Geographia Technica, Vol 22, Issue 1, 2027, pp. 232-249
SPATIO-TEMPORAL ANALYSIS OF MANGROVE ECOSYSTEMS IN MUNCAR DISTRICT: IMPLICATIONS FOR BLUE CARBON CONSERVATION AND CLIMATE MITIGATION STRATEGIES
Hadiwijaya L. SALIM
, ROKHMATULOH
, Burhanuddin ZEIN
, Victor NIKIJULUW
, Devi D. SURYONO
, Anang D. PURWANTO
, Yaya I. ULUMUDDIN
, Bayu PRAYUDHA
, Agustin RUSTAM
, Early SEPTININGSIH
, Joko PRIHANTONO
, Mariska A. KUSUMANINGTYAS
, Nasir SUDIRMAN
, Restu N. A. ATI
, Rita RACHMAWATI
, Yusmiana P. RAHAYU
, August DAULAT
, Hanggar PRASETIO
, Viga A. WICAKSONO
, Adi WIBOWO 
ABSTRACT: Mangrove ecosystems in coastal Indonesia, especially in Banyuwangi Regency, are facing pressure due to human activities and environmental changes. This study aimed to assess the spatio-temporal dynamics of mangroves and project changes in area and its implications for blue carbon stocks in Muncar District, Banyuwangi, from 2015 to 2030. A combination of Sentinel-2 data, multispectral Unmanned Aerial Vehicle (UAV) technology, and Cellular Automata–Markov (CA–Markov) modelling was used to map historical changes and project future conditions. Classification using the Baloloy algorithm showed a high level of accuracy (Overall Accuracy 98%, Kappa 0.96), with mangrove area increasing from 262.55 ha in 2015 to 309.90 ha in 2025. However, the CA–Markov scenario projection indicates a decrease in mangrove area to 275.38 ha by 2030, based on the transition dynamics derived from the 2015–2020 calibration period. The blue carbon stock estimation using a mean carbon storage value of 714 Mg C/ha (equivalent to 2,620 Mg CO₂-eq/ha), the projected 10.98-ha reduction relative to the simulated 2025 baseline corresponds to a potential reduction in mangrove carbon stock of approximately 7,840 Mg C (28,746 Mg CO₂-eq). This value represents potential carbon stock at risk associated with the projected reduction in mangrove areas rather than a direct estimate of atmospheric carbon emissions. Despite historical mangrove recovery, the results indicate continued vulnerability to future mangrove loss and associated reductions in landscape-scale carbon storage. Spatially targeted conservation, rehabilitation, and regular monitoring are therefore recommended to maintain mangrove extent and blue-carbon stocks and to support climate-change mitigation and coastal ecosystem resilience.
Keywords: Mangrove; Blue Carbon; CA-Markov; Sentinel-2; Banyuwangi.

Full article here