Harnessing mangrove ecosystems for CO2 sequestration: Insights from remote sensing and GIS technologies

Aljenaid S, Abido M, Redha GK, AlKhuzaei M, Marsan Y, Khamis AQ. 2022. Assessing the spatiotemporal changes, associated carbon stock, and potential emissions of mangroves in Bahrain using GIS and remote sensing data. Regional Studies in Marine Science 52, 102282. https://doi.org/10.1016/j.rsma.2022.102282

Alongi DM. 2012. Carbon sequestration in mangrove forests. Carbon Management 3(3), 313–322. https://doi.org/10.4155/cmt.12.20

Alongi DM. 2020. Global significance of mangrove blue carbon in climate change mitigation. Sci 2(3), 67.

https://doi.org/10.3390/sci2030067

Aminu MD, Nabavi SA, Rochelle CA, Manovic V. 2017. A review of developments in carbon dioxide storage. Applied Energy 208, 1389–1419. https://doi.org/10.1016/j.apenergy.2017.09.015

Anderson TR, Hawkins E, Jones PD. 2016. CO₂, the greenhouse effect and global warming: From the pioneering work of Arrhenius and Callendar to today’s Earth System Models. Endeavour 40(3), 178–187. https://doi.org/10.1016/j.endeavour.2016.07.002

Atwood TB, Connolly RM, Almahasheer H, Carnell PE, Duarte CM, Ewers Lewis CJ. 2017. Global patterns in mangrove soil carbon stocks and losses. Nature Climate Change 7(7), 523–528. https://doi.org/10.1038/nclimate3326

Avtar R, Rinamalo AV, Umarhadi DA, Gupta A, Khedher KM, Yunus AP. 2022. Land use change and prediction for valuating carbon sequestration in Viti Levu Island, Fiji. Land 11(8), 1274. https://doi.org/10.3390/land11081274

Barbier EB. 2016. The protective service of mangrove ecosystems: A review of valuation methods. Marine Pollution Bulletin 109(2), 676–681. https://doi.org/10.1016/j.marpolbul.2016.01.033

Basyuni M, Wirasatriya A, Iryanthony SB, Amelia R, Slamet B, Sulistiyono N. 2023. Aboveground biomass and carbon stock estimation using UAV photogrammetry in Indonesian mangroves and other competing land uses. Ecological Informatics 77, 102227. https://doi.org/10.1016/j.ecoinf.2023.102227

Bindu G, Rajan P, Jishnu ES, Ajith Joseph K. 2020. Carbon stock assessment of mangroves using remote sensing and geographic information system. The Egyptian Journal of Remote Sensing and Space Science 23(1), 1–9. https://doi.org/10.1016/j.ejrs.2018.04.006

Bordoloi R, Das B, Tripathi OP, Sahoo UK, Nath AJ, Deb S. 2022. Satellite-based integrated approaches to modelling spatial carbon stock and carbon sequestration potential of different land uses of Northeast India. Environmental and Sustainability Indicators 13, 100166. https://doi.org/10.1016/j.indic.2021.100166

Bournazel J, Kumara MP, Jayatissa LP, Viergever K, Morel V, Huxham M. 2015. The impacts of shrimp farming on land use and carbon storage around Puttalam Lagoon, Sri Lanka. Ocean & Coastal Management 113, 18–28. https://doi.org/10.1016/j.ocecoaman.2015.05.009

Bunting P, Rosenqvist A, Hilarides L, Lucas RM, Thomas N, Tadono T. 2022. Global mangrove extent change 1996–2020: Global Mangrove Watch version 3.0. Remote Sensing 14(15), 3657. https://doi.org/10.3390/rs14153657

Cao C, Liu H, Hou Z, Mehmood F, Liao J, Feng W. 2020. A review of CO₂ storage in view of safety and cost-effectiveness. Energies 13(3), 600. https://doi.org/10.3390/en13030600

Collins DS, Avdis A, Allison PA, Johnson HD, Hill J, Piggott MD, et al. 2017. Tidal dynamics and mangrove carbon sequestration during the Oligo–Miocene in the South China Sea. Nature Communications 8(1), 15698. https://doi.org/10.1038/ncomms15698

Dampha NK. 2021. Change detection (1985–2020): Projections on land-use land cover, carbon storage, sequestration, and valuation in Southwestern Gambia. Sustainable Environment 7(1). https://doi.org/10.1080/23311843.2021.1875556

