The spatio-temporal analysis of land use changes & above-ground carbon stock in Sumbawa mangrove ecosystem, Indonesia

Jaka Putra Rahmajati , Vina Nurul Husna , Yulius Yulius , Taslim Arifin , Hadiwijaya L. Salim , Rinny Rahmania , Aprizon Putra , Muhammad Ramdhan , Anang Dwi Purwanto , August Daulat , Joko Prihantono , Hafidzuddin Fihrin , Farel A. Aditama

Anthropocene Coasts ›› 2026, Vol. 9 ›› Issue (1) : 13

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Anthropocene Coasts ›› 2026, Vol. 9 ›› Issue (1) :13 DOI: 10.1007/s44218-025-00116-7
Research Article
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The spatio-temporal analysis of land use changes & above-ground carbon stock in Sumbawa mangrove ecosystem, Indonesia

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Abstract

Mangrove deforestation in Indonesia amounts to roughly 18,209 ha per year (18.26 MtCO₂e/year−1). However, spatial and temporal integrative research in eastern Indonesia's coastal areas remains limited. This study aims to analyse mangrove forests' condition and spatio-temporal changes, compute above-ground carbon (AGC) as a basis for sustainable coastal management in Sumbawa Regency and support the 2030 Nationally Determined Contribution (NDC) target. This research merges UAV-RGB data (July 2024) and multitemporal PlanetScope imagery (2016 and 2024) to develop a Canopy Height Model (CHM) and calculate the AGC. Land use classification was accomplished using Object-Based Image Analysis (OBIA)—Random Forest (RF), while changing trends were assessed using Modules for Land Use Change Evaluation/Simulations (MOLUSCE). AGC at the study site was in the range of 21—168

MgC.ha-1
(mean=72.3
MgC.ha-1
, total=8,999.9
MgC
. The investigation found a change of 37.89 ha of mangrove area to barren and shrubland, resulting in an AGC loss of 2,739.5
MgC
. However, there has been an increase in land use and changes in aquaculture and agriculture. This study proposes a novel approach by merging UAV data and time-series satellite images to increase the accuracy of AGC prediction in data-sparse locations. A nature-based Solution (NbS) is advocated as an integrated method for adaptive mangrove restoration and conservation, while still supporting the demands of the local community. This research presents a geographical framework that may be duplicated to create inclusive and adaptable coastal resource management plans and directly contribute to reaching the 2030 NDC targets.

Keywords

AGC / Mangrove / NbS / Remote sensing / Sustainable coastal management

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Jaka Putra Rahmajati, Vina Nurul Husna, Yulius Yulius, Taslim Arifin, Hadiwijaya L. Salim, Rinny Rahmania, Aprizon Putra, Muhammad Ramdhan, Anang Dwi Purwanto, August Daulat, Joko Prihantono, Hafidzuddin Fihrin, Farel A. Aditama. The spatio-temporal analysis of land use changes & above-ground carbon stock in Sumbawa mangrove ecosystem, Indonesia. Anthropocene Coasts, 2026, 9(1): 13 DOI:10.1007/s44218-025-00116-7

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References

[1]

Amelia R, Basyuni M, Alfinsyahri A, Sulistiyono N, Slamet B, Bimantara Y, Harahap SSH, Harahap M, Harahap IM, Al Mustaniroh SS, Sasmito SD, Arifanti VB. Evaluation of plant growth and potential of carbon storage in the restored mangrove of an abandoned pond in Lubuk Kertang, North Sumatra, Indonesia. Forests, 2023, 14(1): 158

[2]

Ariga W, Malonga M. Analisis Indeks Nilai Penting (INP) Komunitas Mangrove Tingkat Pohon di Pulau Nanga Sira, Kabupaten Sumbawa. J Life Sci Technol Agustus, 2024, 2024215-24

[3]

Azzahra, R. Y., Yulius, Agus, S., Aditama, F., Arifin, T., Putra, A., Rahmania, R., Heriati, A., Prihantono, J., Purbani, D., Salim, H., Ramdhan, M., Wahyono, A., Sadad, Ningsih, A., & Asyiri, A. (2025). Advancing Mangrove Carbon Stock Monitoring With Drone and Pleiades Imagery on Gilibakau Island-Saleh Bay, Indonesia. J Marine Island Cultures. 14(1). https://doi.org/10.21463/jmic.2025.14.1.06

