{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,17]],"date-time":"2026-01-17T03:36:09Z","timestamp":1768620969896,"version":"3.49.0"},"reference-count":83,"publisher":"MDPI AG","issue":"24","license":[{"start":{"date-parts":[[2022,12,7]],"date-time":"2022-12-07T00:00:00Z","timestamp":1670371200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100003593","name":"National Council for Scientific and Technological Development","doi-asserted-by":"publisher","award":["403239\/2021-4"],"award-info":[{"award-number":["403239\/2021-4"]}],"id":[{"id":"10.13039\/501100003593","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100003593","name":"National Council for Scientific and Technological Development","doi-asserted-by":"publisher","award":["2020\/13715-1"],"award-info":[{"award-number":["2020\/13715-1"]}],"id":[{"id":"10.13039\/501100003593","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001807","name":"S\u00e3o Paulo Research Foundation","doi-asserted-by":"publisher","award":["403239\/2021-4"],"award-info":[{"award-number":["403239\/2021-4"]}],"id":[{"id":"10.13039\/501100001807","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001807","name":"S\u00e3o Paulo Research Foundation","doi-asserted-by":"publisher","award":["2020\/13715-1"],"award-info":[{"award-number":["2020\/13715-1"]}],"id":[{"id":"10.13039\/501100001807","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Remote Sensing"],"abstract":"<jats:p>The Amazon Macrotidal Mangrove Coast contains the most extensive and continuous mangrove belt globally, occupying an area of ~6500 km2 and accounting for 4.2% of global mangroves. The tallest and densest mangrove forests in the Amazon occur on the Bragan\u00e7a Peninsula. However, road construction that occurred in 1973 caused significant mangrove degradation in the area. A spatial-temporal analysis (1986\u20132019) based on optical, Synthetic Aperture Radar (SAR), drone images, and altimetric data obtained by photogrammetry and validated by a topographic survey were carried out to understand how the construction of a road led to the death of mangroves. The topographic data suggested that this road altered the hydrodynamical flow, damming tidal waters. This process killed at least 4.3 km2 of mangrove trees. Nevertheless, due to natural mangrove recolonization, the area exhibiting degraded mangrove health decreased to ~2.8 km2 in 2003 and ~0.73 km2 in 2019. Climatic extreme events such as \u201cEl Ni\u00f1o\u201d and \u201cLa Ni\u00f1a\u201d had ephemeral control over the mangrove degradation\/regeneration. In contrast, the relative sea-level rise during the last several decades caused long-term mangrove recolonization, expanding mangrove areas from lower to higher tidal flats. Permanently flooded depressions in the study area, created by the altered hydrodynamical flow due to the road, are unlikely to be recolonized by mangroves unless connections are re-established between these depressions with drainage on the Caet\u00e9 estuary through pipes or bridges to prevent water accumulation between the road and depressions. To minimize impacts on mangroves, this road should have initially been designed to cross mangrove areas on the highest tidal flats and to skirt the channel headwaters to avoid interruption of regular tidal flow.