Detection of Deforestation Using Low Resolution Satellite Images in the Islands of Sumatra 2000-2012

Authors

  • Nurdin Sulistiyono North Sumatra University
  • I Nengah Surati Jaya
  • Lilik Budi Prasetyo
  • Tatang Tiryana

Keywords:

MODIS, forest cover change, supervised classification, deforestation

Abstract

In the last two decades, the international community has given great attention to the issues of deforestation and degradation. In Indonesia, these issues had been a very critical as they were related to the Indonesian government's commitment in reducing greenhouse gases by 2020 through the Reducing Emission from Deforestation and forest Degradation (REDD) mechanism. This paper describes the use of low resolution satellite imagery, i.e., MODIS (Moderate Resolution Imaging Spectroradiometer) for monitoring deforestation in Sumatra during the period of 2000-2012. The main objective of the study was to derive rapid forest and land cover change information from low resolution imageries in Sumatra between 2000 - 2012.

This study used level 2 Terra MODIS (MOD13Q1) imageries, acquired in 2000, 2006 and 2012 as the main data source, where the 16-day composite imageries were derived from NASA

References

C. M. P. Ozanne, D. Anhuf, S. L. Boulter, M. Keller, R. L. Kitching, C. K

canopies," Science, vol. 301, pp. 183

G. Heal and B. Kristr

FAO. (2012, 2 Januari 2015). State of the World

F. Achard, H. D. Eva, H. J. Stibig, P. Mayaux, J. Gallego, T. Richards, et al., "Determination of deforestation rates of the world

J. A. Foley, R. DeFries, G. P. Asner, C. Barford, G. Bonan, S. R. Carpenter, et al., "Global Consequences of Land Use," Science, vol. 309, pp. 570-574, 2005.

J. M. Olson, S. Misana, D. J. Campbell, M. Mbonile, and S. A. Mugisha, "Research framework to identify the root causes of land use change leading to Land degradation and changing biodiversity," International Livestock Research Institute, Nairobi (Kenya).2004.

R. E. Gullison, P. C. Frumhoff, Josep G. Canadell, C. B. Field, D. C. Nepstad, K. Hayhoe, et al., "Tropical forests and climate policy," Science, vol. 316, pp. 985-986, 2007.

D. T. Shindell and G. A. Schmidt, "Southern Hemisphere climate response to ozone changes and greenhouse gas increases," Geophysical Research Letters, vol. 31, 2004.

J. F. Mitchell, "The

J. Hansen, M. Sato, R. Ruedy, K. Lo, D. W. Lea, and M. Medina-Elizade, "Global temperature change," Proceedings of the National Academy of Sciences, vol. 103, pp. 14288-14293, 2006.

F. e. Achard, H.-J. Stibig, H. D. Eva, E. J. Lindquist, A. Bouvet, O. Arino, et al., "Estimating tropical deforestation from Earth observation data. Carbon Management," Carbon Management, vol. 1, pp. 271 - 287, 2010.

S. Eckert, H. R. Ratsimba, L. O. Rakotondrasoa, L. G. Rajoelison, and A. Ehrensperger, "Deforestation and forest degradation monitoring and assessment of biomass and carbon stock of lowland rainforest in the Analanjirofo region, Madagascar," Forest Ecology and Management, vol. 262, pp. 1996-2007, 2011.

M. C. Hansen, Y. E. Shimabukuro, P. Potapov, and K. Pittman, "Comparing annual MODIS and PRODES forest cover change data for advancing monitoring of Brazilian forest cover," Remote Sensing of Environment, vol. 112, pp. 3784-3793, 2008.

R. DeFries, M. Hansen, J. Townshend, A. Janetos, and T. Loveland, "A new global 1?km dataset of percentage tree cover derived from remote sensing," Global Change Biology, vol. 6, pp. 247-254, 2000.

P. Mayaux, P. Holmgren, F. Achard, H. Eva, H.-J. Stibig, and A. Branthomme, Tropical forest cover change in the 1990s and options for future monitoring vol. 360, 2005.

C. A. Portillo-Quintero, A. M. Sanchez, C. A. Valbuena, Y. Y. Gonzalez, and J. T. Larreal, "Forest cover and deforestation patterns in the Northern Andes (Lake Maracaibo Basin): A synoptic assessment using MODIS and Landsat imagery," Applied Geography, vol. 35, pp. 152-163, 11// 2012.

J.-F. Mas, "Monitoring land-cover changes: a comparison of change detection techniques," International journal of remote sensing, vol. 20, pp. 139-152, 1999.

E. F. Lambin, "Monitoring forest degradation in tropical regions by remote sensing: some methodological issues," Global ecology and biogeography, vol. 8, pp. 191-198, 1999.

