Spatio-Temporal Detection of Vegetation Change and Recovery in Fire-Affected Peatlands of Sumatra, Indonesia

Yudi Setiawan(1) , Kustiyo Kustiyo(2) , Sahid Agustian Hudjimartsu(3) , Marshela Aida Handayani(4) , Awaludin Jamil(5) , Erianto Indra Putra(6)
(1) Department of Forest Resource Conservation and Ecotourism, Faculty of Forestry and Environment, IPB University,
(2) Research Center for Geoinformatics, Research Organization for Electronics and Informatics, National Research and Innovation Agency (BRIN),
(3) Study Program of Information Technology, Faculty of Science and Engineering, Ibn Khaldun University,
(4) Department of Forest Resource Conservation and Ecotourism, Faculty of Forestry and Environment, IPB University,
(5) Study Program of Natural Resources and Environmental Management, Graduate School, IPB University,
(6) Department of Silviculture, Faculty of Forestry and Environment, IPB University

Abstract

Tropical peatlands are among the most fire-prone ecosystems in Southeast Asia, where recurrent burning causes long-term degradation, carbon loss, and biodiversity decline. Assessing spatio-temporal patterns of recovery is therefore essential for guiding effective peatland restoration and fire prevention strategies. This study investigated vegetation recovery dynamics in a fire-affected peatland in Sumatra, Indonesia. Multi-temporal satellite imagery was processed to extract the Enhanced Vegetation Index (EVI) and Normalized Burn Ratio (NBR). Fire frequency and severity were further analyzed through hotspot distributions and fire history. The results revealed that NBR and dNBR were highly effective in detecting burned areas and assessing severity, while EVI provided complementary perspectives on recovery trajectories. Vegetation in once-burned areas showed relatively steady regrowth, with EVI values approaching pre-fire levels after several years. In contrast, repeatedly burned areas exhibited slower and more heterogeneous recovery, with fluctuating EVI pattern reflecting vegetation growth succession. Field vegetation surveys confirmed that repeated fires drastically simplified forest structure, reducing tree and pole density and favoring shrubs and ferns such as Stenochlaena palustris and Melastoma malabathricum. Overall, the study demonstrates that fire frequency and severity are critical determinants of peatland recovery. The EVI offers valuable insights into vegetation dynamics, while NBR provides reliable fire history mapping. These findings underscore the importance of combining spectral indicators with ground-based vegetation data for long-term monitoring and highlight the need for targeted restoration strategies, including hydrological rewetting and assisted natural regeneration, in repeatedly burned peatlands.

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References

1. Field, R. D., van der Werf, G. R., & Shen, S. S. P. Human amplification of drought-induced biomass burning in Indonesia since 1960. Nature Geoscience 2009, 2(3), 185–188.

2. Andela, N., Morton, D. C., Giglio, L., et al. The Global Fire Atlas of individual fire size, duration, speed and direction. Earth System Science Data 2019, 11(2), 529–552.

3. Turetsky, M. R., Benscoter, B., Page, S., Rein, G., van der Werf, G. R., & Watts, A. Global vulnerability of peatlands to fire and carbon loss. Nature Geoscience 2015, 8(1), 11–14.

4. Hooijer, A., Page, S., Canadell, J. G., et al. Current and future CO₂ emissions from drained peatlands in Southeast Asia. Biogeosciences 2010, 7(5), 1505–1514.

5. Harrison, M. E., & Page, S. E. Regrading the peat swamp: Ecology, degradation, and conservation of Southeast Asian peatlands. Biodiversity and Conservation 2016, 25(10), 2133–2151.

6. Konecny, K., Ballhorn, U., Navratil, P., et al. Variable carbon losses from recurrent fires in drained tropical peatlands. Global Change Biology 2016, 22(4), 1469–1480.

7. Keeley, J. E. Fire intensity, fire severity and burn severity: a brief review and suggested usage. International Journal of Wildland Fire 2009, 18(1), 116–126.

8. Dohong, A., Abdul Aziz, A., & Dargusch, P. A review of the drivers of tropical peatland degradation in South-East Asia. Land Use Policy 2017, 69, 349–360.

9. Roy, D. P., Boschetti, L., Justice, C. O., and Ju, J. The Collection 5 MODIS burned area product—Global evaluation by comparison with the MODIS active fire product. Remote Sensing of Environment 2008, 112(9), 3690–3707.

10. Key, C. H., & Benson, N. C. Landscape Assessment: Ground measure of severity, the Composite Burn Index; and remote sensing of severity, the Normalized Burn Ratio. In D. C. Lutes, R. E. Keane, J. F. Caratti, C. H. Key, N. C. Benson, S. Sutherland, & L. J. Gangi (Eds.), FIREMON: Fire Effects Monitoring and Inventory System. Fort Collins, CO: U.S. Department of Agriculture, Forest Service, Rocky Mountain Research Station, 2006.

