MANGROVE FOREST CHANGE IN NUSA PENIDA MARINE PROTECTED AREA, BALI - INDONESIA USING LANDSAT SATELLITE IMAGERY

August Daulat, Widodo Setiyo Pranowo, Syahrial Nur Amri

Abstract

Nusa Penida, Bali was designated as a Marine Protected Area (MPA) by the Klungkung Local Government in 2010 with support from the Ministry of Marine Affairs and Fisheries, Republic of Indonesia. Mangrove forests located in Nusa Lembongan Island inside the Nusa Penida MPA jurisdiction have decreased in biomass quality and vegetation cover. It’s over the last decades due to influences from natural phenomena and human activities, which obstruct mangrove growth. Study the mangrove forest changes related to the marine protected areas implementation are important to explain the impact of the regulation and its influence on future conservation management in the region. Mangrove forest in Nusa Penida MPA can be monitored using remote sensing technology, specifically Normalized Difference Vegetation Index (NDVI) from Landsat satellite imagery combined with visual and statistical analysis. The NDVI helps in identifying the health of vegetation cover in the region across three different time frames 2003, 2010, and 2017. The results showed that the NDVI decreased slightly between 2003 and 2010. It’s also increased significantly by 2017, where a mostly positive change occurred landwards and adverse change happened in the middle of the mangrove forest towards the sea.

Keywords

mangrove changes; Nusa Penida MPA; remote sensing; NDVI

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References

Advanced Land Observing Satellite Data, (2017), Alos Data. http://www.alos-restec.jp/en/staticpages/index.php/aboutalos.

Alongi D., Murdiyarso D., Fourqurean J., Kauffman J., Hutahaean A., Crooks S., Lovelock C., Howard J., Herr D., Fortes M, (2016), Indonesia’s Blue Carbon: a Globally Significant and Vulnerable Sink for Seagrass and Mangrove Carbon. Wetlands Ecology and Management, 24, 3-13.

Alongi DM, (2002), Present State and Future of the World's Mangrove Forests. Environmental Conservation, 29, 331-349.

Alongi DM, (2008), Mangrove Forests: Resilience, Protection From Tsunamis, and Responses to Global Climate Change. Estuarine, Coastal and Shelf Science, 76, 1-13.

Bhosale NP, Manza RR, (2013), Analysis of Effect of Noise Removal Filters on Noisy Remote Sensing Images. International Journal of Scientific & Engineering Research (IJSER), 4, 1151.

Cannicci S., Burrows D., Fratini S., Smith T. J., Offenberg J., Dahdouh-Guebas F, (2008), Faunal Impact on Vegetation Structure and Ecosystem Function in Mangrove Forests: A Review. Aquatic Botany, 89, 186-200.

Cohen J., (1960), A Coefficient of Agreement for Nominal Scales. Educational and Psychological Measurement, 20, 37-46.

Dirhamsyah, (2016), Setbacks in the Development of Marine Protected Areas in Indonesia. Australian Journal of Maritime & Ocean Affairs, 8, 87-100.

Donato DC, Kauffman JB, Murdiyarso D., Kurnianto S., Stidham M., Kanninen M., (2011), Mangroves Among the Most Carbon-rich Forests in the Tropics. Nature Geoscience, 4, 293-297.

Dudley N., (2008), Guidelines for Applying Protected Area Management Categories, IUCN.

Foga S., Scaramuzza PL, Guo S., Zhu Z., Dilley RD, Beckmann T., Schmidt GL, Dwyer JL, Hughes MJ, Laue B., (2017), Cloud Detection Algorithm Comparison and Validation for Operational Landsat Data Products. Remote Sensing of Environment, 194, 379-390.

Gedan KB, Kirwan ML, Wolanski E., Barbier, EB, Silliman BR, (2011), The Present and Future Role of Coastal Wetland Vegetation in Protecting Shorelines: Answering Recent Challenges to the Paradigm. Climatic Change, 106, 7-29.

Giri C., Ochieng E., Tieszen LL, Zhu Z., Singh A., Loveland T., Masek J., Duke N., (2011), Status and Distribution of Mangrove Forests of the World Using Earth Observation Satellite Data. Global Ecology and Biogeography, 20, 154-159.

Gordon AL, Susanto RD, Ffield A., (1999), Throughflow Within Makassar Strait. Geophysical Research Letters, 26, 3325-3328.

Gorelick N., Hancher M., Dixon M., Ilyushchenko S., Thau D., Moore R., (2017), Google Earth Engine: Planetary-scale Geospatial Analysis for Everyone. Remote Sensing of Environment.

Hansen MC, Potapov PV, Moore R., Hancher M., Turubanova S., Tyukavina A., Thau D., Stehman S., Goetz S., Loveland T., (2013), High-Resolution Global Maps of 21st-Century Forest Cover Change. Science, 342, 850-853.

Irons JR, Dwyer JL, Barsi JA, (2012), The Next Landsat Satellite: The Landsat Data Continuity Mission. Remote Sensing of Environment, 122, 11-21.