M. Herold, C. E.Woodcock, A. d. Gregorio, P. Mayaux, A. S. Belward, J. Latham, et al., "A Joint Initiative for Harmonization and Validation of Land Cover Datasets," IEEE Transactions On Geoscience And Remote Sensing, vol. 44, pp. 1719-1727, 2006.

Y. Setiawan and K. Yoshino, "Detecting land-use change from seasonal vegetation dynamics on regional scale with MODIS EVI 250-m time-series imagery," Journal of Land Use Science, 2013.

G. L. Galford, J. F. Mustard, J. Melillo, A. Gendrin, C. C. Cerri, and C. E. P. Cerri, "Wavelet analysis of MODIS time series to detect expansion and intensification of row-crop agriculture in Brazil," Remote Sensing of Environment, vol. 112, pp. 576-587, 2008.

I. B. K. Wedastra, A. Shapiro, E. Apriani, and T. Widiastomo, "Sistem Pemantauan Penutupan Lahan Pulau Dan Wilayah (Pemanfaatan Teknologi Penginderaan Jauh

P. R. Coppin and M. E. Bauer, "Digital change detection in forest ecosystems with remote sensing imagery," Remote sensing reviews, vol. 13, pp. 207-234, 1996.

P. E. Dennison, D. A. Roberts, and S. H. Peterson, "Spectral shape-based temporal compositing algorithms for MODIS surface reflectance data," Remote Sensing of Environment, vol. 109, pp. 510-522, 2007.

M. L. Clark, T. M. Aide, H. R. Grau, and G. Riner, "A scalable approach to mapping annual land cover at 250 m using MODIS time series data: A case study in the Dry Chaco ecoregion of South America," Remote Sensing of Environment, vol. 114, pp. 2816-2832, 2010.

J. Verbesselt, R. Hyndman, G. Newnham, and D. Culvenor, "Detecting trend and seasonal changes in satellite image time series," Remote sensing of Environment, vol. 114, pp. 106-115, 2010.

J. F. Knight, R. S. Lunetta, J. Ediriwickrema, and S. Khorram, "Regional scale land cover characterization using MODIS-NDVI 250 m multi-temporal imagery: A phenology-based approach," GIScience & Remote Sensing, vol. 43, pp. 1-23, 2006.

R. S. Lunetta, J. F. Knight, J. Ediriwickrema, J. G. Lyon, and L. D. Worthy, "Land-cover change detection using multi-temporal MODIS NDVI data," Remote Sensing of Environment, vol. 105, pp. 142-154, 2006.

K. Kafi, H. Shafri, and A. Shariff, "An analysis of LULC change detection using remotely sensed data; A Case study of Bauchi City," in IOP Conference Series: Earth and Environmental Science, 2014, p. 012056.

Y. Setiawan, M. I. Lubis, S. M. Yusuf, and L. B. Prasetyo, "Identifying change trajectory over the Sumatra's forestlands using moderate image resolution imagery," Procedia Environmental Sciences, vol. 24, pp. 189-198, 2015.

T. P. Tomich, M. van Noordwijk, S. Budidarsono, A. Gillison, T. Kusumanto, D. Murdiyarso, et al., "Agricultural intensification, deforestation, and the environment: assessing tradeoffs in Sumatra, Indonesia," Tradeoffs or synergies, pp. 221-244, 2001.

E. Romijn, J. H. Ainembabazi, A. Wijaya, M. Herold, A. Angelsen, L. Verchot, et al., "Exploring different forest definitions and their impact on developing REDD+ reference emission levels: A case study for Indonesia," Environmental Science & Policy, vol. 33, pp. 246-259, 2013.

B. A. Margono, S. Turubanova, I. Zhuravleva, P. Potapov, A. Tyukavina, A. Baccini, et al., "Mapping and monitoring deforestation and forest degradation in Sumatra (Indonesia) using Landsat time series data sets from 1990 to 2010," Environmental Research Letters, vol. 7, p. 034010, 2012.

LPDAAC. Data Pool [Online]. Available: https://lpdaac.usgs.gov/data_access/data_pool

LPDAAC. MODIS Overview [Online]. Available: https://lpdaac.usgs.gov/lpdaac/tools/modis_reprojection_tool.

LPDAAC. MODIS Reprojection Tool [Online]. Available: https://lpdaac.usgs.gov/lpdaac/tools/modis_reprojection_tool.

K. O. Were,

Z. Huiping, J. Hong, and H. Qinghua, "Landscape and water quality change detection in urban wetland: a post-classification comparison method with IKONOS data," Procedia Environmental Sciences, vol. 10, pp. 1726-1731, 2011.

