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<article article-type="research-article" dtd-version="1.3" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xml:lang="en"><front><journal-meta><journal-id journal-id-type="publisher-id">gesj</journal-id><journal-title-group><journal-title xml:lang="en">GEOGRAPHY, ENVIRONMENT, SUSTAINABILITY</journal-title><trans-title-group xml:lang="ru"><trans-title>GEOGRAPHY, ENVIRONMENT, SUSTAINABILITY</trans-title></trans-title-group></journal-title-group><issn pub-type="ppub">2071-9388</issn><issn pub-type="epub">2542-1565</issn><publisher><publisher-name>Russian Geographical Society</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.24057/2071-9388-2026-4655</article-id><article-id custom-type="elpub" pub-id-type="custom">gesj-5058</article-id><article-categories><subj-group subj-group-type="heading"><subject>Research Article</subject></subj-group><subj-group subj-group-type="section-heading" xml:lang="en"><subject>RESEARCH PAPER</subject></subj-group><subj-group subj-group-type="section-heading" xml:lang="ru"><subject>Статьи</subject></subj-group></article-categories><title-group><article-title>Evaluating mangrove carbon balance dynamics in the karimunjawa archipelago under spatiotemporal land cover change</article-title><trans-title-group xml:lang="ru"><trans-title></trans-title></trans-title-group></title-group><contrib-group><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="western" xml:lang="en"><surname>Rahman Halim</surname><given-names>M. Arief</given-names></name></name-alternatives><bio xml:lang="en"><p>Tangerang Selatan, Banten, 15314</p></bio><xref ref-type="aff" rid="aff-1"/></contrib><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="western" xml:lang="en"><surname>Soeprobowati</surname><given-names>Tri Retnaningsih</given-names></name></name-alternatives><bio xml:lang="en"><p>Semarang, Central Java, 50241</p></bio><xref ref-type="aff" rid="aff-2"/></contrib><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="western" xml:lang="en"><surname>Wahyono</surname><given-names>Yoyon</given-names></name></name-alternatives><bio xml:lang="en"><p>Tangerang Selatan, Banten, 15314</p></bio><email xlink:type="simple">yoyo006@brin.go.id</email><xref ref-type="aff" rid="aff-1"/></contrib><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="western" xml:lang="en"><surname>Rahim</surname><given-names>Aulia</given-names></name></name-alternatives><bio xml:lang="en"><p>Semarang, Central Java, 50241</p><p> </p></bio><xref ref-type="aff" rid="aff-2"/></contrib><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="western" xml:lang="en"><surname>Lourinx</surname><given-names>Effine</given-names></name></name-alternatives><bio xml:lang="en"><p>Semarang, Central Java, 50241</p></bio><xref ref-type="aff" rid="aff-3"/></contrib><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="western" xml:lang="en"><surname>Prasetyo</surname><given-names>Syarif</given-names></name></name-alternatives><bio xml:lang="en"><p>Bogor, West Java, 16911</p></bio><xref ref-type="aff" rid="aff-4"/></contrib><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="western" xml:lang="en"><surname>Yuliyani</surname><given-names>Dwi Nur</given-names></name></name-alternatives><bio xml:lang="en"><p>Semarang, Central Java, 50235</p></bio><xref ref-type="aff" rid="aff-5"/></contrib><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="western" xml:lang="en"><surname>Syahid</surname><given-names>Luri Nurlaila</given-names></name></name-alternatives><bio xml:lang="en"><p>Singapore, 117570</p></bio><xref ref-type="aff" rid="aff-6"/></contrib><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="western" xml:lang="en"><surname>Nurauliyaa</surname><given-names>Aida Habibah</given-names></name></name-alternatives><bio xml:lang="en"><p>Semarang, Central Java, 50275</p></bio><xref ref-type="aff" rid="aff-7"/></contrib><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="western" xml:lang="en"><surname>Rahayu</surname><given-names>Sari</given-names></name></name-alternatives><bio xml:lang="en"><p>Bogor, West Java, 16911</p></bio><xref ref-type="aff" rid="aff-8"/></contrib><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="western" xml:lang="en"><surname>Solina</surname><given-names>Inda Dwi</given-names></name></name-alternatives><bio xml:lang="en"><p>Bogor, West Java, 16911</p></bio><xref ref-type="aff" rid="aff-9"/></contrib><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="western" xml:lang="en"><surname>Abdul Matin</surname><given-names>Hashfi Hawali</given-names></name></name-alternatives><bio xml:lang="en"><p>Surakarta, Central Java, 57126</p></bio><xref ref-type="aff" rid="aff-10"/></contrib><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="western" xml:lang="en"><surname>Kurniawan</surname><given-names>Setyo Budi</given-names></name></name-alternatives><bio xml:lang="en"><p>Tangerang Selatan, Banten, 15314</p></bio><xref ref-type="aff" rid="aff-11"/></contrib><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="western" xml:lang="en"><surname>Ariyanto</surname><given-names>Novy</given-names></name></name-alternatives><bio xml:lang="en"><p>Tangerang Selatan, Banten, 15314</p></bio><xref ref-type="aff" rid="aff-1"/></contrib><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="western" xml:lang="en"><surname>Anisah</surname><given-names>Anisah</given-names></name></name-alternatives><bio xml:lang="en"><p>Tangerang Selatan, Banten, 15314</p></bio><xref ref-type="aff" rid="aff-1"/></contrib><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="western" xml:lang="en"><surname>Putri</surname><given-names>Virny Zasyana Eka</given-names></name></name-alternatives><bio xml:lang="en"><p>Tangerang Selatan, Banten, 15314</p></bio><xref ref-type="aff" rid="aff-1"/></contrib><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="western" xml:lang="en"><surname>Sundari</surname><given-names>Sundari</given-names></name></name-alternatives><bio xml:lang="en"><p>Tangerang Selatan, Banten, 15314</p></bio><xref ref-type="aff" rid="aff-1"/></contrib><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="western" xml:lang="en"><surname>Hakim</surname><given-names>Muhammad Raihan Farras</given-names></name></name-alternatives><bio xml:lang="en"><p>Tangerang Selatan, Banten, 15314</p></bio><xref ref-type="aff" rid="aff-1"/></contrib></contrib-group><aff xml:lang="en" id="aff-1"><institution>Research Center for Sustainable Industrial and Manufacturing Systems, National Research and Innovation Agency – BRIN, Prof. BJ. Habibie Complex Area</institution><country>Indonesia</country></aff><aff xml:lang="en" id="aff-2"><institution>Doctoral Program of Environmental Science, School of Postgraduate Studies, Diponegoro University; Cluster for Paleolimnology (CPalim), School of Postgraduate Studies, Diponegoro University</institution><country>Indonesia</country></aff><aff xml:lang="en" id="aff-3"><institution>Doctoral Program of Environmental Science, School of Postgraduate Studies, Diponegoro University</institution><country>Indonesia</country></aff><aff xml:lang="en" id="aff-4"><institution>Research Center for Limnology and Water Resources, National Research and Innovation Agency – BRIN</institution><country>Indonesia</country></aff><aff xml:lang="en" id="aff-5"><institution>Department of Geography Education, Faculty of Teacher Training and Education, Ivet University</institution><country>Indonesia</country></aff><aff xml:lang="en" id="aff-6"><institution>Department of Geography, National University of Singapore</institution><country>Singapore</country></aff><aff xml:lang="en" id="aff-7"><institution>Department of Chemistry, Faculty of Science and Mathematics, Diponegoro University, Jl. Prof. Soedharto, SH,&#13;