[4]

Basyuni M, Wirasatriya A, Iryanthony SB, Amelia R, Slamet B, Sulistiyono N, Pribadi R, Sumarga E, Eddy S, Al Mustaniroh SS, Sasmito SD, Sidik F, Kajita T, Ali HM, Macklin PA, Arifanti VB. Aboveground biomass and carbon stock estimation using UAV photogrammetry in Indonesian mangroves and other competing land uses. Ecol Informatics, 2023, 77: 102227

[5]

Basyuni M, Amelia R, Aznawi AA, Wirasatriya A, Iryanthony SB, Slamet B, Al Mustaniroh SS, Rahmania R, Rahmila YI, Sumarga E, Larekeng SH, Salmo S, Kajita T, Sivaipram I, Ali HM. Reduction of mangrove carbon stock ecosystems due to illegal logging using a combination of unmanned aerial vehicle imagery and field surveys. Global J Environ Sci Manag, 2025, 11(1): 225-242

[6]

BPS - Statistics Sumbawa Regency. (2023a). Complete Enumeration Results of the 2023 Census of Agriculture, Fishery Individual Agricultural Holdings, Sumbawa Regency (II). BPS - Statistics Sumbawa Regency.

[7]

BPS - Statistics Sumbawa Regency. (2023b). Complete Enumeration Results of the 2023 Census of Agriculture, Food Crops Individual Agricultural Holdings, Sumbawa Regency (II). BPS - Statistics Sumbawa Regency

[8]

Bunting P, Rosenqvist A, Hilarides L, Lucas RM, Thomas N, Tadono T, Worthington TA, Spalding M, Murray NJ, Rebelo LM. Global mangrove extent change 1996–2020: global mangrove watch version 3.0. Remote Sensing, 2022, 14(15): 3657

[9]

Crippa, M., Guizzardi, D., Pagani, F., Banja, M., Muntean, M., Scaaf, E., Monforti - Ferrario, F., Becker, W. E., Quadrelli, R., Risquez Martin, A., Taghavi - Mohramli, P., Köykkä, J., Grassi, G., Rossi, S., Melo, J., Oom, D., Branco, A., San - Miguel, J., Manca, G., … Pekar, F. (2024). GHG Emissions Of All World Countries 2024. https://doi.org/10.2760/0115360

[10]

DJI. (2025). Mavic Air - Support. DJI. Retrieved September 16, 2025, from https://www.dji.com/id/support/product/mavic-air

[11]

Djunaidi A, Jompa J, Nadiarti N, Bahar A, Tilahunga SD. Benefit sharing from whale shark tourism in Botubarani, Gorontalo and Labuhan Jambu, Teluk Saleh. IOP Confer Ser, 2021, 7631012063

[12]

Donato DC, Kauffman JB, Murdiyarso D, Kurnianto S, Stidham M, Kanninen M. Mangroves among the most carbon-rich forests in the tropics. Nat Geosci, 2011, 45293-297

[13]

Farid MF, Hariyadi S, Kamal MM, Susanto HA. Evidence of residential area of whale sharks in Saleh Bay, West Nusa Tenggara. IOP Conf Ser Earth Environ Sci, 2021

[14]

Farkan, M., Leilani, A., & Suharti, R. (2024). Analysis of sustainability and land suitability requirements of areas for sustainable vannamei shrimp farming in ponds. Egypt J Aqua Biol Fisher, 28(6), 2465–2482. www.ejabf.journals.ekb.eg

[15]

Farkan, M., Novriadi, R., Sektiana, S. P., Lathifah, F., Margono, M., Ilhamdi, I., Maulita, M., & Sumandiarsa, I. K. (2025). Analysis of Probiotic Application, Water Quality, Carrying Capacity and Production of Penaeus vannamei Vaname Shrimp Culture in Ponds. In Aquaculture Studies (Vol. 25, Issue 3). Central Fisheries Research Institute. https://doi.org/10.4194/AQUAST2358

[16]

Fauzi A, Sakti A, Yayusman L, Harto A, Prasetyo L, Irawan B, Kamal M, Wikantika K. Contextualizing mangrove forest deforestation in southeast asia using environmental and socio-economic data products. Forests, 2019, 10(11): 952

[17]