<\/jats:p>","DOI":"10.3390\/rs14246197","type":"journal-article","created":{"date-parts":[[2022,12,7]],"date-time":"2022-12-07T05:50:52Z","timestamp":1670392252000},"page":"6197","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":13,"title":["Death and Regeneration of an Amazonian Mangrove Forest by Anthropic and Natural Forces"],"prefix":"10.3390","volume":"14","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-3968-8055","authenticated-orcid":false,"given":"Sergio M. M.","family":"Cardenas","sequence":"first","affiliation":[{"name":"Laboratory of Coastal Dynamics, Graduate Program of Geology and Geochemistry, Federal University of Par\u00e1, Rua Augusto Corr\u00eaa, 01-Guam\u00e1, Bel\u00e9m 66075-110, PA, Brazil"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9892-4719","authenticated-orcid":false,"given":"Marcelo C. L.","family":"Cohen","sequence":"additional","affiliation":[{"name":"Laboratory of Coastal Dynamics, Graduate Program of Geology and Geochemistry, Federal University of Par\u00e1, Rua Augusto Corr\u00eaa, 01-Guam\u00e1, Bel\u00e9m 66075-110, PA, Brazil"},{"name":"Department of Oceanography and Coastal Sciences, College of the Coast and Environment, Louisiana State University, Baton Rouge, LA 70803, USA"}]},{"given":"Diana P. C.","family":"Ruiz","sequence":"additional","affiliation":[{"name":"Laboratory of Coastal Dynamics, Graduate Program of Geology and Geochemistry, Federal University of Par\u00e1, Rua Augusto Corr\u00eaa, 01-Guam\u00e1, Bel\u00e9m 66075-110, PA, Brazil"}]},{"given":"Adriana V.","family":"Souza","sequence":"additional","affiliation":[{"name":"Laboratory of Coastal Dynamics, Graduate Program of Geology and Geochemistry, Federal University of Par\u00e1, Rua Augusto Corr\u00eaa, 01-Guam\u00e1, Bel\u00e9m 66075-110, PA, Brazil"}]},{"given":"Juan. S.","family":"Gomez-Neita","sequence":"additional","affiliation":[{"name":"Laboratory of Coastal Dynamics, Graduate Program of Geology and Geochemistry, Federal University of Par\u00e1, Rua Augusto Corr\u00eaa, 01-Guam\u00e1, Bel\u00e9m 66075-110, PA, Brazil"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9119-8195","authenticated-orcid":false,"given":"Luiz C. R.","family":"Pessenda","sequence":"additional","affiliation":[{"name":"CENA\/14C Laboratory, University of S\u00e3o Paulo, Av. Centen\u00e1rio 303, Piracicaba 13400-000, SP, Brazil"}]},{"given":"Nicholas","family":"Culligan","sequence":"additional","affiliation":[{"name":"Department of Oceanography and Coastal Sciences, College of the Coast and Environment, Louisiana State University, Baton Rouge, LA 70803, USA"}]}],"member":"1968","published-online":{"date-parts":[[2022,12,7]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"479","DOI":"10.2307\/2845685","article-title":"Mangrove Biogeography: The Role of Quaternary Environmental and Sea-Level Change","volume":"18","author":"Woodroffe","year":"1991","journal-title":"J. Biogeogr."},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"65","DOI":"10.1002\/esp.3290200107","article-title":"Response of Tide-dominated Mangrove Shorelines in Northern Australia to Anticipated Sea-Level Rise","volume":"20","author":"Woodroffe","year":"1995","journal-title":"Earth Surf. Process. Landf."},{"key":"ref_3","doi-asserted-by":"crossref","unstructured":"Spalding, M., Kainuma, M., and Collins, L. (2010). World Atlas of Mangroves, Earthscan.","DOI":"10.4324\/9781849776608"},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"154","DOI":"10.1111\/j.1466-8238.2010.00584.x","article-title":"Status and Distribution of Mangrove Forests of the World Using Earth Observation Satellite Data","volume":"20","author":"Giri","year":"2011","journal-title":"Glob. Ecol. Biogeogr."},{"key":"ref_5","doi-asserted-by":"crossref","unstructured":"Day, J.W., Kemp, W.M., Y\u00e1\u00f1ez-Arancibia, A., and Crump, B.C. (2012). Mangrove Wetlands. Estuarine Ecology, John Wiley & Sons. [2nd ed.].","DOI":"10.1002\/9781118412787"},{"key":"ref_6","unstructured":"Mitsch, W.J., and Gosselink, J.G. (2007). Wetlands, John Wiley and Sons. [4th ed.]."},{"key":"ref_7","unstructured":"Food and Agriculture Organization (FAO) (2007). The World\u2019s Mangroves 1980\u20132005. A Thematic Study Prepared in the Framework of the Global Forest Resources Assessment 2005."