Tembalang</institution><country>Indonesia</country></aff><aff xml:lang="en" id="aff-8"><institution>Research Center for Ecology, National Research and Innovation Agency – BRIN</institution><country>Indonesia</country></aff><aff xml:lang="en" id="aff-9"><institution>Research Center for Biota System, National Research and Innovation Agency – BRIN</institution><country>Indonesia</country></aff><aff xml:lang="en" id="aff-10"><institution>Department of Environmental Science, Faculty of Mathematics and Natural Science, Universitas Sebelas Maret</institution><country>Indonesia</country></aff><aff xml:lang="en" id="aff-11"><institution>Research Center for Environmental and Clean Technologies, National Research and Innovation Agency – BRIN, Prof. BJ. Habibie Complex Area</institution><country>Indonesia</country></aff><pub-date pub-type="collection"><year>2026</year></pub-date><pub-date pub-type="epub"><day>09</day><month>10</month><year>2026</year></pub-date><volume>19</volume><issue>3</issue><fpage>176</fpage><lpage>187</lpage><permissions><copyright-statement>Copyright &amp;#x00A9; Rahman Halim M., Soeprobowati T., Wahyono Y., Rahim A., Lourinx E., Prasetyo S., Yuliyani D., Syahid L., Nurauliyaa A., Rahayu S., Solina I., Abdul Matin H., Kurniawan S., Ariyanto N., Anisah A., Putri V., Sundari S., Hakim M., 2026</copyright-statement><copyright-year>2026</copyright-year><copyright-holder xml:lang="ru">Rahman Halim M., Soeprobowati T., Wahyono Y., Rahim A., Lourinx E., Prasetyo S., Yuliyani D., Syahid L., Nurauliyaa A., Rahayu S., Solina I., Abdul Matin H., Kurniawan S., Ariyanto N., Anisah A., Putri V., Sundari S., Hakim M.</copyright-holder><copyright-holder xml:lang="en">Rahman Halim M., Soeprobowati T., Wahyono Y., Rahim A., Lourinx E., Prasetyo S., Yuliyani D., Syahid L., Nurauliyaa A., Rahayu S., Solina I., Abdul Matin H., Kurniawan S., Ariyanto N., Anisah A., Putri V., Sundari S., Hakim M.</copyright-holder><license xml:lang="ru" license-type="creative-commons-attribution" xlink:href="https://creativecommons.org/licenses/by/4.0/" xlink:type="simple"><license-p>Данная работа распространяется под лицензией Creative Commons Attribution 4.0.</license-p></license><license xml:lang="en" license-type="creative-commons-attribution" xlink:href="https://creativecommons.org/licenses/by/4.0/" xlink:type="simple"><license-p>This work is licensed under a Creative Commons Attribution 4.0 License.</license-p></license></permissions><self-uri xlink:href="https://ges.rgo.ru/jour/article/view/5058">https://ges.rgo.ru/jour/article/view/5058</self-uri><abstract><p>Mangrove ecosystems play a critical role in coastal resilience and long-term carbon storage, yet their spatiotemporal dynamics in small island systems remain poorly understood. This study analyzes mangrove land-cover change from 2000 to 2022 across four major islands in the Karimunjawa Archipelago (Karimunjawa, Kemujan, Parang, and Nyamuk) and projects future trends to 2042. Using multi-temporal satellite imagery and carbon stock–based estimates of CO₂ emissions resulting from mangrove land-cover change, the results reveal heterogeneous trajectories of degradation and recovery. Estimated CO₂ emissions were calculated by multiplying the change in carbon stock, the molecular weight conversion factor from carbon (12/44), and the area of mangrove land-cover change (ha). In 2015, Karimunjawa and Kemujan maintain the largest mangrove extents but are also associated with the highest estimated CO₂ emissions, reaching 273,899.30 t CO₂ ha-¹ as a consequence of land-use conversion, whereas Nyamuk exhibits relatively stable dynamics with localized carbon stock loss corresponding to estimated CO₂ emissions of up to 1,037.13 t CO₂ ha-¹, and Parang shows persistent decline with estimated CO₂ emissions of up to 587.97 t CO₂ ha-¹. Future projections indicate increasing carbon stock loss and associated estimated CO₂ emissions toward 2042, particularly on Kemujan, Nyamuk, and Parang, reaching 574,188.40, 2,551.95, and 1,953.84 t CO₂ ha-¹, respectively, highlighting growing risks to coastal ecosystem integrity and climate change mitigation efforts. These findings underscore the influence of geomorphology, anthropogenic pressure, and governance in shaping mangrove dynamics on small islands. Integrated, site-specific, and adaptive management strategies are therefore essential to conserve mangrove carbon stocks, minimize carbon losses associated with land-cover change, and strengthen coastal resilience in the Karimunjawa Archipelago.</p></abstract><kwd-group xml:lang="en"><kwd>Mangrove</kwd><kwd>CO₂ emissions</kwd><kwd>remote sensing</kwd><kwd>Karimunjawa</kwd></kwd-group><funding-group><funding-statement xml:lang="en">he authors would like to thank the Karimunjawa National Park Office and the coastal communities of Karimunjawa District for their assistance during data collection. This research was carried out with the support of Doctoral Dissertation Research Grant (Penelitian Disertasi Doktor) from the Ministry of Research and Technology of the Republic of Indonesia/ BRIN [Project No. 187-49/UN7.6.1/PP/2021].</funding-statement></funding-group></article-meta></front><back><ref-list><title>References</title><ref id="cit1"><label>1</label><citation-alternatives><mixed-citation xml:lang="ru">Abino A.C., Castillo J.A.A., Lee Y.J. (2014). Assessment of species diversity, biomass and carbon sequestration potential of a natural mangrove stand in Samar, the Philippines. For Sci Technol, 10(1):2–8, https://doi.org/10.1080/21580103.2013.814593</mixed-citation><mixed-citation xml:lang="en">Abino A.C., Castillo J.A.A., Lee Y.J. (2014). Assessment of species diversity, biomass and carbon sequestration potential of a natural mangrove stand in Samar, the Philippines. For Sci Technol, 10(1):2–8, https://doi.org/10.1080/21580103.2013.814593</mixed-citation></citation-alternatives></ref><ref id="cit2"><label>2</label><citation-alternatives><mixed-citation xml:lang="ru">Adjovu G. E., Stephen H., James D., &amp; Ahmad S. (2023). Overview of the application of remote sensing in effective monitoring of water quality parameters. Remote Sensing, 15(7), 1938, DOI:10.3390/rs15071938.</mixed-citation><mixed-citation xml:lang="en">Adjovu G. E., Stephen H., James D., &amp; Ahmad S. (2023). Overview of the application of remote sensing in effective monitoring of water quality parameters. Remote Sensing, 15(7), 1938, DOI:10.3390/rs15071938.