Modelling Spatio-Temporal of Mangrove Ecosystem and Community Local Wisdom in Taman Hutan Raya (Tahura), Ngurah Rai, Bali

Anang Dwi Purwanto, Nur ‘Izzatul Hikmah, Arif Aprianto, Emma Rahmawati

Abstract


Taman Hutan Raya (Tahura) Ngurah Rai Bali has a vital role in providing environmental services in supporting the tourism in Bali. This research aims to find out the condition of area and density of mangrove and local wisdom conditions of the surrounding community in support of mangrove conservation in Tahura Ngurah Rai Bali. Identification of mangrove using band composites of NIR+SWIR+RED. The method of separating mangroves and non-mangroves using a supervised classification, while the mangrove density calculation using the Normalized Difference Vegetation Index. Literature review and descriptive analysis were also conducted to determine the conditions of local wisdom. The results of the accuracy test of mangrove mapping obtained the accuracy Kappa by 79%. The condition of the mangrove from 1995-2015 has an increase in the area of 27.87 Ha or about 0.22%, while in 2015-2019, it suffered a decrease in the area of 7.2 Ha or 0.06%. Mangrove density in the north and southwest of the research location changed from medium to high density. In 2015, new mangrove cover was found in the two regions, indicating mangrove rehabilitation efforts. This effort is supported by the community's local wisdom, who appreciate mangroves' existence in their area. The community's local wisdom is an essential part of community social capital in mangrove conservation, which can be seen from several aspects, including trust and solidarity, collective aspects and cooperation, and empowerment and political aspects.

Keywords


Mangrove; local wisdom; Tahura Ngurah Rai; landsat; supervised classification.

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References


S. E. Hamilton and D. Casey, “Creation of a high spatio-temporal resolution global database of continuous mangrove forest cover for the 21st century (CGMFC-21),†Glob. Ecol. Biogeogr., vol. 25, no. 6, pp. 729–738, 2016, doi: 10.1111/geb.12449.

C. Giri, B. Pengra, Z. Zhu, A. Singh, and L. L. Tieszen, “Monitoring mangrove forest dynamics of the Sundarbans in Bangladesh and India using multi-temporal satellite data from 1973 to 2000,†Estuar. Coast. Shelf Sci., vol. 73, no. 1–2, pp. 91–100, 2007, doi: 10.1016/j.ecss.2006.12.019.

H. H. Nguyen, N.H. Nghia, H.T.T. Nguyen, A.T. Le, L.T.N. Tran, L.V.K. Duong, S. Bohm, and M.J. Furniss, “Classification methods for mapping mangrove extents and drivers of change in Thanh Hoa province, Vietnam during 2005-2018,†For. Soc., vol. 4, no. 1, pp. 225–242, 2020, doi: 10.24259/fs.v4i1.9295.

Ministry of Environtment and Forestry, “Forest Cover Map 2016â€, 2017.

S. S. Romañach, D.L. DeAngelis, H.L. Kohc, Y. Lid, S.Y. Tehe, R.S.R. Barizan, and L. Zhaig, “Conservation and restoration of mangroves: Global status, perspectives, and prognosis,†Ocean Coast. Manag., vol. 154, no. February 2017, pp. 72–82, 2018, doi: 10.1016/j.ocecoaman.2018.01.009.

I. G. G. S. Dewi, “Community Rejection of the Benoa Bay Reclamation of Bali,†Diponegoro Priv. Law Rev., vol. 4, no. 1, pp. 390–400, 2019, [Online]. Available: http://www.forbali.org/.

C. Koti and I. M. Dharmayudha, “Balinese Indigenous Philosophyâ€, Upadha Sastra, 1994.

A. H. Sambu and Amruddin, “Mangrove ecosystem management based on mitigation for natural disaster in coastal community,†Int. J. Adv. Sci. Eng. Inf. Technol., vol. 8, no. 5, pp. 2155–2160, 2018, doi: 10.18517/ijaseit.8.5.6175.

K. C. Seto and M. Fragkias, “Mangrove conversion and aquaculture development in Vietnam: A remote sensing-based approach for evaluating the Ramsar Convention on Wetlands,†Glob. Environ. Chang., vol. 17, no. 3–4, pp. 486–500, 2007, doi: 10.1016/j.gloenvcha.2007.03.001.

J. H. Everitt, C. Yang, S. Sriharan, and F. W. Judd, “Using high resolution satellite imagery to map black mangrove on the Texas Gulf Coast,†J. Coast. Res., vol. 24, no. 6, pp. 1582–1586, 2008, doi: 10.2112/07-0987.1.

B. A. Polidoro, K. E. Carpenter, L. Collins, N. C. Duke, A. M. Ellison, J. C. Ellison, and N. E. Koedam, “The loss of species: Mangrove extinction risk and geographic areas of global concern,†PLoS One, vol. 5, no. 4, 2010, doi: 10.1371/journal.pone.0010095.