Das B, Bordoloi R, Deka S, Paul A, Pandey PK, Singha LB. 2021. Above ground biomass carbon assessment using field, satellite data and model based integrated approach to predict the carbon sequestration potential of major land use sector of Arunachal Himalaya, India. Carbon Management 12(2), 201–214. https://doi.org/10.1080/17583004.2021.1899753

Davidson IC, Cott GM, Devaney JL, Simkanin C. 2018. Differential effects of biological invasions on coastal blue carbon: A global review and meta-analysis. Global Change Biology 24(11), 5218–5230. https://doi.org/10.1111/gcb.14426

Dayathilake DDTL, Lokupitiya E, Wijeratne VPIS. 2020. Estimation of aboveground and belowground carbon stocks in urban freshwater wetlands of Sri Lanka. Carbon Balance and Management 15(1), 17. https://doi.org/10.1186/s13021-020-00152-5

Deng H, He J, Feng D, Zhao Y, Sun W, Yu H, Ge C. 2021. Microplastics pollution in mangrove ecosystems: A critical review of current knowledge and future directions. Science of The Total Environment 753, 142041. https://doi.org/10.1016/j.scitotenv.2020.142041

Fagorite VI, Onyekuru SO, Opara AI, Oguzie EE. 2023. The major techniques, advantages, and pitfalls of various methods used in geological carbon sequestration. International Journal of Environmental Science and Technology 20(4), 4585–4614. https://doi.org/10.1007/s13762-022-04351-0

Faridah-Hanum I, Yusoff FM, Fitrianto A, Ainuddin NA, Gandaseca S, Zaiton S. 2019. Development of a comprehensive mangrove quality index (MQI) in Matang Mangrove: Assessing mangrove ecosystem health. Ecological Indicators 102, 103–117. https://doi.org/10.1016/j.ecolind.2019.02.030

Giri RKKV, MVR M. 2017. Study and evaluation of carbon sequestration using remote sensing and GIS: A review on various techniques. International Journal of Civil Engineering and Technology (IJCIET), 287–300. https://d1wqtxts1xzle7.cloudfront.net/…pdf

Goldberg L, Lagomasino D, Thomas N, Fatoyinbo T. 2020. Global declines in human‐driven mangrove loss. Global Change Biology 26(10), 5844–5855. https://doi.org/10.1111/gcb.15275

Gong W, Duan X, Sun Y, Zhang Y, Ji P, Tong X. 2023. Multi-scenario simulation of land use/cover change and carbon storage assessment in Hainan coastal zone from perspective of free trade port construction. Journal of Cleaner Production 385, 135630. https://doi.org/10.1016/j.jclepro.2022.135630

Hamilton SE, Friess DA. 2018. Global carbon stocks and potential emissions due to mangrove deforestation from 2000 to 2012. Nature Climate Change 8(3), 240–244. https://doi.org/10.1038/s41558-018-0090-4

Hamzeh MA, Azizi N. 2023. Estimating blue carbon storage in the mangrove forest of Gaz-Harra wetland, Strait of Hormoz. Regional Studies in Marine Science 66, 103142. https://doi.org/10.1016/j.rsma.2023.103142

Hamzeh MA, Lahijani HAK. 2022. Soil and vegetative carbon sequestration in Khuran Estuary mangroves, Strait of Hormoz, during the last 18 centuries. Estuaries and Coasts 45(6), 1583–1595. https://doi.org/10.1007/s12237-021-01037-7

Hastuti AW, SKI, IF. 2017. Carbon stock estimation of mangrove vegetation using remote sensing in Perancak Estuary, Jembrana District, Bali. International Journal of Remote Sensing and Earth Sciences. https://jurnal.lapan.go.id/index.php/ijreses/article/viewFile/2841/2308

Heenkenda M, Joyce K, Maier S, Bartolo R. 2014. Mangrove species identification: Comparing WorldView-2 with aerial photographs. Remote Sensing 6(7), 6064–6088. https://doi.org/10.3390/rs6076064

Hernández-Guzmán R, Ruiz-Luna A, González C. 2019. Assessing and modeling the impact of land use and changes in land cover related to carbon storage in a western basin in Mexico. Remote Sensing Applications: Society and Environment 13, 318–327.  https://doi.org/10.1016/j.rsase.2018.12.005