</mixed-citation></citation-alternatives></ref><ref id="cit3"><label>3</label><citation-alternatives><mixed-citation xml:lang="ru">Akber M.A., Aziz A.A., and Lovelock C. (2020). Major drivers of coastal aquaculture expansion in Southeast Asia. Ocean &amp; Coastal Management, 198, 105364. https://doi.org/10.1016/j.ocecoaman.2020.105364</mixed-citation><mixed-citation xml:lang="en">Akber M.A., Aziz A.A., and Lovelock C. (2020). Major drivers of coastal aquaculture expansion in Southeast Asia. Ocean &amp; Coastal Management, 198, 105364. https://doi.org/10.1016/j.ocecoaman.2020.105364</mixed-citation></citation-alternatives></ref><ref id="cit4"><label>4</label><citation-alternatives><mixed-citation xml:lang="ru">Alongi D.M. (2014). Carbon cycling and storage in mangrove forests. Annual review of marine science, 6(1), 195-219. Doi: https://doi.org/10.1146/annurev-marine-010213-135020</mixed-citation><mixed-citation xml:lang="en">Alongi D.M. (2014). Carbon cycling and storage in mangrove forests. Annual review of marine science, 6(1), 195-219. Doi: https://doi.org/10.1146/annurev-marine-010213-135020</mixed-citation></citation-alternatives></ref><ref id="cit5"><label>5</label><citation-alternatives><mixed-citation xml:lang="ru">Amelia R., Basyuni M., Alfinsyahri A., Sulistiyono N., Slamet B., Bimantara Y., and Arifanti V.B. (2023). Evaluation of plant growth and potential of carbon storage in the restored mangrove of an abandoned pond in Lubuk Kertang, North Sumatra, Indonesia. Forests, 14(1), 158. https://doi.org/10.3390/f14010158</mixed-citation><mixed-citation xml:lang="en">Amelia R., Basyuni M., Alfinsyahri A., Sulistiyono N., Slamet B., Bimantara Y., and Arifanti V.B. (2023). Evaluation of plant growth and potential of carbon storage in the restored mangrove of an abandoned pond in Lubuk Kertang, North Sumatra, Indonesia. Forests, 14(1), 158. https://doi.org/10.3390/f14010158</mixed-citation></citation-alternatives></ref><ref id="cit6"><label>6</label><citation-alternatives><mixed-citation xml:lang="ru">Anisah A., Wahyono Y., Ariyanto N., Sasongko N.A., Kumalasari I., Putri V.Z.E., and Ariyanti D. (2024). Evaluating the environmental impacts of land use change in the conservation area of Indonesian National Park using life cycle assessment. Regional studies in marine science, 80, 103889. https://doi.org/10.1016/j.rsma.2024.103889</mixed-citation><mixed-citation xml:lang="en">Anisah A., Wahyono Y., Ariyanto N., Sasongko N.A., Kumalasari I., Putri V.Z.E., and Ariyanti D. (2024). Evaluating the environmental impacts of land use change in the conservation area of Indonesian National Park using life cycle assessment. Regional studies in marine science, 80, 103889. https://doi.org/10.1016/j.rsma.2024.103889</mixed-citation></citation-alternatives></ref><ref id="cit7"><label>7</label><citation-alternatives><mixed-citation xml:lang="ru">Ardhani T.S.P., Murdiyarso D., Kusmana C. (2020). Effects of permeable barriers on total ecosystem carbon stocks of mangrove forests and abandoned ponds in Demak District, Central Java, Indonesia. Biodiversitas. 21(11). https://doi.org/10.13057/biodiv/d211134.</mixed-citation><mixed-citation xml:lang="en">Ardhani T.S.P., Murdiyarso D., Kusmana C. (2020). Effects of permeable barriers on total ecosystem carbon stocks of mangrove forests and abandoned ponds in Demak District, Central Java, Indonesia. Biodiversitas. 21(11). https://doi.org/10.13057/biodiv/d211134.</mixed-citation></citation-alternatives></ref><ref id="cit8"><label>8</label><citation-alternatives><mixed-citation xml:lang="ru">Arifanti V.B., Basyuni M., Suharti S., Slamet B., Karlina E., Sidik F., and Ali H.M. (2025). Assessing the environmental and socioeconomic impacts of mangrove loss in Indonesia: A synthesis for science-based policy. Forest Science and Technology, 21(4), 430-446.. https://doi.org/10.1080/21580103.2025.2536595</mixed-citation><mixed-citation xml:lang="en">Arifanti V.B., Basyuni M., Suharti S., Slamet B., Karlina E., Sidik F., and Ali H.M. (2025). Assessing the environmental and socioeconomic impacts of mangrove loss in Indonesia: A synthesis for science-based policy. Forest Science and Technology, 21(4), 430-446.. https://doi.org/10.1080/21580103.2025.2536595</mixed-citation></citation-alternatives></ref><ref id="cit9"><label>9</label><citation-alternatives><mixed-citation xml:lang="ru">Arifanti V.B., Kauffman J.B., Subarno, Ilman M., Tosiani A., and Novita N. (2022). Contributions of mangrove conservation and restoration to climate change mitigation in Indonesia. Global Change Biology, 28(15), 4523-4538. https://doi.org/10.1111/gcb.16216</mixed-citation><mixed-citation xml:lang="en">Arifanti V.B., Kauffman J.B., Subarno, Ilman M., Tosiani A., and Novita N. (2022). Contributions of mangrove conservation and restoration to climate change mitigation in Indonesia. Global Change Biology, 28(15), 4523-4538. https://doi.org/10.1111/gcb.16216</mixed-citation></citation-alternatives></ref><ref id="cit10"><label>10</label><citation-alternatives><mixed-citation xml:lang="ru">Asadi M.A., Al-kareem A.S.B., Aprilianto R.Y., Sartimbul A., Yamindago A., Saputra D.K., and Riyadi A. (2024). Assessment of mangrove structures and biomass on islands along the Java Sea: a case study on Bawean Islands and Karimunjawa Islands. Frontiers in Ecology and Evolution, 12, 1422749. https://doi.org/10.3389/fevo.2024.1422749</mixed-citation><mixed-citation xml:lang="en">Asadi M.A., Al-kareem A.S.B., Aprilianto R.Y., Sartimbul A., Yamindago A., Saputra D.K., and Riyadi A. (2024). Assessment of mangrove structures and biomass on islands along the Java Sea: a case study on Bawean Islands and Karimunjawa Islands. Frontiers in Ecology and Evolution, 12, 1422749. https://doi.org/10.3389/fevo.2024.1422749</mixed-citation></citation-alternatives></ref><ref id="cit11"><label>11</label><citation-alternatives><mixed-citation xml:lang="ru">Asbridge E.F., Bartolo R., Finlayson C.M., Lucas R.M., Rogers K., and Woodroffe C.D. (2019). Assessing the distribution and drivers of mangrove dieback in Kakadu National Park, northern Australia. Estuarine, Coastal and Shelf Science, 228, 106353. https://doi.org/10.1016/j.ecss.2019.106353</mixed-citation><mixed-citation xml:lang="en">Asbridge E.F., Bartolo R., Finlayson C.M., Lucas R.M., Rogers K., and Woodroffe C.D. (2019). Assessing the distribution and drivers of mangrove dieback in Kakadu National Park, northern Australia. Estuarine, Coastal and Shelf Science, 228, 106353. https://doi.org/10.1016/j.ecss.2019.106353</mixed-citation></citation-alternatives></ref><ref id="cit12"><label>12</label><citation-alternatives><mixed-citation xml:lang="ru">Atwood T.B., Connolly R.M., Almahasheer H., Carnell P.E., Duarte C.M., Lewis C.J.E., Irigoien X., Kelleway J.J., Lavery P.S., Macreadie P.I., Serrano O., Sanders C.J., Santos I., Steven A.D.L. and Lovelock C.E. (2017). Global patterns in mangrove soil carbon stocks and losses. Nature Climate Change, 7(7), 523–528. https://doi.org/10.1038/nclimate3326</mixed-citation><mixed-citation xml:lang="en">Atwood T.B., Connolly R.M., Almahasheer H., Carnell P.E., Duarte C.M., Lewis C.J.E., Irigoien X., Kelleway J.J., Lavery P.S., Macreadie P.I., Serrano O., Sanders C.J., Santos I., Steven A.D.L. and Lovelock C.E. (2017). Global patterns in mangrove soil carbon stocks and losses. Nature Climate Change, 7(7), 523–528. https://doi.org/10.1038/nclimate3326</mixed-citation></citation-alternatives></ref><ref id="cit13"><label>13</label><citation-alternatives><mixed-citation xml:lang="ru">Bacar F.F. (2025). Forest habitat loss diminishes the landscape connectivity in a biodiversity hotspot. Biodiversity and Conservation, 34(4), 1403–1430. https://doi.org/10.1007/s10531-025-03024-x</mixed-citation><mixed-citation xml:lang="en">Bacar F.F. (2025). Forest habitat loss diminishes the landscape connectivity in a biodiversity hotspot. Biodiversity and Conservation, 34(4), 1403–1430. https://doi.org/10.1007/s10531-025-03024-x</mixed-citation></citation-alternatives></ref><ref id="cit14"><label>14</label><citation-alternatives><mixed-citation xml:lang="ru">Bacar F.F. (2025). Mapping plant taxonomic diversity and spatial structure of mangrove communities with spaceborne imagery. Community Ecology. https://doi.org/10.1007/s42974-025-00252-7</mixed-citation><mixed-citation xml:lang="en">Bacar F.F. (2025). Mapping plant taxonomic diversity and spatial structure of mangrove communities with spaceborne imagery. Community Ecology. https://doi.org/10.1007/s42974-025-00252-7</mixed-citation></citation-alternatives></ref><ref id="cit15"><label>15</label><citation-alternatives><mixed-citation xml:lang="ru">Basyuni M., Amelia R., Aznawi A.A., Wirasatriya A., Iryanthony S.B., Slamet B., Musatniroh S., Rahmania R., Rahmila Y.I., Sumarga E., Larekeng