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.ecoleng.2017.12.027","article-title":"Wetlands and Carbon Revisited","volume":"114","author":"Mitsch","year":"2018","journal-title":"Ecol. Eng."},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"4315","DOI":"10.1111\/gcb.14813","article-title":"Non-Native Mangroves Support Carbon Storage, Sediment Carbon Burial, and Accretion of Coastal Ecosystems","volume":"25","author":"Soper","year":"2019","journal-title":"Glob. Chang. Biol."},{"key":"ref_10","unstructured":"Ning, Z., Turner, R.E., Doyle, T.W., Abdollahi, K., Thornton, A., Reyes, E., Justic, D., Swenson, E., Khairy, W., and Liu, K. (2003). Modeling Mangrove Forest Migration along the Southwest Coast of Florida under Climate Change. Integrated Assessment of the Climate Change Impacts on the Gulf Coast Region, GCRCC."},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"6118","DOI":"10.1073\/pnas.0700958104","article-title":"A Coupled Geomorphic and Ecological Model of Tidal Marsh Evolution","volume":"104","author":"Kirwan","year":"2007","journal-title":"Proc. Natl. Acad. Sci. USA"},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"50","DOI":"10.1016\/j.quascirev.2012.08.019","article-title":"Holocene Palaeoenvironmental History of the Amazonian Mangrove Belt","volume":"55","author":"Cohen","year":"2012","journal-title":"Quat. Sci. Rev."},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"729","DOI":"10.1111\/geb.12449","article-title":"Creation of a High Spatio-Temporal Resolution Global Database of Continuous Mangrove Forest Cover for the 21st Century (CGMFC-21)","volume":"25","author":"Hamilton","year":"2016","journal-title":"Glob. Ecol. Biogeogr."},{"key":"ref_14","doi-asserted-by":"crossref","unstructured":"Thomas, N., Lucas, R., Bunting, P., Hardy, A., Rosenqvist, A., and Simard, M. (2017). Distribution and Drivers of Global Mangrove Forest Change, 1996\u20132010. PLoS ONE, 12.","DOI":"10.1371\/journal.pone.0179302"},{"key":"ref_15","doi-asserted-by":"crossref","unstructured":"Beselly, S.M., van der Wegen, M., Grueters, U., Reyns, J., Dijkstra, J., and Roelvink, D. (2021). Eleven Years of Mangrove\u2013Mudflat Dynamics on the Mud Volcano-Induced Prograding Delta in East Java, Indonesia: Integrating Uav and Satellite Imagery. Remote Sens., 13.","DOI":"10.3390\/rs13061084"},{"key":"ref_16","doi-asserted-by":"crossref","unstructured":"Hsu, A.J., Kumagai, J., Favoretto, F., Dorian, J., Martinez, B.G., and Aburto-Oropeza, O. (2020). Driven by Drones: Improving Mangrove Extent Maps Using High-Resolution Remote Sensing. Remote Sens., 12.","DOI":"10.3390\/rs12233986"},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"111543","DOI":"10.1016\/j.rse.2019.111543","article-title":"Structural Characterisation of Mangrove Forests Achieved through Combining Multiple Sources of Remote Sensing Data","volume":"237","author":"Lucas","year":"2020","journal-title":"Remote Sens. Environ."},{"key":"ref_18","doi-asserted-by":"crossref","unstructured":"Xia, J., Yokoya, N., and Pham, T.D. (2020). Probabilistic Mangrove Species Mapping with Multiple-Source Remote-Sensing Datasets Using Label Distribution Learning in Xuan Thuy National Park, Vietnam. Remote Sens., 12.","DOI":"10.3390\/rs12223834"},{"key":"ref_19","doi-asserted-by":"crossref","unstructured":"Sakti, A.D., Fauzi, A.I., Wilwatikta, F.N., Rajagukguk, Y.S., Sudhana, S.A., Yayusman, L.F., Syahid, L.N., Sritarapipat, T., Principe, J.A., and Quynh Trang, N.T. (2020). Multi-Source Remote Sensing Data Product Analysis: Investigating Anthropogenic and Naturogenic Impacts on Mangroves in Southeast Asia. Remote Sens., 12.","DOI":"10.3390\/rs12172720"},{"key":"ref_20","first-page":"1","article-title":"Monitoring Mangrove Forests: Are We Taking Full Advantage of Technology?","volume":"63","author":"Joyce","year":"2017","journal-title":"Int. J. Appl. Earth Obs. Geoinf."