O. R. Abd El-Kawy, J. K. R

D. H. Hoekman, "Radar monitoring system for sustainable forest management in Indonesia " in IGARSS

R. Solano, K. Didan, A. Jacobson, and A. Huete, MODIS Vegetation Index User

J. R. Otukeia and T. Blaschke, "Land cover change assessment using decision trees, support vector machines and maximum likelihood classification algorithms," International Journal of Applied Earth Observation and Geoinformation, vol. 12, pp. S27

C. E. Churches, P. J. Wampler, W. Sun, and A. J. Smith, "Evaluation of forest cover estimates for Haiti using supervised classification of Landsat data," International Journal of Applied Earth Observation and Geoinformation, vol. 30, pp. 203-216, 8// 2014.

I. N. S. Jaya, Analisis Citra Digital. Persepektif Penginderaan Jauh Untuk Pengelolaan Sumberdaya Alam. Teori dan Praktik Menggunakan Erdas Imagine. Indonesia: Fakultas Kehutanan. Institut Pertanian Bogor, 2010.

R. M. Hord, Digital image processing of remotely sensed data. London: Academic Press, 1982.

J. R. Eastman, S. Crema, H. Zhu, J. Toledano, and H. Jiang, "In?Process Classification Assessment of Remotely Sensed Imagery," GeoCarto International, vol. 20, pp. 33-43, 2005.

J. R. Jensen, Introductory digital image processing: A remote sensing perspective. New Jersey: Prentice Hall, 1996.

I. Jaya and S. Kobayashi, "Classification of detailed forest cover types based upon the separability algorithm: a case study in the Yahiko Mountain and Shibata Forest Area," Journal of the Remote Sensing Society of Japan, vol. 15, pp. 40-53, 1995.

I. Jaya and S. Kobayashi, "Detecting Changes in Forest Vegetation using Multitemporal Landsat TM Data: A case study in the Shibata Forest, Niigata Prefecture," Journal of Forest Planning, vol. 1, pp. 23-38, 1995.

A. Singh, "Some clarifications about the pairwise divergence measure in remote sensing," Remote Sensing, vol. 5, pp. 623-627, 1984.

P. H. Swain and S. M. Davis, Remote sensing: The Quantitative Approach. New York: McGraw Hill Book Company, 1978.

P. Mather, M. Steven, and J. Clark, "Theoretical problems in image classification," Application of RS in Agriculture, pp. 127-135, 1990.

P. Olofsson, G. M. Foody, M. Herold, S. V. Stehman, C. E. Woodcock, and M. A. Wulder, "Good practices for estimating area and assessing accuracy of land change," Remote Sensing of Environment, vol. 148, pp. 42-57, 2014.

I. N. S. Jaya, "Monitoring Forest Cover Change Using Multitemporal Landsat TM Data," PhD Disertasi, Graduate School of Science and Technology, Niigata University, Japan, 1996.

J. P. Spruce, S. Sader, R. E. Ryan, J. Smoot, P. Kuper, K. Ross, et al., "Assessment of MODIS NDVI time series data products for detecting forest defoliation by gypsy moth outbreaks," Remote sensing of environment, vol. 115, pp. 427-437, 2011.

K. J. Wessels, R. S. De Fries, J. Dempewolf, L. O. Anderson, A. J. Hansen, S. L. Powell, et al., "Mapping regional land cover with MODIS data for biological conservation: Examples from the Greater Yellowstone Ecosystem, USA and Par

L. Anderson, Y. Shimabukuro, and E. Arai, "Cover: Multitemporal fraction images derived from Terra MODIS data for analysing land cover change over the Amazon region," International Journal of Remote Sensing, vol. 26, pp. 2251-2257, 2005.

A. Aguiar, Y. Shimabukuro, and N. Mascarenhas, "Use of synthetic bands derived from mixing models in the multispectral classification of remote sensing images," International Journal of Remote Sensing, vol. 20, pp. 647-657, 1999.

Ministry of Forestry, Statistik Kehutanan Tahun 2011. Jakarta: Kementerian Kehutanan, 2012.

Ministry of Forestry, Statistik Kehutanan Tahun 2013. Jakarta: Kementerian Kehutanan, 2014.

M. Broich, M. C. Hansen, P. Potapov, B. Adusei, E. Lindquist, and S. V. Stehman, "Time-series analysis of multi-resolution optical imagery for quantifying forest cover loss in Sumatra and Kalimantan, Indonesia," International Journal of Applied Earth Observation and Geoinformation, vol. 13, pp. 277-291, 4// 2011.

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Published

2015-08-12

How to Cite

Sulistiyono, N., Jaya, I. N. S., Prasetyo, L. B., & Tiryana, T. (2015). Detection of Deforestation Using Low Resolution Satellite Images in the Islands of Sumatra 2000-2012. International Journal of Sciences: Basic and Applied Research (IJSBAR), 24(1), 350–366. Retrieved from https://gssrr.org/index.php/JournalOfBasicAndApplied/article/view/4457

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