11. Tucker, C. J. Red and photographic infrared linear combinations for monitoring vegetation. Remote Sensing of Environment 1979, 8(2), 127–150.

12. Huete, A. R., Didan, K., Miura, T., Rodriguez, E. P., Gao, X., & Ferreira, L. G. Overview of the radiometric and biophysical performance of the MODIS vegetation indices. Remote Sensing of Environment, 2002, 83(1–2), 195–213.

13. Gao, X., Huete, A. R., Ni, W., & Miura, T. Optical–biophysical relationships of vegetation spectra without background contamination. Remote Sensing of Environment, 2000, 74(3), 609–620.

14. Key, C. H., & Benson, N. C. Landscape assessment: Fire severity and dNBR. In FIREMON: Fire Effects Monitoring and Inventory System. USDA Forest Service, 2006.

15. Verbesselt, J., Hyndman, R., Newnham, G., and Culvenor, D. Detecting trend and seasonal changes in satellite image time series. Remote Sensing of Environment 2010, 114(1), 106–115.

16. Setiawan Y., Kustiyo K., Hudjimartsu S.A., Purwanto J., Rovani R., Tosiani A., Usman A.B., Kartika T., Indriasari N., Prasetyo L.B., Margono B.A. Evaluating Visible–Infrared Imaging Radiometer Suite Imagery for Developing Near-Real-Time Nationwide Vegetation Cover Monitoring in Indonesia. Remote Sensing, 2024, 16 (11), 1958.

17. Setiawan, Y., Prasetyo, L.B., Pawitan, H., Permatasari, P.A., Suyamto, D., and Wijayanto, A.K. 2018. Identifying Areas Affected by Fires in Sumatra Based on Time Series of Remotely Sensed Fire Hotspots and Spatial Modeling. Jurnal Pengelolaan Sumberdaya Alam dan Lingkungan, 8 (3) pp. 420-427.

18. Vermote, E.F., Roger, J.C., and Ray J.P. MODIS Surface Reflectance User’s Guide Collection 6. Available online: https://modis-landgsfcnasagov/pdf/ MOD09_UserGuide_v14pdf. accessed on 15 July 2025.

19. Suyamto, D., Prasetyo, L., Setiawan, Y., et al. Measuring Similarity of Deforestation Patterns in Time and Space across Differences in Resolution. Geomatics, 2021, 1, 464-495.

20. NASA FIRMS. Fire Information for Resource Management System (FIRMS) – MODIS & VIIRS Active Fire Data. NASA Earthdata: https://firms.modaps.eosdis.nasa.gov/

21. Fraser, R.H. and Cihlar, J. 2000. Hotspot and NDVI differencing synergy (HANDS): a new technique for burned area mapping over boreal forest. Remote Sensing of Environment, 2000, 74, 362–376.

22. Setiawan, Y., Yoshino, K., and Philpot, W. D. Characterizing temporal vegetation dynamics of land use in regional scale of Java Island, Indonesia. Journal of Land Use Science, 2013, 8 (1) pp. 1-30

23. Silviana, S., Hero Saharjo, B., and Sutikno, S. Effect of wildfires on tropical peatland vegetation in Meranti Islands district, Riau province, Indonesia. Biodiversitas, 2019, 20 (10) pp. 3056-3062.

24. Firdaus, R., and Nakagoshi, N. Tree species diversity and structural composition of tropical peat swamp forest : a study in Riau, Indonesia. Hikobia, 2018, 17, 261–271

25. Soerianegara, I., and Indrawan, A. Forest Ecology Indonesia. Forest Ecology Laboratory, Faculty of Forest, Bogor Agircultural University. Bogor: Bogor Agricultural University, 1978

26. Supriatna, J. Biodiversity Indexes: Value and Evaluation Purposes. E3S Web of Conferences, 2018 doi:10.1051/e3sconf/20184801001

27. Page, S. E., Rieley, J. O., & Banks, C. J. (2011). Global and regional importance of the tropical peatland carbon pool. Global Change Biology, 2011, 17(2), 798–818.

28. Warren, M., Hergoualc’h, K., & Murdiyarso, D. Carbon consequences of fire in tropical peatlands. Global Change Biology, 2017, 23(1), 478–489.

29. Turetsky, M. R., Benscoter, B., Page, S., Rein, G., van der Werf, G. R., & Watts, A. (2015). Global vulnerability of peatlands to fire and carbon loss. Nature Geoscience, 2015, 8(1), 11–14.