Jensen JR, (2015), Introductory Digital Image Processing: A Remote Sensing Perspective, Prentice Hall Press.

Kathiresan K., Rajendran N., (2005), Coastal Mangrove Forests Mitigated Tsunami. Estuarine, Coastal and Shelf science, 65, 601-606.

Kissinger G., Herold M., De Sy V., (2012), Drivers of Deforestation and Forest Degradation: A Synthesis Report for REDD+ Policymakers. Vancouver, Canada: Lexeme Consulting.

Kusumaningtyas MA, Daulat A., Suryono DD, Ati RNA, Kepel TL, Rustam A., Rahayu YP, Sudirman N., Hutahaean AA, (2014), Blue Carbon Stock of Mangrove Ecosystem in Nusa Penida, Bali. 12th Biennial Conference of Pan Ocean Remote Sensing Conference (PORSEC 2014).

Lovelock CE, Feller IC, Reef R., Hickey S., Ball MC, (2017), Mangrove Dieback During Fluctuating Sea Levels. Scientific Reports, 7, 1680.

Margono BA, Potapov PV, Turubanova S., Stolle F., Hansen MC, (2014), Primary Forest Cover Loss in Indonesia Over 2000-2012. Nature Climate Change, 4, 730-735.

Mather PM, Koch M., (2011), Computer Processing of Remotely-sensed Images: An Introduction, John Wiley & Sons.

Murdiyarso D., Purbopuspito J., Kauffman J B, Warren MW, Sasmito SD, Donato DC, Manuri S., Krisnawati H., Taberima S., Kurnianto S., (2015), The Potential of Indonesian Mangrove Forests for Global Climate Change Mitigation. Nature Climate Change, 5, 1089-1092.

Murray SP, Arief D., (1988), Throughflow into the Indian Ocean Through the Lombok Strait, January 1985–January 1986. Nature, 333, 444-447.

Nallan SA, Armstrong LJ, Tripathy AK, Teluguntla P., (2015), Hotspot Analysis Using NDVI Data for Impact Assessment of Watershed Development. Technologies for Sustainable Development (ICTSD), 2015 International Conference on, 2015. IEEE, 1-5.

Nurhidayah L., Alam S., (2017), MPAs and Fisheries in the Context of Food Security and Sustainable Livelihoods in Indonesia: Case study of MPAs in Karimunjawa and Mayalibit Papua, Indonesia. In: Westlund, L., Charles, A., Garcia, S. M., Sanders, J. (eds.) Marine Protected Areas: Interactions with Fishery Livelihoods and Food Security. Rome: the Food and Agriculture Organization of the United Nations and International Union for Conservation of Nature.

Rachmayani R., Ningsih NS, Hardi S., Brodjonegoro IS, (2010), Dinamika Penjalaran Gelombang Internal di Selat Lombok. Indonesian Journal of Marine Sciences, 13, 1-12.

Ronnback P., Crona B., Ingwall L., (2007), The Return of Ecosystem Goods and Services in Replanted Mangrove Forests: Perspectives from Local Communities in Kenya. Environmental Conservation, 34, 313-324.

Spalding M., (2010), World Atlas of Mangroves, Routledge.

Toh KKV, Ibrahim H., Mahyuddin MN, (2008), Salt and Pepper Noise Detection and Reduction Using Fuzzy Switching Median Filter. IEEE Transactions on Consumer Electronics, 54.

Walters BB, Ronnback P, Kovacs JM, Crona B., Hussain SA, Badola R., Primavera JH, Barbier E., Dahdouh-Guebas F.. (2008), Ethnobiology, Socio-economics and Management of Mangrove Forests: A Review. Aquatic Botany, 89, 220-236.

Wang Z., Zhang D., (1999), Progressive Switching Median Filter for the Removal of Impulse Noise From Highly Corrupted Images. IEEE Transactions on Circuits and Systems II: Analog and Digital Signal Processing, 46, 78-80.

Weeks R., Alino PM, Atkinson S., Bekdia P., Binson A., Campos WL, Djohani R., Green AL, Hamilton R., Horigue V., (2014), Developing Marine Protected Area Networks in the Coral Triangle: Good Practices for Expanding the Coral Triangle Marine Protected Area System. Coastal Management, 42, 183-205.

Weier J., Herring D, (2000), Measuring Vegetation (NDVI & EVI). Earth Observatory, National Aeronautics and Space Administration

Widagti N., Triyulianti I., Manessa MDM, (2011), Changes In Density Of Mangrove Forest In Nusa Lembongan, Bali. Proceeding Of The 2nd Cresos International Symposium On South East Asia Environmental Problems And Satellite Remote Sensing Denpasar, Bali–Indonesia, 2011. 171-176.

Wulder MA, Masek JG, Cohen WB, Loveland TR, Woodcock CE, (2012), Opening the Archive: How Free Data has Enabled the Science and Monitoring Promise of Landsat. Remote Sensing of Environment, 122, 2-10.

DOI: http://dx.doi.org/10.30536/j.ijreses.2018.v15.a2955

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