S.H., Salmo III S., Kajita I., Sivaipram I., Ali H.A. and Aznawi A.A. (2025). Reduction of mangrove carbon stocks ecosystems attributed to illegal logging using combination of unmanned aerial vehicle imagery and field surveys. Global Journal of Environmental Science and Management, 11(1), 225–242. https://doi.org/10.22034/gjesm.2025.01.14</mixed-citation><mixed-citation xml:lang="en">Basyuni M., Amelia R., Aznawi A.A., Wirasatriya A., Iryanthony S.B., Slamet B., Musatniroh S., Rahmania R., Rahmila Y.I., Sumarga E., Larekeng S.H., Salmo III S., Kajita I., Sivaipram I., Ali H.A. and Aznawi A.A. (2025). Reduction of mangrove carbon stocks ecosystems attributed to illegal logging using combination of unmanned aerial vehicle imagery and field surveys. Global Journal of Environmental Science and Management, 11(1), 225–242. https://doi.org/10.22034/gjesm.2025.01.14</mixed-citation></citation-alternatives></ref><ref id="cit16"><label>16</label><citation-alternatives><mixed-citation xml:lang="ru">Baumgartner U., Kell S. and Nguyen T.H. (2016). Arbitrary mangrove-to-water ratios imposed on shrimp farmers in Vietnam contradict with the aims of sustainable forest management. SpringerPlus 5, 438. https://doi.org/10.1186/s40064-016-2070-3</mixed-citation><mixed-citation xml:lang="en">Baumgartner U., Kell S. and Nguyen T.H. (2016). Arbitrary mangrove-to-water ratios imposed on shrimp farmers in Vietnam contradict with the aims of sustainable forest management. SpringerPlus 5, 438. https://doi.org/10.1186/s40064-016-2070-3</mixed-citation></citation-alternatives></ref><ref id="cit17"><label>17</label><citation-alternatives><mixed-citation xml:lang="ru">Bhargava R. and Friess D.A. (2022). Previous shoreline dynamics determine future susceptibility to cyclone impact in the Sundarban mangrove forest. Frontiers in Marine Science, 9, 814577. https://doi.org/10.3389/fmars.2022.814577</mixed-citation><mixed-citation xml:lang="en">Bhargava R. and Friess D.A. (2022). Previous shoreline dynamics determine future susceptibility to cyclone impact in the Sundarban mangrove forest. Frontiers in Marine Science, 9, 814577. https://doi.org/10.3389/fmars.2022.814577</mixed-citation></citation-alternatives></ref><ref id="cit18"><label>18</label><citation-alternatives><mixed-citation xml:lang="ru">Bryan-Brown D.N., Connolly R.M., Richards D.R., Adame F., Friess D.A. and Brown C.J. (2020). Global trends in mangrove forest fragmentation. Scientific Reports, 10, 7117. https://doi.org/10.1038/s41598-020-63880-1</mixed-citation><mixed-citation xml:lang="en">Bryan-Brown D.N., Connolly R.M., Richards D.R., Adame F., Friess D.A. and Brown C.J. (2020). Global trends in mangrove forest fragmentation. Scientific Reports, 10, 7117. https://doi.org/10.1038/s41598-020-63880-1</mixed-citation></citation-alternatives></ref><ref id="cit19"><label>19</label><citation-alternatives><mixed-citation xml:lang="ru">Bu F., Nan Q., Li W., Bolan N., Sarkar B., Meng J. and Wang H. (2022). Meta-analysis for quantifying carbon sequestration and greenhouse gas emission in paddy soils one year after biochar application. Agronomy, 12(12), 3065. https://doi.org/10.3390/agronomy12123065</mixed-citation><mixed-citation xml:lang="en">Bu F., Nan Q., Li W., Bolan N., Sarkar B., Meng J. and Wang H. (2022). Meta-analysis for quantifying carbon sequestration and greenhouse gas emission in paddy soils one year after biochar application. Agronomy, 12(12), 3065. https://doi.org/10.3390/agronomy12123065</mixed-citation></citation-alternatives></ref><ref id="cit20"><label>20</label><citation-alternatives><mixed-citation xml:lang="ru">Cameron C., Hutley L.B., Friess D.A. and Brown B. (2019). Community structure dynamics and carbon stock change of rehabilitated mangrove forests in Sulawesi, Indonesia. Ecological Applications, 29(1), 1–20. https://www.jstor.org/stable/26669238</mixed-citation><mixed-citation xml:lang="en">Cameron C., Hutley L.B., Friess D.A. and Brown B. (2019). Community structure dynamics and carbon stock change of rehabilitated mangrove forests in Sulawesi, Indonesia. Ecological Applications, 29(1), 1–20. https://www.jstor.org/stable/26669238</mixed-citation></citation-alternatives></ref><ref id="cit21"><label>21</label><citation-alternatives><mixed-citation xml:lang="ru">Choudhary B., Dhar V. and Pawase A.S. (2024). Blue carbon and the role of mangroves in carbon sequestration: Its mechanisms, estimation, human impacts and conservation strategies for economic incentives. Journal of Sea Research, 199, 102504. https://doi.org/10.1016/j.seares.2024.102504</mixed-citation><mixed-citation xml:lang="en">Choudhary B., Dhar V. and Pawase A.S. (2024). Blue carbon and the role of mangroves in carbon sequestration: Its mechanisms, estimation, human impacts and conservation strategies for economic incentives. Journal of Sea Research, 199, 102504. https://doi.org/10.1016/j.seares.2024.102504</mixed-citation></citation-alternatives></ref><ref id="cit22"><label>22</label><citation-alternatives><mixed-citation xml:lang="ru">Fajeriadi H., Fahmi F., Dharmono D., Zaini M., Putra A.P., Suyidno S. and Saifuddin M.F. (2024). The role of estuarine wetland in carbon storage for climate change mitigation: A bibliometric analysis. In BIO Web of Conferences [Online] Volume 148, p. 02024. EDP Sciences. https://doi.org/10.1051/bioconf/202414802024</mixed-citation><mixed-citation xml:lang="en">Fajeriadi H., Fahmi F., Dharmono D., Zaini M., Putra A.P., Suyidno S. and Saifuddin M.F. (2024). The role of estuarine wetland in carbon storage for climate change mitigation: A bibliometric analysis. In BIO Web of Conferences [Online] Volume 148, p. 02024. EDP Sciences. https://doi.org/10.1051/bioconf/202414802024</mixed-citation></citation-alternatives></ref><ref id="cit23"><label>23</label><citation-alternatives><mixed-citation xml:lang="ru">Friess D.A., Adame M.F., Adams J.B. and Lovelock C.E. (2022). Mangrove forests under climate change in a 2 °C world. WIREs Climate Change, 13(4), e792. https://doi.org/10.1002/wcc.792</mixed-citation><mixed-citation xml:lang="en">Friess D.A., Adame M.F., Adams J.B. and Lovelock C.E. (2022). Mangrove forests under climate change in a 2 °C world. WIREs Climate Change, 13(4), e792. https://doi.org/10.1002/wcc.792</mixed-citation></citation-alternatives></ref><ref id="cit24"><label>24</label><citation-alternatives><mixed-citation xml:lang="ru">Friess D.A., Rogers K., Lovelock C.E., Krauss K.W., Hamilton S.E., Lee S.Y., Lucas R., Primavera J., Rajkaran A. and Shi S. (2019). The state of the world’s mangrove forests: Past, present, and future. Annual Review of Environment and Resources, 44, 89–115. https://doi.org/10.1146/annurev-environ-101718-033302</mixed-citation><mixed-citation xml:lang="en">Friess D.A., Rogers K., Lovelock C.E., Krauss K.W., Hamilton S.E., Lee S.Y., Lucas R., Primavera J., Rajkaran A. and Shi S. (2019). The state of the world’s mangrove forests: Past, present, and future. Annual Review of Environment and Resources, 44, 89–115. https://doi.org/10.1146/annurev-environ-101718-033302</mixed-citation></citation-alternatives></ref><ref id="cit25"><label>25</label><citation-alternatives><mixed-citation xml:lang="ru">Fu L., Chen J., Wang Z. (2024). MSFANet: multi-scale fusion attention network for mangrove remote sensing lmage segmentation using pattern recognition. J Cloud Comp, 13, 27. https://doi.org/10.1186/s13677-023-00565-w</mixed-citation><mixed-citation xml:lang="en">Fu L., Chen J., Wang Z. (2024). MSFANet: multi-scale fusion attention network for mangrove remote sensing lmage segmentation using pattern recognition. J Cloud Comp, 13, 27. https://doi.org/10.1186/s13677-023-00565-w</mixed-citation></citation-alternatives></ref><ref id="cit26"><label>26</label><citation-alternatives><mixed-citation xml:lang="ru">Gunathilaka M. and Fernando S.L.J. (2022). Accuracy assessment of unsupervised land use and land cover classification using remote sensing and geographical information systems. International Journal of Environment, Engineering and Education, 4(3), 76–82. https://doi.org/10.55151/ijeedu.v4i3.73</mixed-citation><mixed-citation xml:lang="en">Gunathilaka M. and Fernando S.L.J. (2022). Accuracy assessment of unsupervised land use and land cover classification using remote sensing and geographical information systems. International Journal of Environment, Engineering and Education, 4(3), 76–82. https://doi.org/10.55151/ijeedu.v4i3.73</mixed-citation></citation-alternatives></ref><ref id="cit27"><label>27</label><citation-alternatives><mixed-citation xml:lang="ru">Hadiyanto H., Halim M.A.R., Muhammad F., Soeprobowati T.R., Sularto. (2021). Potential for environmental services based on the estimation of reserved carbon in the mangunharjo mangrove ecosystem. Polish Journal of Environmental Studies. 