Tourism Infrastructure Development and Transformation of Vegetation Index in Dodola Island of Morotai Island Regency
Abstract
The development of tourism infrastructure without control can cause changes in the environmental vegetation index and harm a tourism destination. This study aims to analyze changes in the vegetation index on Dodola Island from 2013-2021 to develop tourism infrastructure. The approach used is remote sensing, namely the Normalized Difference Vegetation Index (NDVI) and Soil Adjusted Vegetation Index (SAVI) using Landsat 8 Operational Land Imager (OLI). NDVI is an index of the greenery or photosynthetic activity of vegetation. Vegetation actively carrying out photosynthesis will absorb most of the red waves of sunlight and reflect higher near-infrared waves. In addition, SAVI is a soil vegetation index adjusted for soil pixels' effect using a vegetation density function. The results of this study indicate a perfect correlation between the NDVI average value and the SAVI average value of 0.996 so that it can be used as data to analyze changes in the vegetation index value on Dodola Island from 2013-2021. The average NDVI value of Dodola Island in 2017 showed a significant decrease to 0.16 from 0.35 in 2016. Likewise, the average SAVI value of Dodola Island in 2017 showed a reduction of 0.12 from 0 .27 in 2016. Although in 2021, the average NDVI value will increase to 0.32 and the average SAVI value to 0.27, stakeholders need to form institutions and establish policies as a preventive measure for the decline in the vegetation index worse than in 2017. Based on the Decree of the State Minister of the Environment No. 201 of 2004 concerning the characteristics of the damage to mangrove forests, the condition of the mangrove area of Dodola Island in 2017 is categorized as damaged and sparse, so that mangrove rehabilitation is necessary. Based on the results of this study, a community-based mangrove ecotourism approach is recommended as an alternative method of sustainable tourism development on Dodola Island.
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A. A. Musaddad, O. Y. Rahayu, E. Pratama, Supraptiningsih, and E. Wahyuni, “Sustainable Tourism in Indonesia,” Din. Adm. J. Ilmu Adm. dan Manaj., vol. 2, no. 1, pp. 73–93, 2019.
Y. D. Nurwanti, “Policies and Impact of Development Licencing,” J. Inov. Penelit., vol. 3, no. 2, p. 6, 2021.
Y. Riko, A. I. Meha, and S. Y. J. Prasetyo, “Changes in Land Conversion Using NDVI, EVI, SAVI, and PCA on Landsat 8 Imagery (Case Study: City of Salatiga),” Indones. J. Comput. Model., vol. 1, no. 1, pp. 25–30, 2019.
D. K. Swanson, “Start of the Green Season and Normalized Difference Vegetation Index in Alaska’s Arctic National Parks,” Remote Sens., vol. 13, no. 2, pp. 1–12, 2021.
T. Mahesti, E. Umar, A. Ariadi, S. Yulianto, J. Prasetyo, C. Fibriani, P. Studi, M. Sistem, F. T. Informasi, U. Kristen, S. Wacana, and U. Barat, “Identification of Changes in Vegetation Cover and Rainfall in Semarang Regency Using 8 Lansat Satellite Imagery,” Indones. J. Model. Comput., vol. 3, no. 1, pp. 30–42, 2020.
A. Vannoppen and A. Gobin, “Estimating Farm Wheat Yields from NDVI and Meteorological Data,” Agronomy, vol. 11, no. 5, pp. 1–13, 2021.
X. Huang, W. Wu, T. Shen, L. Xie, Y. Qin, S. Peng, X. Zhou, X. Fu, J. Li, Z. Zhang, M. Zhang, Y. Liu, J. Jiang, P. Ou, W. Huangfu, and Y. Zhang, “Estimating Forest Canopy Cover by Multiscale Remote Sensing in Northeast Jiangxi, China,” Land, vol. 10, no. 4, pp. 1–16, 2021.
