losses, this study utilized habitat suitability modeling (the Maxent model) to identify suitable afforestation zones for each species, independently. The model was calibrated using the location of successfully established mangrove saplings as presence points and an array of physical and sediment physio-chemical layers as predictive variables. The model yielded an acceptable training AUC value of 0.963 for A.marina and 0.982 for R.mucronata. Moreover, physical variables had the highest contribution to predicting suitable habitats with different levels of importance for each species. The majority of A.marina suitable habitats were distributed along the in-estuary creek banks, creating mangrove-lined waterways while the R.mucronata suitable habitats were mostly distributed at the base of the main water creeks in the seaward reaches of the estuary. According to the Mann–Whitney U test results, there was a statistically significant spatial niche segregation (z = − 12.14, p = 0.000, sig ≤ .05, 2-tailed) between the species’ suitable habitats. The results showed that white mangroves tend to create mangrove-line structures along the water creeks penetrating inside the estuary while red mangroves mostly prefer the seaward side of the existing mangrove patches which are in danger of sea level rise.
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The datasets generated and analyzed during the current study are available from the corresponding author on reasonable request.
References
Abdel-Basset, M., Mohamed, M., & Smarandache, F. (2018). An extension of neutrosophic AHP–SWOT analysis for strategic planning and decision-making. Symmetry, 10(4), 116.
Adame, M. F., Brown, C. J., Bejarano, M., Herrera-Silveira, J. A., Ezcurra, P., Kauffman, J. B., & Birdsey, R. (2018). The undervalued contribution of mangrove protection in Mexico to carbon emission targets. Conservation Letters, 11(4), e12445.
Ahmed, N., Thompson, S., & Glaser, M. (2018). Integrated mangrove-shrimp cultivation: Potential for blue carbon sequestration. Ambio, 47(4), 441–452.
Alshawafi, A., Analla, M., Aksissou, M., & Triplet, P. (2016). Physicochemical properties of water, soil, and morphological characteristics of mangrove forests in th e Island of Kamaran, Al Hodaidah, Yemen. Journal of Ecosystem & Ecography, 6, 211–217.
Barreto, M. B., Mónaco, S. L., Díaz, R., Barreto-Pittol, E., López, L., & Peralba, M. D. C. R. (2016). Soil organic carbon of mangrove forests (Rhizophora and Avicennia) of the Venezuelan Caribbean coast. Organic Geochemistry, 100, 51–61.
Benzeev, R., Hutchinson, N., & Friess, D. A. (2017). Quantifying fisheries ecosystem services of mangroves and tropical artificial urban shorelines. Hydrobiologia, 803(1), 225–237.
Bosire, J. O., Dahdouh-Guebas, F., Kairo, J. G., Wartel, S., Kazungu, J., & Koedam, N. (2006). Success rates of recruited tree species and their contribution to the structural development of reforested mangrove stands. Marine Ecology Progress Series, 325, 85–91.
Chakraborty, S., Sahoo, S., Majumdar, D., Saha, S., & Roy, S. (2019). Future mangrove suitability assessment of Andaman to strengthen sustainable development. Journal of Cleaner Production, 234, 597–614.
Charrua, A. B., Bandeira, S. O., Catarino, S., Cabral, P., & Romeiras, M. M. (2020). Assessment of the vulnerability of coastal mangrove ecosystems in Mozambique. Ocean & Coastal Management, 189, 105145.
Chow, J. (2018). Mangrove management for climate change adaptation and sustainable development in coastal zones. Journal of Sustainable Forestry, 37(2), 139–156.
Crase, B., Vesk, P. A., Liedloff, A., & Wintle, B. A. (2015). Modelling both dominance and species distribution provides a more complete picture of changes to mangrove ecosystems under climate change. Global Change Biology, 21(8), 3005–3020.