},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"432","DOI":"10.1016\/j.rse.2004.04.005","article-title":"Comparison of IKONOS and QuickBird Images for Mapping Mangrove Species on the Caribbean Coast of Panama","volume":"91","author":"Wang","year":"2004","journal-title":"Remote Sens. Environ."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"45","DOI":"10.1080\/19475683.2018.1564791","article-title":"A Small-Patched Convolutional Neural Network for Mangrove Mapping at Species Level Using High-Resolution Remote-Sensing Image","volume":"25","author":"Wan","year":"2019","journal-title":"Ann. GIS"},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"375","DOI":"10.1002\/esp.4737","article-title":"Impacts of Holocene and Modern Sea-Level Changes on Estuarine Mangroves from Northeastern Brazil","volume":"45","author":"Cohen","year":"2020","journal-title":"Earth Surf. Process. Landforms."},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"107860","DOI":"10.1016\/j.geomorph.2021.107860","article-title":"Impacts of Sea-Level Changes on Mangroves from Southeastern Brazil during the Holocene and Anthropocene Using a Multi-Proxy Approach","volume":"390","author":"Bozi","year":"2021","journal-title":"Geomorphology"},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"1013","DOI":"10.1002\/jqs.3343","article-title":"Effects of the Middle Holocene High Sea-Level Stand and Climate on Amazonian Mangroves","volume":"36","author":"Cohen","year":"2021","journal-title":"J. Quat. Sci."},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"104775","DOI":"10.1016\/j.catena.2020.104775","article-title":"Southward Migration of the Austral Limit of Mangroves in South America","volume":"195","author":"Cohen","year":"2020","journal-title":"Catena"},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"35","DOI":"10.1016\/j.foreco.2017.12.049","article-title":"Managing Mangrove Forests from the Sky: Forest Inventory Using Field Data and Unmanned Aerial Vehicle (UAV) Imagery in the Matang Mangrove Forest Reserve, Peninsular Malaysia","volume":"411","author":"Otero","year":"2018","journal-title":"For. Ecol. Manag."},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"214","DOI":"10.5589\/m05-009","article-title":"Use of RS1 Fine Mode and Landsat-5 TM PCA for Geomorphological Mapping in a Microtidal Mangrove Coast in the Amazon Region","volume":"31","author":"Paradella","year":"2005","journal-title":"Can. J. Remote. Sens."},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"83","DOI":"10.1016\/j.ecss.2012.10.005","article-title":"Mapping Changes in the Largest Continuous Amazonian Mangrove Belt Using Object-Based Classification of Multisensor Satellite Imagery","volume":"117","author":"Nascimento","year":"2013","journal-title":"Estuar. Coast. Shelf Sci."},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"2876","DOI":"10.1002\/esp.4440","article-title":"Decadal-Scale Dynamics of an Amazonian Mangrove Caused by Climate and Sea Level Changes: Inferences from Spatial\u2013Temporal Analysis and Digital Elevation Models","volume":"43","author":"Cohen","year":"2018","journal-title":"Earth Surf. Process. Landfo"},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"223","DOI":"10.1023\/A:1025007331075","article-title":"Temporal Changes of Mangrove Vegetation Boundaries in Amazonia: Application of GIS and Remote Sensing Techniques","volume":"11","author":"Cohen","year":"2003","journal-title":"Wetl. Ecol. Manag."},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"349","DOI":"10.1007\/s11273-005-4991-4","article-title":"Sediment Porewater Salinity, Inundation Frequency and Mangrove Vegetation Height in Bragan\u00e7a, North Brazil: An Ecohydrology-Based Empirical Model","volume":"14","author":"Lara","year":"2006","journal-title":"Wetl. Ecol. Manag."