Local-Scale Carbon Sink Determinants and Spatial Heterogeneity in a Rapidly Urbanizing Coastal Metropolitan Region of Indonesia
DOI:
https://doi.org/10.25034/ijcua.2026.v10n1-11Keywords:
Local-scale carbon sinks, Coastal urban planning, Spatial analysis, Governance scale, Urban sustainability, IndonesiaAbstract
Understanding carbon sink dynamics at local administrative scales is essential for developing effective climate mitigation and urban planning strategies in rapidly urbanizing coastal regions. However, existing studies have largely focused on broader regional scales, providing limited insights into local spatial heterogeneity and governance-relevant carbon management. This study investigates carbon sink profiles and their determinants in the Samarinda Metropolitan Area (SMA), Indonesia, using 34 sub-districts and 289 urban villages as analytical units. Carbon sinks were estimated using Net Primary Production (NPP) data, while Ordinary Least Squares (OLS), Spatial Lag Model (SLM), and Geographically Weighted Regression (GWR) were applied to examine global and local spatial relationships. The results reveal significant spatial clustering of carbon sinks at both sub-district (Moran’s I = 0.277, p = 0.003) and urban village levels (Moran’s I = 0.099, p < 0.001). The urban village model demonstrated superior performance (R² = 0.669) compared with the sub-district model (R² = 0.526). Forest cover (β = 1.020) and wetness (β = 0.225) positively influenced carbon sinks, whereas elevation (β = −0.112) and NDVI (β = −0.131) exhibited negative effects. GWR results identified forest as the strongest determinant (R² = 0.949). Effective local carbon management can enhance ecosystem services, strengthen environmental resilience, reduce climate-related economic risks, and support sustainable urban economic development. These findings support spatially targeted planning interventions, including forest conservation, wetland restoration, and blue carbon governance in coastal metropolitan regions.
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Benameur, O., Leghrib, F., & Laroui, A. (2024). Assessing Urban Green Space Accessibility for Sustainable Development in Mostaganem, Algeria: A Space Syntax Approach. Journal of Contemporary Urban Affairs, 8(1). https://doi.org/10.25034/ijcua.2024.v8n1-11
Boehnke, R. F., Hoppe, T., Brezet, H., & Blok, K. (2019). Good practices in local climate mitigation action by small and medium-sized cities; exploring meaning, implementation and linkage to actual lowering of carbon emissions in thirteen municipalities in The Netherlands. Journal of Cleaner Production, 207, 630–644. https://doi.org/10.1016/j.jclepro.2018.09.264
Bordoloi, R., Das, B., Tripathi, O. P., Sahoo, U. K., Nath, A. J., Deb, S., Das, D. J., Gupta, A., Devi, N. B., Charturvedi, S. S., Tiwari, B. K., Paul, A., & Tajo, L. (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
Brink, E., & Wamsler, C. (2018). Collaborative Governance for Climate Change Adaptation: Mapping citizen–municipality interactions. Environmental Policy and Governance, 28(2), 82–97. https://doi.org/10.1002/eet.1795
Chimdessa, T. (2023). Forest carbon stock variation with altitude in bolale natural forest, Western Ethiopia. Global Ecology and Conservation, 45, e02537. https://doi.org/10.1016/j.gecco.2023.e02537
Dong, S., Ren, W., Dong, X., Lei, F., Wang, X.-C., Xie, L., & Zhou, X. (2024). Decoupling the Impacts of Climate Change and Human Activities on Terrestrial Vegetation Carbon Sink. Remote Sensing, 16(23), 4417. https://doi.org/10.3390/rs16234417
Fuhr, H., Hickmann, T., & Kern, K. (2018). The role of cities in multi-level climate governance: Local climate policies and the 1.5 °C target. Current Opinion in Environmental Sustainability, 30, 1–6. https://doi.org/10.1016/j.cosust.2017.10.006