Hickey SM, Callow NJ, Phinn S, Lovelock CE, Duarte CM. 2018. Spatial complexities in aboveground carbon stocks of a semi-arid mangrove community: A remote sensing height-biomass-carbon approach. Estuarine, Coastal and Shelf Science 200, 194–201. https://doi.org/10.1016/j.ecss.2017.11.004

Hilmi N, Chami R, Sutherland MD, Hall-Spencer JM, Lebleu L, Benitez MB, Levin LA. 2021. The role of blue carbon in climate change mitigation and carbon stock conservation. Frontiers in Climate 3, 710546. https://doi.org/10.3389/fclim.2021.710546

Hoque MZ, Cui S, Islam I, Xu L, Ding S. 2021. Dynamics of plantation forest development and ecosystem carbon storage change in coastal Bangladesh. Ecological Indicators 130, 107954. https://doi.org/10.1016/j.ecolind.2021.107954

Hossain MD, Nuruddin AA. 2016. Soil and mangrove: A review. Journal of Environmental Science and Technology 9(2), 198–207. https://doi.org/10.3923/jest.2016.198.207

Huergo LF, Rissi DV, Elias AS, Gonçalves MV, Gernet MV, Barreto F. 2018. Influence of ancient anthropogenic activities on the mangrove soil microbiome. Science of The Total Environment 645, 1–9. https://doi.org/10.1016/j.scitotenv.2018.07.094

Inoue T. 2019. Carbon sequestration in mangroves. In: Blue carbon in shallow coastal ecosystems, 73–99. Springer Singapore. https://doi.org/10.1007/978-981-13-1295-3_3

Islam I, Cui S, Hoque MZ, Abdullah HM, Tonny KF, Ahmed M. 2022. Dynamics of tree outside forest land cover development and ecosystem carbon storage change in Eastern Coastal Zone, Bangladesh. Land 11(1), 76. https://doi.org/10.3390/land11010076

Kafy AA, Dey NN, Saha M, Altuwaijri HA, Fattah MA, Rahaman ZA. 2024. Leveraging machine learning algorithms in dynamic modeling of urban expansion, surface heat islands, and carbon storage for sustainable environmental management in coastal ecosystems. Journal of Environmental Management 370, 122427. https://doi.org/10.1016/j.jenvman.2024.122427

Kalam S, Olayiwola T, Al-Rubaii MM, Amaechi BI, Jamal MS, Awotunde AA. 2021a. Carbon dioxide sequestration in underground formations: review of experimental, modeling, and field studies. Journal of Petroleum Exploration and Production Technology 11(1), 303–325. https://doi.org/10.1007/s13202-020-01028-7

Kalam S, Olayiwola T, Al-Rubaii MM, Amaechi BI, Jamal MS, Awotunde AA. 2021b. Carbon dioxide sequestration in underground formations: review of experimental, modeling, and field studies. Journal of Petroleum Exploration and Production Technology 11(1), 303–325. https://doi.org/10.1007/s13202-020-01028-7

Kulkarni R, Deobagkar D, Zinjarde S. 2018. Metals in mangrove ecosystems and associated biota: A global perspective. Ecotoxicology and Environmental Safety 153, 215–228. https://doi.org/10.1016/j.ecoenv.2018.02.021 

Kumar SS, AS, RN. 2013. Remote sensing and GIS applications in environmental sciences- A review. Journal of Environmental Nanotechnology 2(2), 92-101. https://doi.org/10.13074/jent.2013.06.132025

Laffoley D, Grimsditch G. 2009. The management of natural coastal carbon sinks.

Li C, Wang F, Yang P, Wang F, Hu Y, Zhao Y. 2023. Mangrove wetlands distribution status identification, changing trend analyzation and carbon storage assessment of China. China Geology 6(0), 1–11. https://doi.org/10.31035/cg2023049

Liu X, Fatoyinbo TE, Thomas NM, Guan WW, Zhan Y, Mondal P. 2021. Large-scale high-resolution coastal mangrove forests mapping across West Africa with machine learning ensemble and satellite big data. Frontiers in Earth Science 8, 560933. https://doi.org/10.3389/feart.2020.560933

MacDowell N, Florin N, Buchard A, Hallett J, Galindo A, Jackson G. 2010. An overview of CO₂ capture technologies. Energy & Environmental Science 3(11), 1645. https://doi.org/10.1039/c004106h