},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"79","DOI":"10.5894\/rgci125","article-title":"Estudos de Caso Nos Manguezais Do Estado de S\u00e3o Paulo (Brasil): Aplica\u00e7\u00e3o de Ferramentas Com Diferentes Escalas Espa\u00e7o-Temporais","volume":"9","author":"Menghini","year":"2009","journal-title":"Rev. Gest\u00e3o Costeira Integr."},{"key":"ref_34","doi-asserted-by":"crossref","unstructured":"Villate Daza, D.A., Moreno, H.S., Portz, L., Manzolli, R.P., Bol\u00edvar-Anillo, H.J., and Anfuso, G. (2020). Mangrove Forests Evolution and Threats in the Caribbean Sea of Colombia. Water, 12.","DOI":"10.3390\/w12041113"},{"key":"ref_35","unstructured":"Patel, B.K., and Vachrajani, K.D. (2013). Pollution Status in Mangrove Ecosystem of Mahi and Dadhar River Estuaries. National Conference on Biodiversity: Status and Challenges in Conservation\u2014\u2018FAVEO\u2019, Available online: http:\/\/www.vpmthane.org\/sci\/faveo\/r27.pdf."},{"key":"ref_36","first-page":"81","article-title":"Impact of Urbanization on the Evolution of Mangrove Ecosystems in the Wouri River Estuary (Douala Cameroon)","volume":"Volume 21","author":"Finkl","year":"2017","journal-title":"Coastal Wetlands: Alteration and Remediation"},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"55","DOI":"10.31420\/uakari.v3i1.19","article-title":"Efeito Da Constru\u00e7\u00e3o Da Rodovia PA-458 Sobre as Florestas de Mangue da Pen\u00ednsula Bragantina, Bragan\u00e7a, Par\u00e1, Brasil","volume":"3","author":"Fernandes","year":"2007","journal-title":"UAKARI"},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"497","DOI":"10.1590\/s0104-59702018000200011","article-title":"No Meio Do Caminho Havia Um Mangue: Impactos Socioambientais da Estrada Bragan\u00e7a-Ajuruteua, Par\u00e1","volume":"25","author":"Oliveira","year":"2018","journal-title":"Hist\u00f3ria, Ci\u00eancias, Sa\u00fade-Manguinhos"},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"97","DOI":"10.1652\/1400-0350(2002)008[0097:IOMDFP]2.0.CO;2","article-title":"Implications of Mangrove Dynamics for Private Land Use in Bragan\u00e7a, North Brazil: A Case Study","volume":"8","author":"Lara","year":"2002","journal-title":"J. Coast. Conserv."},{"key":"ref_40","first-page":"123","article-title":"Recognition of the Main Geobotanical Features along the Bragan\u00e7a Mangrove Coast (Brazilian Amazon Region) from Landsat TM and RADARSAT-1 Data","volume":"10","author":"Paradella","year":"2002","journal-title":"Wetl. Ecol. Manag."},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"425","DOI":"10.1007\/s00334-008-0208-0","article-title":"Impact of Sea-Level and Climatic Changes on the Amazon Coastal Wetlands during the Late Holocene","volume":"18","author":"Cohen","year":"2009","journal-title":"Veg. Hist. Archaeobot."},{"key":"ref_42","doi-asserted-by":"crossref","first-page":"391","DOI":"10.1590\/S1679-87592012000300011","article-title":"The Dynamics of a Frictionally-Dominated Amazonian Estuary","volume":"60","author":"Asp","year":"2012","journal-title":"Braz. J. Oceanogr."},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"1092","DOI":"10.2112\/SI65-185.1","article-title":"Hydrodynamic Overview and Seasonal Variation of Estuaries at the Eastern Sector of the Amazonian Coast","volume":"165","author":"Asp","year":"2013","journal-title":"J. Coast. Res."},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"393","DOI":"10.1007\/s11104-013-1619-y","article-title":"Distribution of Mangrove Vegetation along Inundation, Phosphorus, and Salinity Gradients on the Bragan\u00e7a Peninsula in Northern Brazil","volume":"370","author":"Mendoza","year":"2013","journal-title":"Plant Soil"},{"key":"ref_45","doi-asserted-by":"crossref","unstructured":"Wang, D., Wan, B., Qiu, P., Su, Y., Guo, Q., and Wu, X. (2018). Artificial Mangrove Species Mapping Using Pl\u00e9iades-1: An Evaluation of Pixel-Based and Object-Based Classifications with Selected Machine Learning Algorithms. Remote Sens., 10.","DOI":"10.3390\/rs10020294"},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"2440","DOI":"10.3390\/rs3112440","article-title":"An Object-Based Classification of Mangroves Using a Hybrid Decision Tree-Support Vector Machine Approach","volume":"3","author":"Heumann","year":"2011","journal-title":"Remote Sens."