Frazier AE, Hemingway BL. A technical review of planet smallsat data: Practical considerations for processing and using planetscope imagery. Remote Sens, 2021, 13193930

[18]

Fu B, Wei Y, Jiang L, Yao H, Li X, Yang Y, Jia M, Sun W. Estimation of mangrove heights and aboveground biomass using UAV-LiDAR, Sentinel-1 and ZY-3 stereo images. Ecolog Inform, 2025, 88: 103160

[19]

Ghorbanian A, Zaghian S, Asiyabi RM, Amani M, Mohammadzadeh A, Jamali S. Mangrove ecosystem mapping using sentinel-1 and sentinel-2 satellite images and random forest algorithm in google earth engine. Remote Sens, 2021, 13132565

[20]

Goto GM, Corwin E, Farthing A, Lubis AR, Klinger DH. A nature-based solutions approach to managing shrimp aquaculture effluent. PLOS Sustainability and Transformation, 2023, 28e0000076

[21]

Griscom BW, Busch J, Cook-Patton SC, Ellis PW, Funk J, Leavitt SM, Lomax G, Turner WR, Chapman M, Engelmann J, Gurwick NP, Landis E, Lawrence D, Malhi Y, Murray LS, Navarrete D, Roe S, Scull S, Smith Pet al.. National mitigation potential from natural climate solutions in the tropics. Philosop Transact Royal Soc, 2020, 375179420190126

[22]

Hartoko A, Rahim A, Latifah N. Algorithms development of the field mangrove chlorophyll-A biomass, carbon based on Sentinel-2A data at Cawan Island, Sumatera, Indonesia. Geogr Tech, 2022, 172119-134

[23]

Hidayatullah MF, Kamal M, Wicaksono P. Species-based aboveground mangrove carbon stock estimation using WorldView-2 image data. Remote Sens Appl, 2023, 30: 100959

[24]

Husna VN, Siregar VP, Agus SB, Arifin T. Mangrove’s carbon stock estimation using remote sensing in Tongke-Tongke, South Sulawesi. J Pengelolaan Sumberdaya Alam Dan Lingkungan, 2019, 9(2): 456-466

[25]

Husna VN, Wibowo PA, Fawzi NI (2019b) Identification of mangrove forest change using object-based analysis in Bontang, East Kalimantan. IOP Confer Ser 284(1):012037. https://doi.org/10.1088/1755-1315/284/1/012037

[26]

Iqbal MH, Naznin MT, Hossen MZ. Harnessing nature-based solutions for resilient coastal agriculture: a case study of southwest Bangladesh. Nature-Based Solutions, 2025

[27]

Jakovac CC, Latawiec AE, Lacerda E, Leite Lucas I, Korys KA, Iribarrem A, Malaguti GA, Turner RK, Luisetti T, Baeta Nevs Strassburg B. Costs and carbon benefits of mangrove conservation and restoration: a global analysis. Ecolog Econ, 2020, 176: 106758

[28]

Jia M, Wang Z, Zhang Y, Mao D, Wang C. Monitoring loss and recovery of mangrove forests during 42 years: the achievements of mangrove conservation in China. Int J Appl Earth Obs Geoinf, 2018, 73: 535-545

[29]

Kamal M, Sidik F, Prananda ARA, Mahardhika SA. Mapping leaf area index of restored mangroves using WorldView-2 imagery in Perancak Estuary, Bali, Indonesia. Remote Sens Appl Soc Environ, 2021, 23: 100567

[30]

Kamal M, Hidayatullah MF, Mahyatar P, Ridha SM. Estimation of aboveground mangrove carbon stocks from WorldView-2 imagery based on generic and species-specific allometric equations. Remote Sens Appl, 2022, 26: 100748

[31]

Karpowicz DA, Mohan M, Watt MS, Montenegro JF, King SAL, Selvam PP, Nithyanandan M, Robyn B, Ali T, Abdullah MM, Doaemo W, Ewane EB. Mangrove-based carbon market projects: 15 considerations for engaging and supporting local communities. Diversity, 2024, 16(9): 574

[32]

Kartadikaria AR, Watanabe A, Nadaoka K, Adi NS, Prayitno HB, Soemorumekso S, Muchtar M, Triyulianti I, Setiawan A, Suratno S, Khasanah EN. CO2 sink/source characteristics in the tropical Indonesian seas. J Geophys Res Oceans, 2015, 120127842-7856

[33]

Kauffman, J. B., & Donato, D. C. (2012). Protocols for the measurement, monitoring and reporting of structure, biomass and carbon stocks in mangrove forests.