Majumder SC, Islam K, Hossain MM. 2019. State of research on carbon sequestration in Bangladesh: A comprehensive review. Geology, Ecology, and Landscapes 3(1), 29–36. https://doi.org/10.1080/24749508.2018.1481656

Meng Y, Gou R, Bai J, Moreno-Mateos D, Davis CC, Wan L. 2022. Spatial patterns and driving factors of carbon stocks in mangrove forests on Hainan Island, China. Global Ecology and Biogeography 31(9), 1692-1706. https://doi.org/10.1111/geb.13549

Moreno Muñoz AS, Guzmán Alvis ÁI, Benavides Martínez IF. 2024. A random forest model to predict soil organic carbon storage in mangroves from Southern Colombian Pacific coast. Estuarine, Coastal and Shelf Science 299, 108674. https://doi.org/10.1016/j.ecss.2024.108674

Naidoo G. 2023. The mangroves of Africa: A review. Marine Pollution Bulletin 190, 114859. https://doi.org/10.1016/j.marpolbul.2023.114859

Nanda S, Reddy SN, Mitra SK, Kozinski JA. 2016. The progressive routes for carbon capture and sequestration. Energy Science & Engineering 4(2), 99–122. https://doi.org/10.1002/ese3.117

Osland MJ, Gabler CA, Grace JB, Day RH, McCoy ML, McLeod JL. 2018. Climate and plant controls on soil organic matter in coastal wetlands. Global Change Biology 24(11), 5361–5379. https://doi.org/10.1111/gcb.14376

Pandey CN. 2013. Carbon sequestration by mangroves of Gujarat, India. International Journal of Botany and Research. https://www.researchgate.net/publication/236172388_CARBON_SEQUESTRATION_BY_MANGROVES_OF_GUJARAT_INDIA. Accessed 23 December 2024

Patil V, Singh A, Naik N, Unnikrishnan S. 2014. Estimation of carbon stocks in Avicennia marina stand using allometry, CHN analysis, and GIS methods. Wetlands 34(2), 379–391. https://doi.org/10.1007/s13157-013-0505-y

Patil V, Singh A, Naik N, Unnikrishnan S. 2015. Estimation of mangrove carbon stocks by applying remote sensing and GIS techniques. Wetlands 35(4), 695–707. https://doi.org/10.1007/s13157-015-0660-4

Qin Z, Deng X, Griscom B, Huang Y, Li T, Smith P. 2021. Natural climate solutions for China: The last mile to carbon neutrality. Advances in Atmospheric Sciences 38(6), 889–895. https://doi.org/10.1007/s00376-021-1031-0

Raw JL, Van Niekerk L, Chauke O, Mbatha H, Riddin T, Adams JB. 2023. Blue carbon sinks in South Africa and the need for restoration to enhance carbon sequestration. Science of The Total Environment 859, 160142.

https://doi.org/10.1016/j.scitotenv.2022.160142

Rogers K, Macreadie PI, Kelleway JJ, Saintilan N. 2019. Blue carbon in coastal landscapes: A spatial framework for assessment of stocks and additionality. Sustainability Science 14(2), 453–467. https://doi.org/10.1007/s11625-018-0575-0

Romañach SS, DeAngelis DL, Koh HL, Li Y, Teh SY, Raja Barizan RS, Zhai L. 2018. Conservation and restoration of mangroves: Global status, perspectives, and prognosis. Ocean & Coastal Management 154, 72–82. https://doi.org/10.1016/j.ocecoaman.2018.01.009

Rosa LN, Duarte de Paula Costa M, de Freitas DM. 2022. Modelling spatial-temporal changes in carbon sequestration by mangroves in an urban coastal landscape. Estuarine, Coastal and Shelf Science 276, 108031. https://doi.org/10.1016/j.ecss.2022.108031

Sasmito SD, Taillardat P, Clendenning JN, Cameron C, Friess DA, Murdiyarso D, Hutley LB. 2019. Effect of land-use and land-cover change on mangrove blue carbon: A systematic review. Global Change Biology 25(12), 4291–4302. https://doi.org/10.1111/gcb.14774

Savari A, KM, SAR, HPM. 2020. Estimation of biomass, carbon stocks and soil sequestration of Gowatr mangrove forests, Gulf of Oman. Iranian Journal of Fisheries Sciences. https://jifro.areeo.ac.ir/article_121484.html. Accessed 23 December 2024