S. H. Sinaga, A. Suprayogi, and Haniah, “Analysis Of Availability Of Green Open Space With Normalized Difference Vegetation Index And Soil Adjusted Vegetation Index Methods Using Sentinel-2a Satellite Image (Case Study: Kabupaten Demak),” J. Geod. Undip, vol. 7, no. 1, pp. 202–211, 2018.
W. Anurogo, M. Z. Lubis, and M. K. Mufida, “Modified Soil-Adjusted Vegetation Index In Multispectral Remote Sensing Data for Estimating Tree Canopy Cover Density at Rubber Plantation,” J. Geosci. Eng. Environ. Technol., vol. 3, no. 1, p. 15, 2018.
A. Kawamuna, A. Suprayogi, and A. P. Wijaya, “Analysis Of Mangrove Forest Health Based On Ndvi Classification Method On Sentinel-2 Images (Case Study: Teluk Pangpang, Banyuwangi Regency),” J. Geod. Undip, vol. 6, no. 1, pp. 277–284, 2017.
M. O. Aljahdali, S. Munawar, and W. R. Khan, “Monitoring mangrove forest degradation and regeneration: Landsat time series analysis of moisture and vegetation indices at Rabigh Lagoon, red sea,” Forests, vol. 12, no. 1, pp. 1–19, 2021.
R. Rusdi, I. Setyobudiandi, and A. Damar, “Study Of Potential And Sustainable Management Of Mangrove Ecosystem In Pannikiang Island, Barru Regency, South Sulawesi,” J. Ilmu dan Teknol. Kelaut. Trop., vol. 12, no. 1, pp. 119–133, 2020.
Y. Prasenja, A. T. Alamsyah, and D. G. Bengen, “Sustainability Analysis Of Mangrove Ecosystem For Ecofisherytourism In Sidoarjo Lumpur Island,” J. Ilmu dan Teknol. Kelaut. Trop., vol. 9, no. 1, pp. 255–264, 2017.
L. O. M. J. Sanda, M. Ramli, Asriyana, and Bahtiar, “Density and Size Distribution of Common Geloina Polymesoda erosa ( Jutting 1953 ) in Mangrove Forest Kendari Bay, South East Sulawesi,” Saintek Perikan. Indones. J. Fish. Sci. Technol., vol. 17, no. 2, pp. 81–89, 2021.
H. Sa’diyah, B. Hendrarto, and S. Rudiyanti, “Determination of Important Factorson Society Activity for The Development of The Mangrove Forests Rehabilitation Area on The Beach of Karangsong, District of Indramayu,” Saintek Perikan. Indones. J. Fish. Sci. Technol., vol. 13, no. 1, pp. 12–18, 2017.
Hardianto, L. M. G. Jaya, Nurgiantoro, and N. H. Khairisa, “Comparison of iCor Atmospheric Corrected NDVI, SAVI, and EVI Vegetation Index Methods,” J. Geogr. Apl. dan Teknol., vol. 5, no. 1, pp. 53–62, 2021.
I. Andriani, D. Mey, and F. Saleh, “Mapping of Mangrove Forests Using Index Transformation Analysis in the Rawa Aopa Watumohai National Park Area, Southeast Sulawesi Province,” J. Geogr. Apl. dan Teknol., vol. 1, no. 2, pp. 45–52, 2017.
S. Idrus and M. R. Kusman, “Environmental quality and carrying capacity analysis of the mangrove ecotourism at Dodola Island, Morotai Island District,” J. Pengelolaan Sumberd. Alam dan Lingkung., vol. 11, no. 1, pp. 120–129, 2021.
S. Guha, H. Govil, A. Dey, and N. Gill, “Analytical study of land surface temperature with NDVI and NDBI using Landsat 8 OLI and TIRS data in Florence and Naples city, Italy,” Eur. J. Remote Sens., vol. 51, no. 1, pp. 667–678, 2018.
C. Wei, J. Chen, J. M. Chen, J. C. Yu, C. P. Cheng, Y. J. Lai, P. N. Chiang, C. Y. Hong, M. J. Tsai, and Y. N. Wang, “Evaluating relationships of standing stock, LAI and NDVI at a subtropical reforestation site in southern Taiwan using field and satellite data,” J. For. Res., vol. 25, no. 4, pp. 250–259, 2020.