[34]

Kepel TL, Ode L, Mbay N, Bambang R, Nugraha A, Hikmat Jayawiguna M, Sudirman N, Mangindaan P. Tekanan Ekologi Dan Nilai Moneter Karbon Biru Ekosistem Mangrove Muara Gembong, Teluk Jakarta. J Kelautan Nasional, 2021, 16(2): 135-144

[35]

Khan, W. R., Giani, M., Bevilacqua, S., Anees, S. A., Mehmood, K., Nazre, M., Bin Abdul Haddy, A. A., Bin Abang Median, A. N., Bujang, J. Bin, Mohamad-Ismail, F. N., Mohamed, J., Samdin, Z., Abiri, R., Tuan-Ibrahim, T. M., Mohammad, L. S., Naji, H. R., Akram, S., Abdul-Hamid, H., & Dube, T. (2025). Derivation of allometric equations and carbon content estimation in mangrove forests of Malaysia. Environ Sustain Indicators, 26. https://doi.org/10.1016/j.indic.2025.100618

[36]

Kusumaningtyas MA, Kepel TL, Solihuddin T, Lubis AA, Putra ADP, Sugiharto U, Ati RNA, Salim HL, Mustikasari E, Heriati A, Daulat A, Sudirman N, Suryono DD, Rustam A. Carbon sequestration potential in the rehabilitated mangroves in Indonesia. Ecol Res, 2022, 37(1): 80-91

[37]

Kusumaningtyas MA, Kepel TL, Ati RNA, Salim HL, Rustam A, Suryono DD, Daulat A, Sudirman N, Rahayu YP, Hutahaean AA. Aboveground carbon stock of marine mangroves in Kepulauan Seribu Islands. IOP Confer Ser, 2023, 1251(1): 012003

[38]

Laosuwan T, Uttaruk Y, Nakapan S, Itsarawisut J, Plybour C. Evaluation of tree biomass and carbon sequestration through remote sensing and field methods. Geograp Tech, 2025, 20133-43

[39]

Larekeng, S. H., Nursaputra, M., Mappiasse, M. F., Ishak, S., Basyuni, M., Sumarga, E., Arifanti, V. B., Aznawi, A. A., Rahmila, Y. I., Yulianti, M., Rahmania, R., Mubaraq, A., III, S. G. S., Ali, H. M., & Yeny, I. (2024). Estimation of mangrove carbon stocks using unmanned aerial vehicle over coastal vegetation. Global J Environ Sci Manag. 10(3), 1133–1150. https://doi.org/10.22034/gjesm.2024.03.13

[40]

Le Gouvello R, Cohen-Shacham E, Herr D, Spadone A, Simard F, Brugere C. The IUCN Global Standard for Nature-based SolutionsTM as a tool for enhancing the sustainable development of marine aquaculture. Front Marine Sci, 2023, 10: 1146637

[41]

Le HT, Tran TV, Gyeltshen S, Nguyen CPT, Tran DX, Luu TH, Duong MB. Characterizing spatiotemporal patterns of mangrove forests in can gio biosphere reserve using sentinel-2 imagery. Appl Sci (Switzerland), 2020, 10(12): 4058

[42]

Mendoza-Cariño M, Bautista-Olivas AL, Duarte-Tagles HF, Celaya-Michel H. Economic value of aboveground mangrove biomass carbon storage in Sonora, Mexico. Rev Chapingo Ser Cienc for Ambiente, 2022, 283367-384

[43]

Ministry of Environment and Forestry Republic of Indonesia. (2021). National Mangrove Map of Indonesia 2021. Ministry of Environment and Forestry Republic of Indonesia. https://www.menlhk.go.id/

[44]

Ministry of Environment and Forestry, Republic of Indonesia (2022). Enhanced Nationally Determined Contribution Republic of Indonesia. Ministry of Environment and Forestry Republic of Indonesia. https://www.menlhk.go.id/

[45]

Miraki M, Sohrabi H, Immitzer M. Tree species mapping in mangrove ecosystems using UAV-RGB imagery and object-based image classification. J Indian Soc Remote Sens, 2023, 51(10): 2095-2103