Das, G. K. (2017). Sediment texture. In Tidal sedimentation of the Sunderban’s Thakuran Basin (pp. 53–81). Springer.
de Oliveira Júnior, A. J., de Souza, S. R. L., Dal Pai, E., Rodrigues, B. T., & de Souza, V. C. (2019). Aurora: Mobile application for analysis of spatial variability of thermal comfort indexes of animals and people, using IDW interpolation. Computers and Electronics in Agriculture, 157, 98–101.
de Souza Queiroz, L., Rossi, S., Calvet-Mir, L., Ruiz-Mallén, I., García-Betorz, S., Salvà-Prat, J., & de Andrade Meireles, A. J. (2017). Neglected ecosystem services: Highlighting the socio-cultural perception of mangroves in decision-making processes. Ecosystem Services, 26, 137–145.
Duke, N. C., Meynecke, J.-O., Dittmann, S., Ellison, A. M., Anger, K., Berger, U., & Field, C. D. (2007). A world without mangroves? Science, 317(5834), 41–42.
El-Shahat, A. (2017). Electrical resistivity and conductivity. BoD–Books on Demand.
Faridah-Hanum, I., Latiff, A., Hakeem, K. R., & Ozturk, M. (2013). Mangrove ecosystems of Asia: Status, challenges and management strategies. Springer.
Feller, I. C., Friess, D. A., Krauss, K. W., & Lewis, R. R. (2017). The state of the world’s mangroves in the 21st century under climate change. Hydrobiologia, 803(1), 1–12.
Feller, I. C., Lovelock, C. E., Berger, U., McKee, K. L., Joye, S. B., & Ball, M. (2010). Biocomplexity in mangrove ecosystems. Annual Review of Marine Science, 2, 395–417.
Ferraz, M. A., Choueri, R. B., Castro, Í. B., da Silva, C. S., & Gallucci, F. (2020). Influence of sediment organic carbon on toxicity depends on organism’s trophic ecology. Environmental Pollution, 261, 114134.
Ghayoumi, R., Ebrahimi, E., Hosseini, T. F., & Keshtkar, M. (2019). Predicting the effects of climate change on the distribution of mangrove forests in Iran using the maximum entropy model. Journal of RS and GIS for Natural Resources, 10(2), 35.
Ghosh, A., Saha, S., Saraswati, P. K., Banerjee, S., & Burley, S. (2009). Intertidal foraminifera in the macro-tidal estuaries of the Gulf of Cambay: Implications for interpreting sea-level change in palaeo-estuaries. Marine and Petroleum Geology, 26(8), 1592–1599.
Gilman, E., Ellison, J., & Coleman, R. (2007). Assessment of mangrove response to projected relative sea-level rise and recent historical reconstruction of shoreline position. Environmental Monitoring and Assessment, 124(1–3), 105–130.
Goldberg, L., Lagomasino, D., Thomas, N., & Fatoyinbo, T. (2020). Global declines in human‐driven mangrove loss. Global Change Biology.
Jia, M., Wang, Z., Zhang, Y., Mao, D., & Wang, C. (2018). Monitoring loss and recovery of mangrove forests during 42 years: The achievements of mangrove conservation in China. International Journal of Applied Earth Observation and Geoinformation, 73, 535–545.
Kaboli, M., Aliabadian, M., Tohidifar, M., Hashemi, A., Musavi, S. B., & Roselaar, C. C. (2016). Atlas of birds of Iran. Jahad Daneshgahi, Karazmi Branch.
Kalev, S. D., & Toor, G. S. (2018). The composition of soils and sediments. In Green Chemistry (pp. 339–357). Elsevier.
Kitaya, Y., Jintana, V., Piriyayotha, S., Jaijing, D., Yabuki, K., Izutani, S., & Iwasaki, M. (2002). Early growth of seven mangrove species planted at different elevations in a Thai estuary. Trees, 16(2–3), 150–154.
Liu, Y., Zhou, K., & Xia, Q. (2018). A MaxEnt model for mineral prospectivity mapping. Natural Resources Research, 27(3), 299–313.