S. Alimudi, S. B. Susilo, and J. P. Panjaitan, “Change Detection Of Mangrove Ecosystem Using Landsat Imagery Based On Obia Method In Valentine Bay, Boano Island Western Seram Regency,†J. Teknol. Perikan. dan Kelaut., vol. 8, no. 2, pp. 139–146, 2018, doi: 10.24319/jtpk.8.139-146.

D. B. Wiyanto and E. Faiqoh, “Analysis of vegetation and mangrove community structure in Benoa Bay, Bali,†J. Mar. Aquat. Sci., vol. 1, no. 1, p. 1, 2015, doi: 10.24843/jmas. 2015.v1.i01.1-7.

A. Putra, T. A. Tanto, A. R. Farhan, S. Husrin, and W. S. Pranowo, “Approach of Normalized Difference Vegetation Index (NDVI) and Lyzenga Method for Waters Ecosystem Distribution Mapping in the Coastal Region of Benoa Bay-Bali,†J. Ilm. Geomatika, vol. 23, no. 2, p. 87, 2018, doi: 10.24895/jig.2017.23-2.729.

J. M. Kovacs, X. X. Lu, F. Flores-Verdugo, C. Zhang, F. Flores de Santiago, and X. Jiao, “Applications of ALOS PALSAR for monitoring biophysical parameters of a degraded black mangrove (Avicennia germinans) forest,†ISPRS J. Photogramm. Remote Sens., vol. 82, pp. 102–111, 2013, doi: 10.1016/j.isprsjprs.2013.05.004.

C. Kuenzer, A. Bluemel, S. Gebhardt, T. V. Quoc, and S. Dech, Remote sensing of mangrove ecosystems: A review, vol. 3, no. 5. 2011.

Y. Windusari, L. Hanum, and M. S. Lestari, “Analysis and identification of landuse on the coastal environment of south sumatra using GIS,†Int. J. Adv. Sci. Eng. Inf. Technol., vol. 7, no. 3, pp. 785–791, 2017, doi: 10.18517/ijaseit.7.3.2223.

P. Bunting, A. Rosenqvist, R. Lucas, L.M. Rebelo, L. Hilarides, N. Thomas, A. Hardy, T. Itoh, M. Shimada, and C.M. Finlayson, “The global mangrove watch - A new 2010 global baseline of mangrove extent,†Remote Sens., vol. 10, no. 10, 2018, doi: 10.3390/rs10101669.

U. S. Prayitno, “Ajeg Bali and Social Capital: Sociology Study in Bali Community Social Change,†Aspirasi, pp. 113–126, 2016.

I. Fajriyah, I. W. Midhio, and S. Halim, “Peacebuilding and Social Harmony In Bali With The Local Wisdom Menyama Baraya,†Jurnal Prodi Damai dan Resolusi Konflik, Vo.3, No.1, 2017.

E. J. K. Nababan, R. Qurniati, and A. Kustanti, “Social Capital of Mangrove Forestmanagement and Conservation In Labuhan Maringgai District of East Lampung Regency,†J. Sylva Lestari, vol. 4, no. 2, p. 89, 2016, doi: 10.23960/jsl2489-100.

NASA, Landsat Data Continuity Mission Brochure. Cited in https://landsat.gsfc.nasa.gov/wp-content/uploads/2013/01/BandpassesL7vL8_Jul20131.pdf, [21 Juli 2018]

M. F. O. Khattab and B. J. Merkel, “Application of landsat 5 and landsat 7 images data for water quality mapping in Mosul Dam Lake, Northern Iraq,†Arab. J. Geosci., vol. 7, no. 9, pp. 3557–3573, 2014, doi: 10.1007/s12517-013-1026-y.

V. P. Siregar, N. W. Prabowo, S. B. Agus, and T. Subarno, “The effect of atmospheric correction on object-based image classification using SPOT-7 imagery: A case study in the Harapan and Kelapa Islands,†IOP Conf. Ser. Earth Environ. Sci., vol. 176, no. 1, pp. 0–11, 2018, doi: 10.1088/1755-1315/176/1/012028.

A. D. Purwanto and W. Asriningrum, “Identification of Mangrove Forests Using Multispectral Satellite Imageries,†Int. J. Remote Sens. Earth Sci., vol. 16, no. 1, p. 63, 2019, doi: 10.30536/j.ijreses. 2019.v16.a3097.

L. D. Nguyen, C. T. Nguyen, H. S. Le, and B. Q. Tran, “Mangrove mapping and above-ground biomass change detection using satellite images in coastal areas of Thai Binh Province, Vietnam,†For. Soc., vol. 3, no. 2, pp. 248–261, 2019, doi: 10.24259/fs.v3i2.7326.

H. E. Beck, T. R. McVicar, A. I. J. M. van Dijk, J. Schellekens, R. A. M. de Jeu, and L. A. Bruijnzeel, “Global evaluation of four AVHRR-NDVI data sets: Intercomparison and assessment against Landsat imagery,†Remote Sens. Environ., vol. 115, no. 10, pp. 2547–2563, 2011, doi: 10.1016/j.rse.2011.05.012.