[46]

Muhammad R, Zhang W, Abbas Z, Guo F, Gwiazdzinski L. Spatiotemporal change analysis and prediction of future land use and land cover changes using QGIS MOLUSCE plugin and remote sensing big data: a case study of Linyi, China. Land, 2022, 11(3): 419

[47]

National Standardization Agency. (2019). Standar Nasional Indonesia 7724 :2019 (Pengukuran dan Penghitungan Cadangan Karbon - Pengukuran Lapangan Untuk Penaksiran Cadangan Karbon Berbasis Lahan (Land - based Carbon Accounting). National Standardization Agency. www.bsn.go.id

[48]

National Development Planning Agency. (2022). National strategy for wetland management: peat and mangrove ecosystems. National development planning agency

[49]

Nguyen LD, Nguyen CT, Le HS, Tran BQ. Mangrove mapping and above-ground biomass change detection using satellite images in coastal areas of Thai Binh Province, Vietnam. For Soc, 2019, 32248-261

[50]

Orhan K, Mayerle R. Potential hydrodynamic impacts and performances of commercial-scale turbine arrays in the strait of Larantuka, Indonesia. J Marine Sci Eng, 2020, 8(3): 223

[51]

Planet Labs PBC. (2025). PlanetScope imagery [Satellite imagery]. Acquired on 25 April, 2025. Accessed Under Student License via Planet Education and Research Program. https://www.planet.com

[52]

Proisy, C., Viennois, G., Sidik, F., Andayani, A., Enright, J. A., Guitet, S., Gusmawati, N., Lemonnier, H., Muthusankar, G., Olagoke, A., Prosperi, J., Rahmania, R., Ricout, A., Soulard, B., & Suhardjono. (2018). Monitoring mangrove forests after aquaculture abandonment using time series of very high spatial resolution satellite images: A case study from the Perancak estuary, Bali, Indonesia. Marine Poll Bull, 131, 61–71. https://doi.org/10.1016/j.marpolbul.2017.05.056

[53]

Purnamasari E, Kamal M, Wicaksono P. Comparison of vegetation indices for estimating above-ground mangrove carbon stocks using PlanetScope image. Regional Stud Marine Sci, 2021, 44: 101730

[54]

Purwanto AD, Wikantika K, Deliar A, Darmawan S. Decision tree and random forest classification algorithms for mangrove forest mapping in Sembilang National Park, Indonesia. Remote Sens, 2023, 15116

[55]

Putri D, Yulius Y, Rosalia AA, Arifin T, Putra A, Heriati A, Prihantono J, Purbani D, Salim HL, Hartati ST, Ramdhan M, Wahyono A, Rahmania R. Influence of sea surface temperature and chlorophyll-A on mackerel productivity In Banten Bay, Indonesia: Analysis Using Aqua Modis Data (2014–2023). Geographia Tech, 2025, 20144-63

[56]

Rahayu AK, Arhatin RE, Gacutan J, Agung F, Pingkan J, Rosdiana A, Yulianto I. Optimising Marine Basic Spatial Units (MBSU) for Ocean Accounting using empirical data from Saleh Bay. Indonesia. One Ecosystem, 2024, 9: e125578

[57]

Rahman, Lokollo, F. F., Manuputty, G. D., Hukubun, R. D., Krisye, Maryono, Wawo, M., & Wardiatno, Y. (2024). A review on the biodiversity and conservation of mangrove ecosystems in Indonesia. Biodiv Conserv. 33(3), 875–903. https://doi.org/10.1007/s10531-023-02767-9

[58]

Rahman AM, Purbani D, Agus SB, Arifin T, Yulius Y, Putra A, Heriati A, Prihantono J, Akhwady R, Sufyan A, Mustikasari E, Purnamaningtyas SE, Rahmania R, Ramdhan M, Ningsih A, Sadad S, Hendro Tjahjo DW. Hydrodynamic modeling of pollutant distributions from the Bera watershed and its impact to the coastal area of Saleh Bay, West Nusa Tenggara, Indonesia. Geogr Tech, 2025, 31: 51

[59]