30. Hoscilo, A., Page, S. E., Tansey, K. J., & Rieley, J. O. Effect of repeated fires on land-cover change on peatland in southern Central Kalimantan, Indonesia, from 1973 to 2005. International Journal of Wildland Fire, 2011, 20(4), 578–588.

31. Konecny, K., Ballhorn, U., Navratil, P., Jubanski, J., Page, S. E., Tansey, K., … & Siegert, F. Variable carbon losses from recurrent fires in drained tropical peatlands. Environmental Research Letters, 2016, 11(3), 035003.

32. Page, S. E., Siegert, F., Rieley, J. O., Boehm, H.-D. V., Jaya, A., & Limin, S. The amount of carbon released from peat and forest fires in Indonesia during 1997. Nature, 2002, 420(6911), 61–65.

33. Miettinen, J., Shi, C., Liew, S. C., & Kwoh, L. K. Land cover distribution in the peatlands of Peninsular Malaysia, Sumatra and Borneo in 2015 with changes since 1990. Global Ecology and Conservation, 2017, 6, 67–78.

34. Ballhorn, U., Siegert, F., Mason, M., & Limin, S. Derivation of burn scar depths and estimation of carbon emissions with LIDAR in Indonesian peatlands. Proceedings of the National Academy of Sciences, 2009, 106(50), 21213–21218.

35. Brown, C., Bousfield, C., & Waddington, J. M. Vegetation impact on peatland hydrology after wildfire. Hydrological Processes, 2015, 29(2), 442–456.

36. Jones, T. G., et al. The impact of fire on peat soil chemistry. Geoderma, 2014, 228–229, 40–51.

37. Posa, M. R. C., Wijedasa, L. S., & Corlett, R. T. Biodiversity and conservation of tropical peat swamp forests. Biodiversity and Conservation, 2011, 20, 2965–2988.

38. Dharmawan, I. W. E. Forest recovery time in tropical peatlands after fire. Forest Science and Technology, 2012, 8(2), 103–108.

39. Tonbul, H., et al. Vegetation recovery after fire in peatlands. Ecological Indicators, 2016, 64, 1–11.

40. CCFPI. Peatland Fire Assessment and Recovery Potential. Climate and Clean Forests Partnership Initiative, 2014

41. Yule, C. M. Loss of biodiversity and ecosystem functioning in peat swamp forests. Biodiversity and Conservation, 2010, 19, 393–409.

42. Balch, J. K., Massad, T. J., Brando, P. M., Nepstad, D. C., and Curran, L. M. Effects of high-frequency understorey fires on woody plant regeneration in southeastern Amazonian forests. Philosphical Transactions of The Royal Society B, 2013, 36820120157

43. Gandiwa, E. Effects of repeated burning on woody vegetation structure and composition in a semi­arid southern African savanna. International Journal of Environmental Science. 2011, 2, 458–471.

44. Malkisnon, D., Wittenberg, L., Beeri, O., and Barzilai, R. Effects of Repeated Fires on the Structure, Composition, and Dynamics of Mediterranean Maquis: Short- and Long-Term Perspectives. Ecosystems, 2011, 14, 478–488

Authors

Yudi Setiawan
setiawan.yudi@gmail.com (Primary Contact)
Kustiyo Kustiyo
Sahid Agustian Hudjimartsu
Marshela Aida Handayani
Awaludin Jamil
Erianto Indra Putra
Author Biography

Yudi Setiawan, Department of Forest Resource Conservation and Ecotourism, Faculty of Forestry and Environment, IPB University

Author ID: 36697084100
http://orcid.org/0000-0002-1482-1905
Google Scholar: https://scholar.google.com/citations?user=CF3xiFEAAAAJ&hl=en
H-index: 11

Scopus: http://www.scopus.com/authid/detail.uri?authorId=36697084100
H-index: 7

Personal blog: https://sites.google.com/site/setiawanyudi33/home

Setiawan, Y. (2025) “Spatio-Temporal Detection of Vegetation Change and Recovery in Fire-Affected Peatlands of Sumatra, Indonesia”, Jurnal Pengelolaan Sumberdaya Alam dan Lingkungan (Journal of Natural Resources and Environmental Management), 15(6), p. 1034. doi:10.29244/jpsl.15.6.1034.

Article Details

How to Cite

Setiawan, Y. (2025) “Spatio-Temporal Detection of Vegetation Change and Recovery in Fire-Affected Peatlands of Sumatra, Indonesia”, Jurnal Pengelolaan Sumberdaya Alam dan Lingkungan (Journal of Natural Resources and Environmental Management), 15(6), p. 1034. doi:10.29244/jpsl.15.6.1034.