30(4), 3545 – 3552. DOI: 10.15244/pjoes/126374</mixed-citation><mixed-citation xml:lang="en">Hadiyanto H., Halim M.A.R., Muhammad F., Soeprobowati T.R., Sularto. (2021). Potential for environmental services based on the estimation of reserved carbon in the mangunharjo mangrove ecosystem. Polish Journal of Environmental Studies. 30(4), 3545 – 3552. DOI: 10.15244/pjoes/126374</mixed-citation></citation-alternatives></ref><ref id="cit28"><label>28</label><citation-alternatives><mixed-citation xml:lang="ru">Halim M.A.R., Soeprobowati T.R., Hadiyanto H. (2023). Ecological Assessment of the Role of Mangrove Trees in Carbon Sequestration and Biodiversity in Karimunjawa National Park Indonesia. Geography, Environment, Sustainability. 16(3), 32-42. https://doi.org/10.24057/2071-9388-2022-2565</mixed-citation><mixed-citation xml:lang="en">Halim M.A.R., Soeprobowati T.R., Hadiyanto H. (2023). Ecological Assessment of the Role of Mangrove Trees in Carbon Sequestration and Biodiversity in Karimunjawa National Park Indonesia. Geography, Environment, Sustainability. 16(3), 32-42. https://doi.org/10.24057/2071-9388-2022-2565</mixed-citation></citation-alternatives></ref><ref id="cit29"><label>29</label><citation-alternatives><mixed-citation xml:lang="ru">Hayati A.N., Afiati N. and Helmi M. (2023). Carbon sequestration of above ground biomass approach in the rehabilitated Mangrove stand at Jepara Regency, central Java, Indonesia. Jurnal Ilmiah Perikanan dan Kelautan, 15(1), 224.</mixed-citation><mixed-citation xml:lang="en">Hayati A.N., Afiati N. and Helmi M. (2023). Carbon sequestration of above ground biomass approach in the rehabilitated Mangrove stand at Jepara Regency, central Java, Indonesia. Jurnal Ilmiah Perikanan dan Kelautan, 15(1), 224.</mixed-citation></citation-alternatives></ref><ref id="cit30"><label>30</label><citation-alternatives><mixed-citation xml:lang="ru">Hoang H.T.T., Duong T.T., Nguyen K.T., Le Q.T.P., Luu M.T.N., Trinh D.A., Le A.H., Ho C.T., Dang K.D., Némery J., Orange D., Klein J. (2018). Impact of anthropogenic activities on water quality and plankton communities in the Day River (Red River Delta, Vietnam). Environ Monit Assess 190(2):67. https://doi.org/10.1007/s10661-017-6435-z</mixed-citation><mixed-citation xml:lang="en">Hoang H.T.T., Duong T.T., Nguyen K.T., Le Q.T.P., Luu M.T.N., Trinh D.A., Le A.H., Ho C.T., Dang K.D., Némery J., Orange D., Klein J. (2018). Impact of anthropogenic activities on water quality and plankton communities in the Day River (Red River Delta, Vietnam). Environ Monit Assess 190(2):67. https://doi.org/10.1007/s10661-017-6435-z</mixed-citation></citation-alternatives></ref><ref id="cit31"><label>31</label><citation-alternatives><mixed-citation xml:lang="ru">Howard J., Hoyt S., Isensee K., Telszewski M. and Pidgeon E. (Eds.). (2017). Coastal blue carbon: Methods for assessing carbon stocks and emissions factors in mangroves, tidal salt marshes, and seagrass meadows. Conservation International, IUCN, and UNESCO. Imasu R., Matsunaga T. and Nakajima M. (2023). Greenhouse gases Observing SATellite 2 (GOSAT-2): mission overview. Prog Earth Planet Sci, 10, 33. https://doi.org/10.1186/s40645-023-00562-2</mixed-citation><mixed-citation xml:lang="en">Howard J., Hoyt S., Isensee K., Telszewski M. and Pidgeon E. (Eds.). (2017). Coastal blue carbon: Methods for assessing carbon stocks and emissions factors in mangroves, tidal salt marshes, and seagrass meadows. Conservation International, IUCN, and UNESCO. Imasu R., Matsunaga T. and Nakajima M. (2023). Greenhouse gases Observing SATellite 2 (GOSAT-2): mission overview. Prog Earth Planet Sci, 10, 33. https://doi.org/10.1186/s40645-023-00562-2</mixed-citation></citation-alternatives></ref><ref id="cit32"><label>32</label><citation-alternatives><mixed-citation xml:lang="ru">Jiang L., Yang T. and Yu J. (2022). Global trends and prospects of blue carbon sinks: a bibliometric analysis. Environmental Science and Pollution Research, 29(44), 65924-65939.</mixed-citation><mixed-citation xml:lang="en">Jiang L., Yang T. and Yu J. (2022). Global trends and prospects of blue carbon sinks: a bibliometric analysis. Environmental Science and Pollution Research, 29(44), 65924-65939.</mixed-citation></citation-alternatives></ref><ref id="cit33"><label>33</label><citation-alternatives><mixed-citation xml:lang="ru">Johnson G.C. and Lyman J.M. (2020). Warming trends increasingly dominate global ocean. Nature Climate Change, 10, 757–761. https://doi.org/10.1038/s41558-020-0822-0</mixed-citation><mixed-citation xml:lang="en">Johnson G.C. and Lyman J.M. (2020). Warming trends increasingly dominate global ocean. Nature Climate Change, 10, 757–761. https://doi.org/10.1038/s41558-020-0822-0</mixed-citation></citation-alternatives></ref><ref id="cit34"><label>34</label><citation-alternatives><mixed-citation xml:lang="ru">Kacprzak M.J., Ellis A., Fijałkowski K., Kupich I., Gryszpanowicz P., Greenfield E. and Nowak D. (2024). Urban forest species selection for improvement of ecological benefits in Polish cities: The actual and forecast potential. Journal of Environmental Management, 366, 121732. https://doi.org/10.1016/j.jenvman.2024.121732</mixed-citation><mixed-citation xml:lang="en">Kacprzak M.J., Ellis A., Fijałkowski K., Kupich I., Gryszpanowicz P., Greenfield E. and Nowak D. (2024). Urban forest species selection for improvement of ecological benefits in Polish cities: The actual and forecast potential. Journal of Environmental Management, 366, 121732. https://doi.org/10.1016/j.jenvman.2024.121732</mixed-citation></citation-alternatives></ref><ref id="cit35"><label>35</label><citation-alternatives><mixed-citation xml:lang="ru">Lee S.Y., Primavera J.H., Dahdouh-Guebas F., McKee K., Bosire J.O., Cannicci S., and Record S. (2014). Ecological role and services of tropical mangrove ecosystems: A reassessment. Global Ecology and Biogeography, 23(7), 726–743. https://doi.org/10.1111/geb.12155</mixed-citation><mixed-citation xml:lang="en">Lee S.Y., Primavera J.H., Dahdouh-Guebas F., McKee K., Bosire J.O., Cannicci S., and Record S. (2014). Ecological role and services of tropical mangrove ecosystems: A reassessment. Global Ecology and Biogeography, 23(7), 726–743. https://doi.org/10.1111/geb.12155</mixed-citation></citation-alternatives></ref><ref id="cit36"><label>36</label><citation-alternatives><mixed-citation xml:lang="ru">Liao J., Li G., Zhang S., Yang Y., Li Y., Dong Z., Guo Y. and Wang Z. (2025). Global warming exacerbates the risk of habitat loss for regional mangrove species. Sci