},{"key":"ref_47","doi-asserted-by":"crossref","first-page":"6064","DOI":"10.3390\/rs6076064","article-title":"Mangrove Species Identification: Comparing WorldView-2 with Aerial Photographs","volume":"6","author":"Heenkenda","year":"2014","journal-title":"Remote Sens."},{"key":"ref_48","doi-asserted-by":"crossref","first-page":"6026","DOI":"10.3390\/rs5116026","article-title":"Exploring the Use of Google Earth Imagery and Object-Based Methods in Land Use\/Cover Mapping","volume":"5","author":"Hu","year":"2013","journal-title":"Remote Sens."},{"key":"ref_49","doi-asserted-by":"crossref","first-page":"137","DOI":"10.1016\/j.isprsjprs.2018.04.002","article-title":"A Review of Accuracy Assessment for Object-Based Image Analysis: From per-Pixel to per-Polygon Approaches","volume":"141","author":"Ye","year":"2018","journal-title":"ISPRS J. Photogramm. Remote Sens."},{"key":"ref_50","unstructured":"(2021, November 08). ESRI Create Accuracy Assessment Points (Image Analyst). Available online: https:\/\/pro.arcgis.com\/en\/pro-app\/latest\/tool-reference\/image-analyst\/create-accuracy-assessment-points.htm."},{"key":"ref_51","doi-asserted-by":"crossref","unstructured":"Congalton, R.G., and Green, K. (2019). Assessing the Accuracy of Remotely Sensed Data: Principles and Practices, CRC Press. [3rd ed.].","DOI":"10.1201\/9780429052729"},{"key":"ref_52","doi-asserted-by":"crossref","first-page":"4407","DOI":"10.1080\/01431161.2011.552923","article-title":"Death to Kappa: Birth of Quantity Disagreement and Allocation Disagreement for Accuracy Assessment","volume":"32","author":"Pontius","year":"2011","journal-title":"Int. J. Remote Sens."},{"key":"ref_53","first-page":"56","article-title":"Comparison of Vegetation Indices for Mangrove Mapping Using THEOS Data","volume":"33","author":"Kongwongjan","year":"2012","journal-title":"Proc. Asia-Pac. Adv. Netw."},{"key":"ref_54","doi-asserted-by":"crossref","first-page":"108148","DOI":"10.1016\/j.ecolind.2021.108148","article-title":"Spectral Signature Analysis to Determine Mangrove Species Delineation Structured by Anthropogenic Effects","volume":"130","author":"Zulfa","year":"2021","journal-title":"Ecol. Indic."},{"key":"ref_55","first-page":"436","article-title":"Spectral Reflectance Signification in Satellite Imagery","volume":"Volume 2326","author":"Pop","year":"1995","journal-title":"Photon Transport in Highly Scattering Tissue, Proceedings of the International Symposium on Biomedical Optics Europe \u201894, Lille, France, 6\u201310 September 1994"},{"key":"ref_56","doi-asserted-by":"crossref","first-page":"141","DOI":"10.1016\/j.ecss.2017.10.008","article-title":"An Analysis of the Relationship between Drought Events and Mangrove Changes Along the Northern Coasts of the Persian Gulf and Oman Sea","volume":"199","author":"Mahmoudi","year":"2017","journal-title":"Estuar. Coast. Shelf Sci."},{"key":"ref_57","doi-asserted-by":"crossref","first-page":"13298","DOI":"10.1038\/s41598-018-31683-0","article-title":"Impact of Mangrove Forests Degradation on Biodiversity and Ecosystem Functioning","volume":"8","author":"Carugati","year":"2018","journal-title":"Sci. Rep."},{"key":"ref_58","unstructured":"(2021, June 20). Instituto Nacional de Meteorologia INMET, Available online: https:\/\/portal.inmet.gov.br\/."},{"key":"ref_59","unstructured":"(2021, June 15). Golden Gate Weather Services GGWS. Available online: http:\/\/ggweather.com\/enso\/oni.htm."