Rahmania, R., Proisy, C., Viennois, G., Andayani, A., Subki, B., Farhan, A. R., Gusmawati, N. F., Lemonnier, H., Germain, O., Gaspar, P., Prosperi, J., Sidik, F., Widagti, N., & Suhardjono. (2015). 13 Years of changes in the extent and physiognomy of mangroves after shrimp farming abandonment, Bali. 2015 8th International Workshop on the Analysis of Multitemporal Remote Sensing Images (Multi-Temp), 1–4. https://doi.org/10.1109/Multi-Temp.2015.7245801

[60]

Ramdhan, M., Akhwady, R., Arifin, T., Purbani, D., Yulius, Pryambodo, D. G., Rahmania, R., Maftukhaturrizqoh, O., Asyiri, A., Hidayat, S., Ningsih, A., & Sadad. (2024). Using Neural Networks for Sustainable Land Use Prediction in Sumbawa Regency, Indonesia. Appl Environ Res. 46(3). https://doi.org/10.35762/AER.2024045

[61]

Rijal SS, Furqon MT, Kadhafi M, Supriatin FE, Aprilianto RY. Mangroves in Alas Purwo National Park, Indonesia: diversity and its potential carbon services. HAYATI J Biosci, 2024, 31(3): 589-595

[62]

Saenger P, Snedaker SC. Pantropical trends in mangrove above-ground biomass and annual litterfall. Oecologia, 1993, 96(3): 293-299

[63]

Salim HL, Adi NS, Kepel TL, Ati RNA. Estimating mangrove biomass using drone in Karimunjawa Islands. IOP Confer Ser, 2020, 561(1): 012054

[64]

Salum RB, Robinson SA, Rogers K. A validated and accurate method for quantifying and extrapolating mangrove above-ground biomass using lidar data. Remote Sens, 2021, 13142763

[65]

Suardana AAMAP, Anggraini N, Nandika MR, Aziz K, As-Syakur AR, Ulfa A, Wijaya AD, Prasetio W, Winarso G, Dimyati RD. Estimation and mapping above-ground mangrove carbon stock using sentinel-2 data derived vegetation indices in Benoa Bay of Bali Province, Indonesia. Forest Soc, 2023, 71116-134

[66]

Suwa R, Rollon R, Sharma S, Yoshikai M, Albano GMG, Ono K, Adi NS, Ati RNA, Kusumaningtyas MA, Kepel TL, Maliao RJ, Primavera-Tirol YH, Blanco AC, Nadaoka K. Mangrove biomass estimation using canopy height and wood density in the South East and East Asian regions. Estuarine Coastal Shelf Sci, 2021, 248: 106937

[67]

U.S. Geological Survey. (2024). Annual National Land Cover Database (NLCD) Collection 1 Science Product User Guide

[68]

United Nations Environment Programme. (2023). PRICING FOREST CARBON. Nairobi

[69]

Viennois, G., Proisy, C., Féret, J.-B., Prosperi, J., Sidik, F., Suhardjono, Rahmania, R., Longépé, N., Germain, O., & Gaspar, P. (2016). Multitemporal analysis of high-spatial-resolution optical satellite imagery for mangrove species mapping in Bali, Indonesia. IEEE J Select Topics Appl Earth Observ Remote Sens. 9(8), 3680–3686. https://doi.org/10.1109/JSTARS.2016.2553170

[70]

Wang Z, Zhang Y, Li F, Gao W, Guo F, Li Z, Yang Z. Regional mangrove vegetation carbon stocks predicted integrating UAV-LiDAR and satellite data. J Environ Manage, 2024, 368: 122101

[71]

West Nusa Tenggara Climatology Station. (2024). West Nusa Tenggara Province Climate Bulletin, August 2024 Edition. https://staklim-ntb.bmkg.go.id/

[72]

West Nusa Tenggara Climatology Station. (2025). West Nusa Tenggara Province Climate Bulletin, January 2025 Edition. https://staklim-ntb.bmkg.go.id/

[73]

Wirasatriya A, Pribadi R, Iryanthony SB, Maslukah L, Sugianto DN, Helmi M, Ananta RR, Adi NS, Kepel TL, Ati RNA, Kusumaningtyas MA, Suwa R, Ray R, Nakamura T, Nadaoka K. Mangrove above-ground biomass and carbon stock in the Karimunjawa-Kemujan Islands estimated from unmanned aerial vehicle-imagery. Sustainability (Switzerland), 2022, 142706

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