Rep, 15, 19710. https://doi.org/10.1038/s41598-025-04364-y</mixed-citation><mixed-citation xml:lang="en">Liao J., Li G., Zhang S., Yang Y., Li Y., Dong Z., Guo Y. and Wang Z. (2025). Global warming exacerbates the risk of habitat loss for regional mangrove species. Sci Rep, 15, 19710. https://doi.org/10.1038/s41598-025-04364-y</mixed-citation></citation-alternatives></ref><ref id="cit37"><label>37</label><citation-alternatives><mixed-citation xml:lang="ru">Lovelock C.E., Cahoon D.R., Friess D.A., Guntenspergen G.R., Krauss K.W., Reef R., Rogers K., Saunders M.L., Sidik F., Swales A., Saintilan N., Thuyen L.X. and Triet T. (2015). The vulnerability of Indo-Pacific mangrove forests to sea-level rise. Nature, 526(7574), 559–563. https://doi.org/10.1038/nature15538</mixed-citation><mixed-citation xml:lang="en">Lovelock C.E., Cahoon D.R., Friess D.A., Guntenspergen G.R., Krauss K.W., Reef R., Rogers K., Saunders M.L., Sidik F., Swales A., Saintilan N., Thuyen L.X. and Triet T. (2015). The vulnerability of Indo-Pacific mangrove forests to sea-level rise. Nature, 526(7574), 559–563. https://doi.org/10.1038/nature15538</mixed-citation></citation-alternatives></ref><ref id="cit38"><label>38</label><citation-alternatives><mixed-citation xml:lang="ru">Lovelock C.E. and Duarte C.M. (2025). Out of the blue carbon box: toward investable blue natural capital. Biol. Lett, 21: 20240648. https://doi.org/10.1098/rsbl.2024.0648</mixed-citation><mixed-citation xml:lang="en">Lovelock C.E. and Duarte C.M. (2025). Out of the blue carbon box: toward investable blue natural capital. Biol. Lett, 21: 20240648. https://doi.org/10.1098/rsbl.2024.0648</mixed-citation></citation-alternatives></ref><ref id="cit39"><label>39</label><citation-alternatives><mixed-citation xml:lang="ru">Macreadie P.I., Costa M.D., Atwood T.B., Friess D.A., Kelleway J.J., Kennedy H., and Duarte C.M. (2021). Blue carbon as a natural climate solution. Nature Reviews Earth &amp; Environment, 2(12), 826-839. https://doi.org/10.1038/s43017-021-00224-1</mixed-citation><mixed-citation xml:lang="en">Macreadie P.I., Costa M.D., Atwood T.B., Friess D.A., Kelleway J.J., Kennedy H., and Duarte C.M. (2021). Blue carbon as a natural climate solution. Nature Reviews Earth &amp; Environment, 2(12), 826-839. https://doi.org/10.1038/s43017-021-00224-1</mixed-citation></citation-alternatives></ref><ref id="cit40"><label>40</label><citation-alternatives><mixed-citation xml:lang="ru">Mahmood R., Zhang L. and Li G. (2023). Assessing effectiveness of nature-based solution with big earth data: 60 years mangrove plantation program in Bangladesh coast. Ecol Process, 12, 11. https://doi.org/10.1186/s13717-023-00419-y</mixed-citation><mixed-citation xml:lang="en">Mahmood R., Zhang L. and Li G. (2023). Assessing effectiveness of nature-based solution with big earth data: 60 years mangrove plantation program in Bangladesh coast. Ecol Process, 12, 11. https://doi.org/10.1186/s13717-023-00419-y</mixed-citation></citation-alternatives></ref><ref id="cit41"><label>41</label><citation-alternatives><mixed-citation xml:lang="ru">Murdiyarso D., Arifanti V.B., Sidik F., Sillanpää M. and Sasmito S.D. (2021). Optimizing carbon stocks and sedimentation in Indonesian mangroves under different management regimes. Wetland carbon and environmental management, 159-172 https://doi.org/10.1002/9781119639305.ch8</mixed-citation><mixed-citation xml:lang="en">Murdiyarso D., Arifanti V.B., Sidik F., Sillanpää M. and Sasmito S.D. (2021). Optimizing carbon stocks and sedimentation in Indonesian mangroves under different management regimes. Wetland carbon and environmental management, 159-172 https://doi.org/10.1002/9781119639305.ch8</mixed-citation></citation-alternatives></ref><ref id="cit42"><label>42</label><citation-alternatives><mixed-citation xml:lang="ru">Murdiyarso D., Krisnawati H., Adinugroho W.C. and Sasmito S.D. (2023). Deriving emission factors for mangrove blue carbon ecosystem in Indonesia. Carbon Balance Manage, 18(12). https://doi.org/10.1186/s13021-023-00233-1</mixed-citation><mixed-citation xml:lang="en">Murdiyarso D., Krisnawati H., Adinugroho W.C. and Sasmito S.D. (2023). Deriving emission factors for mangrove blue carbon ecosystem in Indonesia. Carbon Balance Manage, 18(12). https://doi.org/10.1186/s13021-023-00233-1</mixed-citation></citation-alternatives></ref><ref id="cit43"><label>43</label><citation-alternatives><mixed-citation xml:lang="ru">Nguyen KA., Liou YA., Tran H.P. (2020). Soil salinity assessment by using near-infrared channel and Vegetation Soil Salinity Index derived from Landsat 8 OLI data: a case study in the Tra Vinh Province, Mekong Delta, Vietnam. Prog Earth Planet Sci, 7(1). https://doi.org/10.1186/s40645-019-0311-0</mixed-citation><mixed-citation xml:lang="en">Nguyen KA., Liou YA., Tran H.P. (2020). Soil salinity assessment by using near-infrared channel and Vegetation Soil Salinity Index derived from Landsat 8 OLI data: a case study in the Tra Vinh Province, Mekong Delta, Vietnam. Prog Earth Planet Sci, 7(1). https://doi.org/10.1186/s40645-019-0311-0</mixed-citation></citation-alternatives></ref><ref id="cit44"><label>44</label><citation-alternatives><mixed-citation xml:lang="ru">Nuraini R.A.T., Pringgenies D., Suryono C.A. and Adhari V.H. (2021). Stok Karbon Pada Tegakan Vegetasi Mangrove di Pulau Karimunjawa. Buletin Oseanografi Marina, 10(2), 180-188. https://doi.org/10.14710/buloma.v10i2.31616</mixed-citation><mixed-citation xml:lang="en">Nuraini R.A.T., Pringgenies D., Suryono C.A. and Adhari V.H. (2021). Stok Karbon Pada Tegakan Vegetasi Mangrove di Pulau Karimunjawa. Buletin Oseanografi Marina, 10(2), 180-188. https://doi.org/10.14710/buloma.v10i2.31616</mixed-citation></citation-alternatives></ref><ref id="cit45"><label>45</label><citation-alternatives><mixed-citation xml:lang="ru">Ogohara K., Takagi M., Murakami S.Y. (2017). Overview of Akatsuki data products: definition of data levels, method and accuracy of geometric correction. Earth Planets Space, 69(167). https://doi.org/10.1186/s40623-017-0749-5</mixed-citation><mixed-citation xml:lang="en">Ogohara K., Takagi M., Murakami S.Y. (2017). Overview of Akatsuki data products: definition of data levels, method and accuracy of geometric correction. Earth Planets Space, 69(167). https://doi.org/10.1186/s40623-017-0749-5</mixed-citation></citation-alternatives></ref><ref id="cit46"><label>46</label><citation-alternatives><mixed-citation xml:lang="ru">Olofsson P., Foody G.M., Herold M., Stehman S.V., Woodcock C.E. and Wulder M.A. (2014). Good practices for estimating area and assessing accuracy of land change. Remote Sensing of Environment, 148, 42–57. https://doi.org/10.1016/j.rse.2014.02.015</mixed-citation><mixed-citation xml:lang="en">Olofsson P., Foody G.M., Herold M., Stehman S.V., Woodcock C.E. and Wulder M.A. (2014). Good practices for estimating area and assessing accuracy of land change. Remote Sensing of Environment, 148, 42–57. https://doi.org/10.1016/j.rse.2014.02.015</mixed-citation></citation-alternatives></ref><ref id="cit47"><label>47</label><citation-alternatives><mixed-citation xml:lang="ru">Prihantono J., Nakamura T., Nadaoka K., Wirasatriya A. and Adi N.S. (2022). Rainfall variability and tidal inundation influences on mangrove greenness in Karimunjawa National Park, Indonesia. Sustainability, 14(14), 8948. https://doi.org/10.3390/su14148948.</mixed-citation><mixed-citation xml:lang="en">Prihantono J., Nakamura T., Nadaoka K., Wirasatriya A. and Adi N.S. (2022). Rainfall variability and tidal inundation influences on mangrove greenness in Karimunjawa National Park, Indonesia. Sustainability, 14(14), 8948. https://doi.org/10.3390/su14148948.