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February 8, 2026Anthropocene Coasts0 citationsOpen Access

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

JRJaka Putra RahmajatiVHVina Nurul HusnaYYYulius Yulius

Key Points

  • The study aims to evaluate the condition of mangrove forests, assess spatio-temporal changes, and estimate above-ground carbon to support sustainable management.
  • Utilized UAV-RGB data and PlanetScope imagery for analysis.
  • Developed a Canopy Height Model (CHM) to estimate above-ground carbon (AGC).
  • Employed Object-Based Image Analysis (OBIA) and Random Forest (RF) for land use classification.
  • Assessed land use change trends using Modules for Land Use Change Evaluation/Simulations (MOLUSCE).
  • Average above-ground carbon (AGC) was found to be 72.3 MgC.ha-1 with a total of 8,999.9 MgC.
  • 37.89 ha of mangrove area converted to barren and shrubland, resulting in a loss of 2,739.5 MgC.
  • Identified increases in land use for aquaculture and agriculture.

Abstract

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 MgC. ha - 1 (mean = 72. 3 MgC. ha^-1 MgC. ha - 1, total = 8, 999. 9 MgC 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 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.

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Cite This Study

Rahmajati et al. (2026) studied this question.

synapsesocial.com/papers/698829410fc35cd7a8849629https://doi.org/10.1007/s44218-025-00116-7
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