Malvarez, G. C., Cooper, J., & Jackson, D. (2001). Relationships between wave-induced currents and sediment grain size on a sandy tidal-flat. Journal of Sedimentary Research, 71(5), 705–712.
McKnight, P. E., & Najab, J. (2010). Mann‐Whitney U test. The Corsini Encyclopedia of Psychology, 1–1.
Mokhtari, M., Savari, A., Rezai, H., Kochanian, P., & Bitaab, A. (2008). Population ecology of fiddler crab, Uca lactea annulipes (Decapoda: Ocypodidae) in Sirik mangrove estuary, Iran. Estuarine, Coastal and Shelf Science, 76(2), 273–281.
Nandy, P., Das, S., Ghose, M., & Spooner-Hart, R. (2007). Effects of salinity on photosynthesis, leaf anatomy, ion accumulation and photosynthetic nitrogen use efficiency in five Indian mangroves. Wetlands Ecology and Management, 15(4), 347–357.
Nguyen, T. P., Luom, T. T., & Parnell, K. E. (2017). Mangrove allocation for coastal protection and livelihood improvement in Kien Giang province, Vietnam: Constraints and recommendations. Land Use Policy, 63, 401–407.
Phillips, S. J., & Dudík, M. (2008). Modeling of species distributions with Maxent: New extensions and a comprehensive evaluation. Ecography, 31(2), 161–175.
Remya, K., Ramachandran, A., & Jayakumar, S. (2015). Predicting the current and future suitable habitat distribution of Myristica dactyloides Gaertn. using MaxEnt model in the Eastern Ghats, India. Ecological Engineering, 82, 184–188.
Rodríguez-Medina, K., Yañez-Arenas, C., Peterson, A. T., Euán Ávila, J., & Herrera-Silveira, J. (2020). Evaluating the capacity of species distribution modeling to predict the geographic distribution of the mangrove community in Mexico. PLoS ONE, 15(8), e0237701.
Sarker, S. K. (2017). Spatial and temporal patterns of mangrove abundance, diversity and functions in the Sundarbans University of Glasgow].
Vovides, A. G., Vogt, J., Kollert, A., Berger, U., Grueters, U., Peters, R., & López-Portillo, J. (2014). Morphological plasticity in mangrove trees: Salinity-related changes in the allometry of Avicennia germinans. Trees, 28(5), 1413–1425.
Wang, G., Wang, C., Guo, Z., Dai, L., Wu, Y., Liu, H., & Zhao, Y. (2020). Integrating Maxent model and landscape ecology theory for studying spatiotemporal dynamics of habitat: Suggestions for conservation of endangered Red-crowned crane. Ecological Indicators, 116, 106472.
Ward, R. D., Friess, D. A., Day, R. H., & MacKenzie, R. A. (2016). Impacts of climate change on mangrove ecosystems: A region by region overview. Ecosystem Health and Sustainability, 2(4), e01211.
Water, F. L. (2005). The Beaufort Wind Scale.
Yan, Z., Sun, X., Xu, Y., Zhang, Q., & Li, X. (2017). Accumulation and tolerance of mangroves to heavy metals: A review. Current Pollution Reports, 3(4), 302–317.
Zahed, M. A., Rouhani, F., Mohajeri, S., Bateni, F., & Mohajeri, L. (2010). An overview of Iranian mangrove ecosystems, northern part of the Persian Gulf and Oman Sea. Acta Ecologica Sinica, 30(4), 240–244.
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This research was funded by Islamic Azad University, Isfahan (Khorasgan) Branch, Isfahan, Iran.
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Forouzannia, M., Chamani, A. Mangrove habitat suitability modeling: implications for multi-species plantation in an arid estuarine environment. Environ Monit Assess 194, 552 (2022). https://doi.org/10.1007/s10661-022-10194-6
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DOI: https://doi.org/10.1007/s10661-022-10194-6