},{"key":"ref_60","doi-asserted-by":"crossref","first-page":"683","DOI":"10.1590\/S0001-37652007000400009","article-title":"Spectral Characterization of Mangrove Leaves in the Brazilian Amazonian Coast: Turia\u00e7u Bay, Maranh\u00e3o State","volume":"79","author":"Ponzoni","year":"2007","journal-title":"An. Acad. Bras. Cienc."},{"key":"ref_61","doi-asserted-by":"crossref","first-page":"1462","DOI":"10.3390\/rs4051462","article-title":"Sensor Correction of a 6-Band Multispectral Imaging Sensor for UAV Remote Sensing","volume":"4","author":"Kelcey","year":"2012","journal-title":"Remote Sens."},{"key":"ref_62","doi-asserted-by":"crossref","first-page":"268","DOI":"10.3389\/fpls.2013.00268","article-title":"Sulfide as a Soil Phytotoxin-a Review","volume":"4","author":"Lamers","year":"2013","journal-title":"Front. Plant Sci."},{"key":"ref_63","doi-asserted-by":"crossref","first-page":"265","DOI":"10.1007\/s003740000319","article-title":"The Role of Sediment Microorganisms in the Productivity, Conservation, and Rehabilitation of Mangrove Ecosystems: An Overview","volume":"33","author":"Holguin","year":"2001","journal-title":"Biol. Fertil. Soils"},{"key":"ref_64","doi-asserted-by":"crossref","first-page":"945","DOI":"10.1111\/j.1469-8137.2008.02531.x","article-title":"Salinity Tolerance in Halophytes","volume":"179","author":"Flowers","year":"2008","journal-title":"New Phytol."},{"key":"ref_65","doi-asserted-by":"crossref","first-page":"651","DOI":"10.1146\/annurev.arplant.59.032607.092911","article-title":"Mechanisms of salinity tolerance","volume":"59","author":"Munns","year":"2008","journal-title":"Annu. Rev. Plant Biol."},{"key":"ref_66","doi-asserted-by":"crossref","first-page":"397","DOI":"10.1093\/aob\/mcu257","article-title":"Growth Responses of the Mangrove Avicennia Marina to Salinity: Development and Function of Shoot Hydraulic Systems Require Saline Conditions","volume":"115","author":"Nguyen","year":"2015","journal-title":"Ann. Bot."},{"key":"ref_67","first-page":"447","article-title":"Salinity Tolerance in the Mangroves Aegiceras Corniculatum and Avicennia Marina. I. Water Use in Relation to Growth, Carbon Partitioning, and Salt Balance","volume":"15","author":"Ball","year":"1988","journal-title":"Aust. J. Plant Physiol."},{"key":"ref_68","doi-asserted-by":"crossref","first-page":"109292","DOI":"10.1016\/j.ecolmodel.2020.109292","article-title":"Modeling Soil Porewater Salinity in Mangrove Forests (Everglades, Florida, USA) Impacted by Hydrological Restoration and a Warming Climate","volume":"436","author":"Zhao","year":"2020","journal-title":"Ecol. Modell."},{"key":"ref_69","doi-asserted-by":"crossref","first-page":"105","DOI":"10.1016\/j.aquabot.2007.12.014","article-title":"Environmental Drivers in Mangrove Establishment and Early Development: A Review","volume":"89","author":"Krauss","year":"2008","journal-title":"Aquat. Bot."},{"key":"ref_70","doi-asserted-by":"crossref","first-page":"199","DOI":"10.1007\/s00468-010-0417-x","article-title":"Salt Tolerance Mechanisms in Mangroves: A Review","volume":"24","author":"Parida","year":"2010","journal-title":"Trees-Struct. Funct."},{"key":"ref_71","doi-asserted-by":"crossref","first-page":"99","DOI":"10.1139\/er-2013-0026","article-title":"Hypersaline Tidal Flats (Apicum Ecosystems): The Weak Link in the Tropical Wetlands Chain","volume":"22","author":"Albuquerque","year":"2014","journal-title":"Environ. Rev."},{"key":"ref_72","unstructured":"Coffin, A.W., Ouren, D.S., Bettez, N.D., Borda-de-\u00c1gua, L., Daniels, A.E., Grilo, C., Jaeger, J.A.G., Navarro, L.M., Preisler, H.K., and Rauschert, E.S.J. (2021). The Ecology of Rural Roads: Effects, Management and Research. Issues Ecol., 1\u201335."