Guarini, E., Mori, E., & Zuffada, E. (2022). Localizing the Sustainable Development Goals: A managerial perspective. Journal of Public Budgeting, Accounting & Financial Management, 34(5), 583–601. https://doi.org/10.1108/JPBAFM-02-2021-0031
Han, A. T., Kim, H., Remigio, J., & Oh, C. (2024). Impacts of New Town developments on carbon sinks: Implications from the Case of Seoul Metropolitan Area, Korea. Land Use Policy, 143, 107215. https://doi.org/10.1016/j.landusepol.2024.107215
Hasanah, A., & Wu, J. (2024). Exploring dynamics relationship between carbon emissions and eco-environmental quality in Samarinda Metropolitan Area: A spatiotemporal approach. Science of The Total Environment, 927, 172188. https://doi.org/10.1016/j.scitotenv.2024.172188
Hong, S., Hui, E. C. M., & Lin, Y. (2022). Relationships between carbon emissions and urban population size and density, based on geo-urban scaling analysis: A multi‑carbon source empirical study. Urban Climate, 46, 101337. https://doi.org/10.1016/j.uclim.2022.101337
Hoque, M. Z., 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
Huang, L., Chen, K., & Zhou, M. (2020). Climate change and carbon sink: A bibliometric analysis. Environmental Science and Pollution Research, 27(8), 8740–8758. https://doi.org/10.1007/s11356-019-07489-6
Hurlimann, A., Moosavi, S., & Browne, G. R. (2021). Urban planning policy must do more to integrate climate change adaptation and mitigation actions. Land Use Policy, 101, 105188. https://doi.org/10.1016/j.landusepol.2020.105188
Kabir, M., Habiba, U. E., Khan, W., Shah, A., Rahim, S., Rios-Escalante, P. R. D. L., Farooqi, Z.-U.-R., Ali, L., & Shafiq, M. (2023). Climate change due to increasing concentration of carbon dioxide and its impacts on environment in 21st century; a mini review. Journal of King Saud University - Science, 35(5), 102693. https://doi.org/10.1016/j.jksus.2023.102693
Khodakarami, L. (2024). Spatial modeling of micro‐scale carbon dioxide sources and sinks in urban environments: A novel approach to quantify urban impacts on global warming. Greenhouse Gases: Science and Technology, 14(3), 470–491. https://doi.org/10.1002/ghg.2273
Kinnunen, A., Talvitie, I., Ottelin, J., Heinonen, J., & Junnila, S. (2022). Carbon sequestration and storage potential of urban residential environment – A review. Sustainable Cities and Society, 84, 104027. https://doi.org/10.1016/j.scs.2022.104027
Kobler, J., Zehetgruber, B., Dirnböck, T., Jandl, R., Mirtl, M., & Schindlbacher, A. (2019). Effects of aspect and altitude on carbon cycling processes in a temperate mountain forest catchment. Landscape Ecology, 34(2), 325–340. https://doi.org/10.1007/s10980-019-00769-z
Landauer, M., Juhola, S., & Klein, J. (2019). The role of scale in integrating climate change adaptation and mitigation in cities. Journal of Environmental Planning and Management, 62(5), 741–765. https://doi.org/10.1080/09640568.2018.1430022
Lin, J., Guo, Y., Li, J., Shao, M., & Yao, P. (2023). Spatial and temporal characteristics of carbon emission and sequestration of terrestrial ecosystems and their driving factors in mainland China—A case study of 352 prefectural administrative districts. Frontiers in Ecology and Evolution, 11, 1169427. https://doi.org/10.3389/fevo.2023.1169427
Piao, S., Yue, C., Ding, J., & Guo, Z. (2022). Perspectives on the role of terrestrial ecosystems in the ‘carbon neutrality’ strategy. Science China Earth Sciences, 65(6), 1178–1186. https://doi.org/10.1007/s11430-022-9926-6