</mixed-citation></citation-alternatives></ref><ref id="cit48"><label>48</label><citation-alternatives><mixed-citation xml:lang="ru">Purwanto A.D., Wikantika K., Deliar A., Darmawan S., Suprapedi, Saepuloh A. and Prayudha B. (2025). Spatial Heterogeneity of Mangrove Changes and Its Local Driving Factors on the Southern Coast of Java Island, Indonesia. Scientifica, 2025(1), 6670733. https://doi.org/10.1155/sci5/6670733</mixed-citation><mixed-citation xml:lang="en">Purwanto A.D., Wikantika K., Deliar A., Darmawan S., Suprapedi, Saepuloh A. and Prayudha B. (2025). Spatial Heterogeneity of Mangrove Changes and Its Local Driving Factors on the Southern Coast of Java Island, Indonesia. Scientifica, 2025(1), 6670733. https://doi.org/10.1155/sci5/6670733</mixed-citation></citation-alternatives></ref><ref id="cit49"><label>49</label><citation-alternatives><mixed-citation xml:lang="ru">Raffay M., Bagheri M. and Marzuki A. (2025). Monitoring and analyzing land use changes for sustainable development in Teluk Bahang, Penang, Malaysia: a GIS-based approach. J. Eng. Appl. Sci, 72(36). https://doi.org/10.1186/s44147-025-00601-3</mixed-citation><mixed-citation xml:lang="en">Raffay M., Bagheri M. and Marzuki A. (2025). Monitoring and analyzing land use changes for sustainable development in Teluk Bahang, Penang, Malaysia: a GIS-based approach. J. Eng. Appl. Sci, 72(36). https://doi.org/10.1186/s44147-025-00601-3</mixed-citation></citation-alternatives></ref><ref id="cit50"><label>50</label><citation-alternatives><mixed-citation xml:lang="ru">Rahim A., Soeprobowati T.R., Helmi M. and Kruszewski Ł. (2026). Spatiotemporal analysis of mangrove cover change and future projections in West Sumatra and Northern Java. Landscape and Ecological Engineering, 1-17. https://doi.org/10.1007/s11355-026-00714-8</mixed-citation><mixed-citation xml:lang="en">Rahim A., Soeprobowati T.R., Helmi M. and Kruszewski Ł. (2026). Spatiotemporal analysis of mangrove cover change and future projections in West Sumatra and Northern Java. Landscape and Ecological Engineering, 1-17. https://doi.org/10.1007/s11355-026-00714-8</mixed-citation></citation-alternatives></ref><ref id="cit51"><label>51</label><citation-alternatives><mixed-citation xml:lang="ru">Rahim A., Soeprobowati T.R., Putranto T.T., Falah M.H., Gell P. (2024). Contribution of mangrove forest carbon stocks on climate change mitigation: a case study at Tuntang Estuary, Central Java. J Coast Conserv, 28(65). https://doi.org/10.1007/s11852-024-01059-w</mixed-citation><mixed-citation xml:lang="en">Rahim A., Soeprobowati T.R., Putranto T.T., Falah M.H., Gell P. (2024). Contribution of mangrove forest carbon stocks on climate change mitigation: a case study at Tuntang Estuary, Central Java. J Coast Conserv, 28(65). https://doi.org/10.1007/s11852-024-01059-w</mixed-citation></citation-alternatives></ref><ref id="cit52"><label>52</label><citation-alternatives><mixed-citation xml:lang="ru">Rahmajati J.P., Husna V.N., Yulius Y. (2026). The spatio-temporal analysis of land use changes &amp; above-ground carbon stock in Sumbawa mangrove ecosystem, Indonesia. Anthropocene Coasts 9(13).. https://doi.org/10.1007/s44218-025-00116-7</mixed-citation><mixed-citation xml:lang="en">Rahmajati J.P., Husna V.N., Yulius Y. (2026). The spatio-temporal analysis of land use changes &amp; above-ground carbon stock in Sumbawa mangrove ecosystem, Indonesia. Anthropocene Coasts 9(13).. https://doi.org/10.1007/s44218-025-00116-7</mixed-citation></citation-alternatives></ref><ref id="cit53"><label>53</label><citation-alternatives><mixed-citation xml:lang="ru">Richards D.R., and Friess D.A. (2016). Rates and drivers of mangrove deforestation in Southeast Asia, 2000–2012. Proceedings of the National Academy of Sciences, 113(2), 344–349. https://doi.org/10.1073/pnas.1510272113</mixed-citation><mixed-citation xml:lang="en">Richards D.R., and Friess D.A. (2016). Rates and drivers of mangrove deforestation in Southeast Asia, 2000–2012. Proceedings of the National Academy of Sciences, 113(2), 344–349. https://doi.org/10.1073/pnas.1510272113</mixed-citation></citation-alternatives></ref><ref id="cit54"><label>54</label><citation-alternatives><mixed-citation xml:lang="ru">Romañach S.S., DeAngelis D.L., Koh H.L., Li Y., Teh S.Y., Barizan R.S.R. and Zhai L. (2018). Conservation and restoration of mangroves: Global status, perspectives, and prognosis. Ocean &amp; Coastal Management, 154, 72–82. https://doi.org/10.1016/j.ocecoaman.2018.01.009</mixed-citation><mixed-citation xml:lang="en">Romañach S.S., DeAngelis D.L., Koh H.L., Li Y., Teh S.Y., Barizan R.S.R. and Zhai L. (2018). Conservation and restoration of mangroves: Global status, perspectives, and prognosis. Ocean &amp; Coastal Management, 154, 72–82. https://doi.org/10.1016/j.ocecoaman.2018.01.009</mixed-citation></citation-alternatives></ref><ref id="cit55"><label>55</label><citation-alternatives><mixed-citation xml:lang="ru">Sahavacharin A., Sompongchaiyakul P. and Thaitakoo D. (2022). The effects of land-based change on coastal ecosystems. Landscape and Ecological Engineering, 18(3), 351-366. https://doi.org/10.1007/s11355-022-00505-x</mixed-citation><mixed-citation xml:lang="en">Sahavacharin A., Sompongchaiyakul P. and Thaitakoo D. (2022). The effects of land-based change on coastal ecosystems. Landscape and Ecological Engineering, 18(3), 351-366. https://doi.org/10.1007/s11355-022-00505-x</mixed-citation></citation-alternatives></ref><ref id="cit56"><label>56</label><citation-alternatives><mixed-citation xml:lang="ru">Santosa B., Redjeki S. and Ario R. (2023). Inventarisasi Jenis Lamun Di Perairan Pulau Nyamuk Kepulauan Karimunjawa, Jawa Tengah. Journal of Marine Research, 12(1), 124-130. https://doi.org/10.14710/jmr.v12i1.34326</mixed-citation><mixed-citation xml:lang="en">Santosa B., Redjeki S. and Ario R. (2023). Inventarisasi Jenis Lamun Di Perairan Pulau Nyamuk Kepulauan Karimunjawa, Jawa Tengah. Journal of Marine Research, 12(1), 124-130. https://doi.org/10.14710/jmr.v12i1.34326</mixed-citation></citation-alternatives></ref><ref id="cit57"><label>57</label><citation-alternatives><mixed-citation xml:lang="ru">Soeprobowati T.R., Sularto R.B., Hadiyanto H., Puryono S., Rahim A., Jumari J. and Gell P. (2024). The carbon stock potential of the restored mangrove ecosystem of Pasarbanggi, Rembang, Central Java. Marine Environmental Research, 193, 106257. https://doi.org/10.1016/j.marenvres.2023.106257</mixed-citation><mixed-citation xml:lang="en">Soeprobowati T.R., Sularto R.B., Hadiyanto H., Puryono S., Rahim A., Jumari J. and Gell P. (2024). The carbon stock potential of the restored mangrove ecosystem of Pasarbanggi, Rembang, Central Java. Marine Environmental Research, 193, 106257. https://doi.org/10.1016/j.marenvres.2023.106257</mixed-citation></citation-alternatives></ref><ref id="cit58"><label>58</label><citation-alternatives><mixed-citation xml:lang="ru">Subambang R.B., Damar A., Taryono T., Kurnia R. and Bengen D.G. (2025). Optimization of institutional framework for mangrove ecosystem management in Jakarta Bay: A multi-stakeholder collaborative approach. International Journal of Innovative Research and Scientific Studies, 8(8), 87–99. https://doi.org/10.53894/ijirss.v8i8.10548</mixed-citation><mixed-citation xml:lang="en">Subambang R.B., Damar A., Taryono T., Kurnia R. and Bengen D.G. (2025). Optimization of institutional framework for mangrove ecosystem management in Jakarta Bay: A multi-stakeholder collaborative approach. International Journal of Innovative Research and Scientific Studies, 8(8), 87–99. https://doi.org/10.53894/ijirss.v8i8.10548</mixed-citation></citation-alternatives></ref><ref