},{"key":"ref_73","doi-asserted-by":"crossref","first-page":"384","DOI":"10.1007\/s10021-002-0191-8","article-title":"Spatial Patterns of Biomass and Aboveground Net Primary Productivity in a Mangrove Ecosystem in the Dominican Republic","volume":"6","author":"Sherman","year":"2003","journal-title":"Ecosystems"},{"key":"ref_74","doi-asserted-by":"crossref","first-page":"503","DOI":"10.3389\/fpls.2014.00503","article-title":"Avicennia Germinans (Black Mangrove) Vessel Architecture Is Linked to Chilling and Salinity Tolerance in the Gulf of Mexico","volume":"5","author":"Madrid","year":"2014","journal-title":"Front. Plant Sci."},{"key":"ref_75","doi-asserted-by":"crossref","first-page":"759","DOI":"10.1007\/s10342-018-1138-8","article-title":"The Impact of Road Disturbance on Vegetation and Soil Properties in a Beech Stand, Hyrcanian Forest","volume":"137","author":"Deljouei","year":"2018","journal-title":"Eur. J. For. Res."},{"key":"ref_76","doi-asserted-by":"crossref","first-page":"18","DOI":"10.1046\/j.1523-1739.2000.99084.x","article-title":"Review of Ecological Effects of Roads on Terrestrial and Aquatic Communities","volume":"14","author":"Trombulak","year":"2000","journal-title":"Conserv. Biol."},{"key":"ref_77","unstructured":"Anthony, E., and Goichot, M. (2020). Sediment Flow in the Context of Mangrove Restoration and Conservation, World Wide Fund for Nature. Available online: http:\/\/www.mangrovealliance.org\/wp-content\/uploads\/2020\/01\/WWF-MCR-Sediment-Flow-in-the-Context-of-Mangrove-Restoration-and-Conservation-v6.5-WEB.pdf."},{"key":"ref_78","doi-asserted-by":"crossref","first-page":"106524","DOI":"10.1016\/j.ecss.2019.106524","article-title":"Impacts of Tidal-Channel Connectivity on Transport Asymmetry and Sediment Exchange with Mangrove Forests","volume":"233","author":"McLachlan","year":"2020","journal-title":"Estuar. Coast. Shelf Sci."},{"key":"ref_79","first-page":"1192","article-title":"Effects of road construction on regional vegetation types","volume":"24","author":"Liu","year":"2013","journal-title":"J. Appl. Ecol."},{"key":"ref_80","doi-asserted-by":"crossref","unstructured":"Feng, S., Liu, S., Jing, L., Zhu, Y., Yan, W., Jiang, B., Liu, M., Lu, W., Ning, Y., and Wang, Z. (2021). Quantification of the Environmental Impacts of Highway Construction Using Remote Sensing Approach. Remote Sens., 13.","DOI":"10.3390\/rs13071340"},{"key":"ref_81","doi-asserted-by":"crossref","first-page":"433","DOI":"10.1007\/s11273-004-0413-2","article-title":"A Model of Holocene Mangrove Development and Relative Sea-Level Changes on the Bragan\u00e7a Peninsula (Northern Brazil)","volume":"13","author":"Cohen","year":"2005","journal-title":"Wetl. Ecol. Manag."},{"key":"ref_82","doi-asserted-by":"crossref","unstructured":"Dillenburg, S.F., and Hesp, P.A. (2009). The Subsiding Macrotidal Barrier Estuarine System of the Eastern Amazon Coast, Northern Brazil. Geology of Brazilian Coastal Barriers, Springer.","DOI":"10.1007\/978-3-540-44771-9"},{"key":"ref_83","unstructured":"Lindsey, R. (2021, November 01). Climate Change: Global Sea Level, Available online: https:\/\/www.climate.gov\/news-features\/understanding-climate\/climate-change-global-sea-level."}],"container-title":["Remote Sensing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2072-4292\/14\/24\/6197\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,11]],"date-time":"2025-10-11T01:35:42Z","timestamp":1760146542000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2072-4292\/14\/24\/6197"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,12,7]]},"references-count":83,"journal-issue":{"issue":"24","published-online":{"date-parts":[[2022,12]]}},"alternative-id":["rs14246197"],"URL":"https:\/\/doi.org\/10.3390\/rs14246197","relation":{},"ISSN":["2072-4292"],"issn-type":[{"value":"2072-4292","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,12,7]]}}}