Salimi, M., Kafi, M., & Khansefid, M. (2025). Advancing Zero-Carbon Cities through Urban Green Infrastructure in Karaj, Iran. Journal of Contemporary Urban Affairs, 9(2), 566–583. https://doi.org/10.25034/ijcua.2025.v9n2-12
Sapkota, Y., & White, J. R. (2020). Carbon offset market methodologies applicable for coastal wetland restoration and conservation in the United States: A review. Science of The Total Environment, 701, 134497. https://doi.org/10.1016/j.scitotenv.2019.134497
Schoon, M., & Cox, M. (2018). Collaboration, Adaptation, and Scaling: Perspectives on Environmental Governance for Sustainability. Sustainability, 10(3), 679. https://doi.org/10.3390/su10030679
Somoye, O., & Akinwande, T. S. (2023). Can Urbanization Influence Carbon Dioxide Emissions? Evidence from BRICS–T Countries. Journal of Contemporary Urban Affairs, 7(1), 164–174. https://doi.org/10.25034/ijcua.2023.v7n1-11
Tagesson, T., Schurgers, G., Horion, S., Ciais, P., Tian, F., Brandt, M., Ahlström, A., Wigneron, J.-P., Ardö, J., Olin, S., Fan, L., Wu, Z., & Fensholt, R. (2020). Recent divergence in the contributions of tropical and boreal forests to the terrestrial carbon sink. Nature Ecology & Evolution, 4(2), 202–209. https://doi.org/10.1038/s41559-019-1090-0
Wang, H., Liu, G., & Shi, K. (2019). What Are the Driving Forces of Urban CO2 Emissions in China? A Refined Scale Analysis between National and Urban Agglomeration Levels. International Journal of Environmental Research and Public Health, 16(19), 3692. https://doi.org/10.3390/ijerph16193692
Wang, L., Zhao, J., Ai, D., Chen, G., & Lin, Y. (2024). Integrating risk zoning and multifactor analysis: A strategic approach to ecological carbon sink management. Ecological Informatics, 82, 102671. https://doi.org/10.1016/j.ecoinf.2024.102671
Wang, X., Wang, K., Zhang, Y., Gao, J., & Xiong, Y. (2023). Impact of Climate on the Carbon Sink Capacity of Ecological Spaces: A Case Study from the Beijing–Tianjin–Hebei Urban Agglomeration. Land, 12(8), 1619. https://doi.org/10.3390/land12081619
Wei, X., Yang, J., Luo, P., Lin, L., Lin, K., & Guan, J. (2022). Assessment of the variation and influencing factors of vegetation NPP and carbon sink capacity under different natural conditions. Ecological Indicators, 138, 108834. https://doi.org/10.1016/j.ecolind.2022.108834
Were, D., Kansiime, F., Fetahi, T., Cooper, A., & Jjuuko, C. (2019). Carbon Sequestration by Wetlands: A Critical Review of Enhancement Measures for Climate Change Mitigation. Earth Systems and Environment, 3(2), 327–340. https://doi.org/10.1007/s41748-019-00094-0
Yang, C., & Zhao, S. (2023). Scaling of Chinese urban CO2 emissions and multiple dimensions of city size. Science of The Total Environment, 857, 159502. https://doi.org/10.1016/j.scitotenv.2022.159502
Ye, X., & Chuai, X. (2022). Carbon sinks/sources’ spatiotemporal evolution in China and its response to built-up land expansion. Journal of Environmental Management, 321, 115863. https://doi.org/10.1016/j.jenvman.2022.115863
Yu, B., & Zhou, X. (2023). Urban administrative hierarchy and urban land use efficiency: Evidence from Chinese cities. International Review of Economics & Finance, 88, 178–195. https://doi.org/10.1016/j.iref.2023.06.033
Zhang, A., & Deng, R. (2022). Spatial-temporal evolution and influencing factors of net carbon sink efficiency in Chinese cities under the background of carbon neutrality. Journal of Cleaner Production, 365, 132547. https://doi.org/10.1016/j.jclepro.2022.132547
Zhuang, Q., Shao, Z., Li, D., Huang, X., Li, Y., Altan, O., & Wu, S. (2023). Impact of global urban expansion on the terrestrial vegetation carbon sequestration capacity. Science of The Total Environment, 879, 163074. https://doi.org/10.1016/j.scitotenv.2023.163074
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