M. T. Astuti and A. A. Noor, “The Attractiveness of Morotai as Histtorical and Marine Tourism Destination,” J. Kepariwisataan Indones., vol. 11, no. 1, pp. 25–46, 2016.
F. Limbong and S. Soetomo, “Impact of Tourism Development on Karimunjawa National Park Environment,” Ruang J. Perenc. Wil. dan Kota, vol. 2, no. 1, pp. 51–60, 2014.
E. S. Siregar, “The impact of the tourism industry on environmental damage (case study of sibio-bio tourism, Aek Sabaon, South Tapanuli Regency),” J. Educ. Dev., vol. 7, no. 1, pp. 8–12, 2019.
R. Sumiati, Widyatmaja, “Study of the impact of the existence of a tourism accommodation business on environmental, socio-cultural, and economic aspects in the Amed tourism area, Karangasem Regency, Bali,” J. Kepariwisataan dan Hosp., vol. 2, no. 3, pp. 175–194, 2018.
M. Sugianto, A. Djana, A. Ismail, U. Muhammadiyah, M. Utara, U. Muhammadiyah, M. Utara, U. Muhammadiyah, M. Utara, and D. Kolorai, “Development of a Partnership-Based Tourism Village in Koloray Village, Pulau Regency,” J. Sosiol. USK (Media Pemikir. Apl., vol. 10, no. 2, pp. 155–174, 2016.
J. Student, M. Lamers, and B. Amelung, “A dynamic vulnerability approach for tourism destinations,” J. Sustain. Tour., vol. 28, no. 3, pp. 475–496, 2020.
L. Parker, “Environmentalism and education for sustainability in Indonesia,” Indones. Malay World, vol. 46, no. 136, pp. 235–240, 2018.
C. E. Wieckardt, S. Koot, and N. Karimasari, “Environmentality, green grabbing, and neoliberal conservation: The ambiguous role of ecotourism in the Green Life privatised nature reserve, Sumatra, Indonesia,” J. Sustain. Tour., vol. 0, no. 0, pp. 1–17, 2020.
G. Herrera-Franco, N. Alvarado-Macancela, T. Gavín-Quinchuela, and P. Carrión-Mero, “Participatory socio-ecological system: Manglaralto-Santa Elena, Ecuador,” Geol. Ecol. Landscapes, vol. 2, no. 4, pp. 303–310, 2018.
M. Spalding, L. Burke, and A. Fyall, “Covid-19: implications for nature and tourism,” Anatolia, vol. 32, no. 1, pp. 1–2, 2020.
C. King, W. Iba, and J. Clifton, “Reimagining resilience: COVID-19 and marine tourism in Indonesia,” Curr. Issues Tour., vol. 0, no. 0, pp. 1–17, 2021.
M. Baiquni and M. Dzulkifli, “Implementing Community-based Tourism,” vol. 11, pp. 61–75, 2019.
A. Mulyadi, “Modeling of tourists, local population, natural and cultural resources toward ecotourism product (case study in Seagrass Trikora Conservation Area),” Soc. Bus. Rev., vol. 15, no. 1, pp. 1–20, 2019.
L. Benge and A. Neef, “Tourism in bali at the interface of resource conflicts, water crisis and security threats,” Community, Environ. Disaster Risk Manag., vol. 19, pp. 33–52, 2018.
E. Mondino and T. Beery, “Ecotourism as a learning tool for sustainable development. The case of Monviso Transboundary Biosphere Reserve, Italy,” J. Ecotourism, vol. 18, no. 2, pp. 107–121, 2019.
B. Paddison and R. Biggins, “Advocating community integrated destination marketing planning in heritage destinations: the case of York,” J. Mark. Manag., vol. 33, no. 9–10, pp. 835–857, 2017.
S. Chai-Arayalert, “Smart application of learning ecotourism for young eco-tourists,” Cogent Soc. Sci., vol. 6, no. 1, 2020.
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