M. P. Lenney, C. E. Woodcock, J. B. Collins, and H. Hamdi, “The status of agricultural lands in Egypt: The use of multitemporal NDVI features derived from Landsat TM,†Remote Sens. Environ., vol. 56, no. 1, pp. 8–20, 1996, doi: 10.1016/0034-4257(95)00152-2.

H. A. Sturges, “The Choice of a Class Interval Author ( s ): Herbert A . Sturges Reviewed work ( s ): Source : Journal of the American Statistical Association , Vol . 21 , No . 153 ( Mar ., 1926 ), pp . 65- Published by : American Statistical Association Stable URL : htt,†J. Am. Stat. Assoc., vol. 21, no. 153, pp. 65–66, 1926.

I. N. S. Jaya, “Digital Image Analysis: Remote Sensing Perspective for Natural Resource Management,†Faculty of Forestry - IPB University, 2010.

F. P. S. Hardiyanti, Rokhmatuloh, and N. S. Haryani, “Application of Remote Sensing Technology for Regional Development,†Departement of Geography - Universitas Indonesia, 2013.

Y. Ibrahim, “Model spasial perkembangan kawasan permukiman di kota depok tesis,†Universitas Indonesia, 2016.

A. F. Syah, “Remote Sensing and Its Application in Coastal and Ocean Areas,†J. Kelaut., vol. 3, no. 1, pp. 18–28, 2010.

C. Kontgis, A. Schneider, and M. Ozdogan, “Mapping rice paddy extent and intensification in the Vietnamese Mekong River Delta with dense time stacks of Landsat data,†Remote Sens. Environ., vol. 169, pp. 255–269, 2015, doi: 10.1016/j.rse.2015.08.004.

T. T. Ajithkumar, T. Thangaradjou, and L. Kannan, “Spectral reflectance properties of mangrove species of the Muthupettai mangrove environment, Tamil Nadu,†J. Environ. Biol., vol. 29, no. 5, pp. 785–788, 2008.

K. Sudiarta, I. G. Hendrawan, K. S. Putra, and I. M. I. Dewantama, “Kajian Modeling Dampak Perubahan Fungsi Teluk Benoa Untuk Sistem Pendukung Keputusan (Decision Support System) Dalam Jejaring KKP Bali,†2013.

V. T. Manurung and I. N. Sunarta, “Conservation of Natural Forest Park Resources Ngurah Rai as an Ecotourism Destination,†J. Destin. Pariwisata, vol. 4, no. 2, p. 20, 2016, doi: 10.24843/jdepar.2016.v04.i02.p04.

T. A. Tanto, A. Putra, S. Husrin, and W. S. Pranowo, Reclamation in the Benoa Bay, Bali, AMAFRAD Press, 2018.

I. B. M. B. Andika, C. Kusmana, and I. W. Nurjaya, “The impact of The construction of Bali Mandala Toll Road to The Mangrove Ecosystem at Benoa Bay Bali,†J. Pengelolaan Sumberd. Alam dan Lingkung. (Journal Nat. Resour. Environ. Manag., vol. 9, no. 3, pp. 641–657, 2019, doi: 10.29244/jpsl.9.3.641-657.

F. Burel and B. Jac, Landscape Ecology Concepts, Methods and Application. Science Publishers, 2004.

N. N. S. Astuti, G. Ginaya, and N.P.W.A. Susyarini, “Designing Bali tourism model through the implementation of tri hita karana and sad kertih values,†Int. J. Linguist. Lit. Cult., vol. 5, no. 1, pp. 12–23, 2018, doi: 10.21744/ijllc.v5n1.461.

A. Amindoni, “Teluk Benoa jadi kawasan konservasi maritim, 'tidak serta-merta membatalkan proyek reklamasi,†https://www.bbc.com/indonesia/majalah-50010898 [15 November 2019].

M. Lugina, I. Alviya, I. Indartik, and M. A. Pribadi, “Strategy of Mangrove Management in Ngurah Rai Grand Forest Park,†J. Anal. Kebijak. Kehutan., vol. 14, no. 1, pp. 61–77, 2017, doi: 10.20886/jakk.2017.14.1.61-77.

I. G. Suwindia, Machasin and I. G. Parimartha, “The Relationship between Islam and Hinduism in the Perspective of a Balinese Multicultural Society (Case Study of Three Regions: Denpasar, Karangasem and Buleleng),†Forum Ilmu Sosial, Vol. 39, N0.1, hlm.98-118, 2012.

Hasniati, R. Yunus, Nurlinah and Sakaria, “Strengthening Social Capital to Enhance Participation In Public Sector,†Asian J. Appl. Sci., vol. 5, no. 2, pp. 376–382, 2017, doi: 10.24203/ajas.v5i2.4704.

M. Lugina, Indartik, and M. A. Pribadi, “Economic Valuation of Mangrove Ecosystems and Its Contribution to Household Income: Case Study at Pemogan, Tuban and Kutawaru Villages,†Penelit. Sos. Dan Ekon. Kehutan., vol. 16, no. 3, pp. 197–210, 2019.




DOI: http://dx.doi.org/10.18517/ijaseit.11.4.11711

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