Singh SG, Vennila A, Singh R, Bharti VS, Shukla SP, Purushothaman CS. 2023. Standing carbon stock of Thane Creek mangrove ecosystem: An integrated approach using allometry and remote sensing techniques. Regional Studies in Marine Science 67, 103207. https://doi.org/10.1016/j.rsma.2023.103207

Somprasong K, Hutayanon T, Jaroonpattanapong P. 2023. Using carbon sequestration as a remote-monitoring approach for reclamation’s effectiveness in the open pit coal mine: A case study of Mae Moh, Thailand. Energies 17(1), 231. https://doi.org/10.3390/en17010231

Song S, Ding Y, Li W, Meng Y, Zhou J, Gou R. 2023. Mangrove reforestation provides greater blue carbon benefit than afforestation for mitigating global climate change. Nature Communications 14(1), 756. https://doi.org/10.1038/s41467-023-36477-1

Soper FM, MacKenzie RA, Sharma S, Cole TG, Litton CM, Sparks JP. 2019. Non‐native mangroves support carbon storage, sediment carbon burial, and accretion of coastal ecosystems. Global Change Biology 25(12), 4315–4326. https://doi.org/10.1111/gcb.14813

Spalding MD, ML. 2024. The state of the world’s mangroves 2024.

https://repository.si.edu/bitstream/handle/10088/119867/SOWM-2024-HR.pdf?sequence=1&isAllowed=y

Sumarmi S, Purwanto P, Bachri S. 2021. Spatial analysis of mangrove forest management to reduce air temperature and CO2 emissions. Sustainability 13(14), 8090.

https://doi.org/10.3390/su13148090

Vasquez J, Acevedo-Barrios R, Miranda-Castro W, Guerrero M, Meneses-Ospina L. 2024. Determining changes in mangrove cover using remote sensing with Landsat images: A review. Water, Air, & Soil Pollution 235(1), 18. https://doi.org/10.1007/s11270-023-06788-6

Walcker R, Gandois L, Proisy C, Corenblit D, Mougin É, Laplanche C, et al. 2018. Control of “blue carbon” storage by mangrove ageing: Evidence from a 66‐year chronosequence in French Guiana. Global Change Biology 24(6), 2325–2338. https://doi.org/10.1111/gcb.14100

Wang G, Guan D, Xiao L, Peart MR. 2019. Ecosystem carbon storage affected by intertidal locations and climatic factors in three estuarine mangrove forests of South China. Regional Environmental Change 19(6), 1701–1712. https://doi.org/10.1007/s10113-019-01515-6

Wigand C, Eagle M, Branoff BL, Balogh S, Miller KM, Martin RM. 2021. Recent carbon storage and burial exceed historic rates in the San Juan Bay Estuary peri-urban mangrove forests (Puerto Rico, United States). Frontiers in Forests and Global Change 4. https://doi.org/10.3389/ffgc.2021.676691

Wu Y, Ricklefs RE, Huang Z, Zan Q, Yu S. 2018. Winter temperature structures mangrove species distributions and assemblage composition in China. Global Ecology and Biogeography 27(12), 1492–1506. https://doi.org/10.1111/geb.12826

Xin K, Yan K, Gao C, Li Z. 2018. Carbon storage and its influencing factors in Hainan Dongzhangang mangrove wetlands. Marine and Freshwater Research 69(5), 771. https://doi.org/10.1071/MF17101

Young MA, Serrano O, Macreadie PI, Lovelock CE, Carnell P, Ierodiaconou D. 2021. National scale predictions of contemporary and future blue carbon storage. Science of The Total Environment 800, 149573. https://doi.org/10.1016/j.scitotenv.2021.149573

Youssef NA-E, Tonbol K, Hassaan MA, Mandour A, El-Sikaily A, Elshazly A, Shabaka S. 2024. Blue carbon assessment in Avicennia marina sediments and vegetation along the Red Sea Coast of Egypt: Improving methods and insights. Continental Shelf Research 280, 105299. https://doi.org/10.1016/j.csr.2024.105299

Zhan J, Niu Z, Li M, Zhang Y, Ma X, Fan C, Wang R. 2021. Numerical simulation and modeling on CO₂ sequestration coupled with enhanced gas recovery in shale gas reservoirs. Geofluids 2021, 1–15. https://doi.org/10.1155/2021/9975296

Zimmer M. n.d. How do mangroves store CO₂? HELMHOLTZ Climate Initiative.

https://www.helmholtz-klima.de/en/faq/how-mangroves-store-co₂