id="cit59"><label>59</label><citation-alternatives><mixed-citation xml:lang="ru">Suryanti S., Muskananfola M.R., Febrianto S. and A’in C. (2025). Integrated coastal management strategies to enhance biodiversity conservation in Karimunjawa National Park, Jepara, Central Java, Indonesia. Biodiversitas Journal of Biological Diversity, 26(6). https://doi.org/10.13057/biodiv/d260643</mixed-citation><mixed-citation xml:lang="en">Suryanti S., Muskananfola M.R., Febrianto S. and A’in C. (2025). Integrated coastal management strategies to enhance biodiversity conservation in Karimunjawa National Park, Jepara, Central Java, Indonesia. Biodiversitas Journal of Biological Diversity, 26(6). https://doi.org/10.13057/biodiv/d260643</mixed-citation></citation-alternatives></ref><ref id="cit60"><label>60</label><citation-alternatives><mixed-citation xml:lang="ru">Suryanti S., Muskananfola M.R., Febrianto S. and A’in C. (2025). Analysis of coastal management strategies in responding to shoreline changes in Karimunjawa and Kemujan Islands of Central Java, Indonesia. Journal of Degraded and Mining Lands Management, 12(3), 7509- 7521. https://doi.org/10.15243/jdmlm.2025.123.7509</mixed-citation><mixed-citation xml:lang="en">Suryanti S., Muskananfola M.R., Febrianto S. and A’in C. (2025). Analysis of coastal management strategies in responding to shoreline changes in Karimunjawa and Kemujan Islands of Central Java, Indonesia. Journal of Degraded and Mining Lands Management, 12(3), 7509- 7521. https://doi.org/10.15243/jdmlm.2025.123.7509</mixed-citation></citation-alternatives></ref><ref id="cit61"><label>61</label><citation-alternatives><mixed-citation xml:lang="ru">Syahid L.N., Sakti A.D., Virtriana R., Wikantika K., Windupranata W., Tsuyuki S., Caraka R.E., Pribadi R. (2020). Determining optimal location for mangrove planting using remote sensing and climate model projection in Southeast Asia. Rem. Sens, 12, 3734. https://doi.org/10.3390/rs12223734</mixed-citation><mixed-citation xml:lang="en">Syahid L.N., Sakti A.D., Virtriana R., Wikantika K., Windupranata W., Tsuyuki S., Caraka R.E., Pribadi R. (2020). Determining optimal location for mangrove planting using remote sensing and climate model projection in Southeast Asia. Rem. Sens, 12, 3734. https://doi.org/10.3390/rs12223734</mixed-citation></citation-alternatives></ref><ref id="cit62"><label>62</label><citation-alternatives><mixed-citation xml:lang="ru">Syahid L.N., Sakti A.D., Ward R., Rosleine D., Windupranata W., Wikantika K. (2023). Optimizing the spatial distribution of Southeast Asia mangrove restoration based on zonation, species and carbon projection schemes. Estuarine, Coastal and Shelf Science, 293, 108477. https://doi.org/10.1016/j.ecss.2023.108477</mixed-citation><mixed-citation xml:lang="en">Syahid L.N., Sakti A.D., Ward R., Rosleine D., Windupranata W., Wikantika K. (2023). Optimizing the spatial distribution of Southeast Asia mangrove restoration based on zonation, species and carbon projection schemes. Estuarine, Coastal and Shelf Science, 293, 108477. https://doi.org/10.1016/j.ecss.2023.108477</mixed-citation></citation-alternatives></ref><ref id="cit63"><label>63</label><citation-alternatives><mixed-citation xml:lang="ru">Trihatmoko E., Nurlinda N., Darussalam A., Purwitaningsih S., Sartohadi J., Banowati E. and Aji A. (2024). Preserving coastal ecosystem through micro-zonation analysis of Karimunjawa, Indonesia. Environmental Monitoring and Assessment, 196(1), 88. https://doi.org/10.1007/s10661-023-12257-8</mixed-citation><mixed-citation xml:lang="en">Trihatmoko E., Nurlinda N., Darussalam A., Purwitaningsih S., Sartohadi J., Banowati E. and Aji A. (2024). Preserving coastal ecosystem through micro-zonation analysis of Karimunjawa, Indonesia. Environmental Monitoring and Assessment, 196(1), 88. https://doi.org/10.1007/s10661-023-12257-8</mixed-citation></citation-alternatives></ref><ref id="cit64"><label>64</label><citation-alternatives><mixed-citation xml:lang="ru">Try S., Tanaka S. and Tanaka K. (2020). Assessing the effects of climate change on flood inundation in the lower Mekong Basin using high-resolution AGCM outputs. Prog Earth Planet Sci, 7, 34. https://doi.org/10.1186/s40645-020-00353-z</mixed-citation><mixed-citation xml:lang="en">Try S., Tanaka S. and Tanaka K. (2020). Assessing the effects of climate change on flood inundation in the lower Mekong Basin using high-resolution AGCM outputs. Prog Earth Planet Sci, 7, 34. https://doi.org/10.1186/s40645-020-00353-z</mixed-citation></citation-alternatives></ref><ref id="cit65"><label>65</label><citation-alternatives><mixed-citation xml:lang="ru">West G.J., Gibson P.T. and Glasby T.M. (2025). Monitoring Estuarine Habitats and Threats at a Regional Scale Using Aerial Photography, Object-Based Image Analysis and Deep Learning. Wetlands, 45, 44. https://doi.org/10.1007/s13157-025-01925-9</mixed-citation><mixed-citation xml:lang="en">West G.J., Gibson P.T. and Glasby T.M. (2025). Monitoring Estuarine Habitats and Threats at a Regional Scale Using Aerial Photography, Object-Based Image Analysis and Deep Learning. Wetlands, 45, 44. https://doi.org/10.1007/s13157-025-01925-9</mixed-citation></citation-alternatives></ref><ref id="cit66"><label>66</label><citation-alternatives><mixed-citation xml:lang="ru">Wirasatriya A., Pribadi R., Iryanthony S.B., Maslukah L., Sugianto D.N., Helmi M., Ananta R.R., Adi N.S., Kepel T.L., Ati R.N.A., Kusumaningtyas M.A., Suwa R., Ray R., Nakamura T. and Nadaoka K. (2022). Mangrove above-ground biomass and carbon stock in the Karimunjawa-Kemujan Islands estimated from unmanned aerial vehicle-imagery. Sustainability, 14(2), 706. https://doi.org/10.3390/su14020706</mixed-citation><mixed-citation xml:lang="en">Wirasatriya A., Pribadi R., Iryanthony S.B., Maslukah L., Sugianto D.N., Helmi M., Ananta R.R., Adi N.S., Kepel T.L., Ati R.N.A., Kusumaningtyas M.A., Suwa R., Ray R., Nakamura T. and Nadaoka K. (2022). Mangrove above-ground biomass and carbon stock in the Karimunjawa-Kemujan Islands estimated from unmanned aerial vehicle-imagery. Sustainability, 14(2), 706. https://doi.org/10.3390/su14020706</mixed-citation></citation-alternatives></ref><ref id="cit67"><label>67</label><citation-alternatives><mixed-citation xml:lang="ru">Zhao B., Dai Z., Xiong Y., Long C., Mei X. and Cheng J. (2026). From degradation to conservation: Tracking mangrove dynamic changes of Hainan Island in China. Journal of Environmental Management, 405, 129639. https://doi.org/10.1016/j.jenvman.2026.129639</mixed-citation><mixed-citation xml:lang="en">Zhao B., Dai Z., Xiong Y., Long C., Mei X. and Cheng J. (2026). From degradation to conservation: Tracking mangrove dynamic changes of Hainan Island in China. Journal of Environmental Management, 405, 129639. https://doi.org/10.1016/j.jenvman.2026.129639</mixed-citation></citation-alternatives></ref><ref id="cit68"><label>68</label><citation-alternatives><mixed-citation xml:lang="ru">Zimba H.M., Banda K.E., and Mbewe S. (2024). Integrated use of the CA–Markov model and the Trends.Earth module to enhance the assessment of land cover degradation. Environ Syst Res, 13, 25. https://doi.org/10.1186/s40068-024-00355-6</mixed-citation><mixed-citation xml:lang="en">Zimba H.M., Banda K.E., and Mbewe S. (2024). Integrated use of the CA–Markov model and the Trends.Earth module to enhance the assessment of land cover degradation. Environ Syst Res, 13, 25. https://doi.org/10.1186/s40068-024-00355-6</mixed-citation></citation-alternatives></ref></ref-list><fn-group><fn fn-type="conflict"><p>The authors declare that there are no conflicts of interest present.</p></fn></fn-group></back></article>
