Spatial Analysis of Health and Physical Parameters of the Mangrove Forest at Taman Hutan Raya Ngurah Rai, Bali Using Sentinel-2A

https://doi.org/10.22146/ijg.69840

Muhammad Dimyati(1*), Astridia Putri Nurhaliza(2), Astrid Damayanti(3)

(1) Department of Geography, Faculty of Mathematics and Natural Sciences, Universitas Indonesia, Jakarta
(2) Department of Geography, Faculty of Mathematics and Natural Sciences, Universitas Indonesia, Jakarta
(3) Department of Geography, Faculty of Mathematics and Natural Sciences, Universitas Indonesia, Jakarta
(*) Corresponding Author

Abstract


Mangrove forest is a very valuable forest, but despite its benefits mangrove forest continue to be degraded due to human activities. The purpose of this study was to map the distribution and to analyze mangrove forests’ health based on the NDVI vegetation index value and environmental quality. Distribution of mangrove forest health was obtained through the processing of sentinel 2-A satellite imagery in 2020 and field measurements. The environmental quality of the mangrove forest was obtained by processing the physical parameters which are water temperature, water salinity, water pH, and substrate texture using the Ordinary Kriging method. The health of the mangrove forest of Taman Hutan Raya Ngurah Rai is dominated by healthy category mangroves. The health of the mangrove forest worsens when closer to the shore and riverbanks. Mangrove vegetation with good conditions tends to have optimal environmental quality conditions and vice versa.


Keywords


environmental quality; mangrove forest health; NDVI; ordinary kriging; sentinel 2-A

Full Text:

PDF


References

Andika IBMB, Kusmana C, Nurjaya IW. The impact of the construction of the Bali-Mandara toll road on the mangrove ecosystem in Benoa Bay, Bali (in Bahasa: Dampak pembangunan jalan tol Bali-Mandara terhadap ekosistem mangrove di Teluk Benoa Bali). JPSL 9(3), 641-657, http://dx.doi.org/10.29244/jpsl.9.3.641-657.

Awaliyan, R., & Sulistyoadi, Y. B. (2018). Land Cover Classification on Sentinel-2A Satellite Imagery Using Tree Algorithm Method (in Bahasa: Klasifikasi Penutupan Lahan pada Citra Satelit Sentinel-2A dengan Metode Tree Algorithm). Jurnal Hutan Tropis, 2(2), 98-104.

Badan Pusat Statistik. (2020). Kabupaten Badung dalam Angka 2020 (in Bahasa: Badung Regency in Figures 2020). BPS Kabupaten Badung (in Bahasa: BPS Badung Regency).

Badan Pusat Statistik (2020). (in Bahasa: Central Bureau of Statistics 2020). Kota Denpasar dalam Angka 2020 (in Bahasa: Denpasar City in Figures 2020). BPS Kota Denpasar (in Bahasa: BPS Denpasar City).

BPKH Wilayah VIII Denpasar. (2016). (in Bahasa: BPKH Region VIII Denpasar). Informasi Tahura Ngurah Rai. BPKH Wilayah VIII Denpasar (in Bahasa: Information of Tahura Ngurah Rai. BPKH Region VIII Denpasar).

Davidson A, R., (2009). An Introduction to Coastal Processes and Geomorphology. Cambridge University.

Green, E. P., P. J. Mumby, A. J. Edwards, & C.D. Clark. (2000). Remote Sensing: Handbook for Tropical Coastal Management. Paris: United Nations Educational Scientific and Cultural Organization.

Gunawan, W., Basuni, S., Indrawan, A., Prasetyo, L. B., & Soedjito, H. (2011). Analysis of the composition and structure of the vegetation on the restoration of the forest area of the Gunung Gede Pangrango National Park (in Bahasa: Analisis komposisi dan struktur vegetasi terhadap upaya restorasi kawasan hutan Taman Nasional Gunung Gede Pangrango). Journal of Natural Resources and Environmental Management, 1(2), 93-93.

Hamuna, B. Sari, A. N. & Megawati, R., (2018). Condition of Mangrove Forest in Youtefa Bay Natural Park Area, Jayapura City (in Bahasa: Kondisi Hutan Mangrove di Kawasan Taman Wisata Alam Teluk Youtefa, Kota Jayapura). Majalah Ilmiah Biologi Biosfera : A Scientific Journal, 35(2), 75-83.

Imamsyah, A., Bengen, D. G., & Ismet, M. S. (2020). Structure and Distribution of Mangrove Vegetation Based on the Quality of the Biophysical Environment in Ngurah Rai Forest Park, Bali (in Bahasa: Struktur Dan Sebaran Vegetasi Mangrove Berdasarkan Kualitas Lingkungan Biofisik Di Taman Hutan Raya Ngurah Rai Bali). ECOTROPHIC: Jurnal Ilmu Lingkungan (Journal of Environmental Science), 14(1), 88-99, 10.24843/ejes.2020.v14.i01.p08.

Kawamuna, A., Suprayogi, A., & Wijaya, A., (2017). Mangrove Forest Health Analysis Based on NDVI Classification Method on Sentinel-2 Image (in Bahasa: Analisis Kesehatan Hutan Mangrove Berdasarkan Metode Klasifikasi NDVI Pada Citra Sentinel-2). Jurnal Geodesi UNDIP, 6(1), 277-284.

LAPAN. (2015). Landsat 8 Remote Sensing Data Processing Guidelines for Mangroves (in Bahasa: Pedoman Pengolahan Data Penginderaan Jauh Landsat 8 Untuk Mangrove). Jakarta: Lapan.

Mahmud, W. & Bau, T. (2014). Physical Properties of Soil Under Mangrove Stands in Tumpapa Village, Balinggi District, Parigi Moutong Regency (in Bahasa: Sifat Fisik Tanah di Bawah Tegakan Mangrove di Desa Tumpapa Kecamatan Balinggi Kabupaten Parigi Moutong). Warta Rimba, 2(1), 129–135.

Maulidyah, R. Cahyono, B. E. Nugroho, A. T. (2019). Analysis of Mangrove Health in Probolinggo Using Sentinel-2A . Data (in Bahasa: Analisis Kesehatan Mangrove di Probolinggo Menggunakan Data Sentinel-2A). Natural B, 5(2), 41-48.

Menteri Negara Lingkungan Hidup (in Bahasa: State Minister of Environment). Decree of the Office of the State Minister of the Environment No. Kep 51/MENLH/1/2004 concerning Guidelines for Determining Environmental Quality Standards (in Bahasa: Keputusan Kantor Menteri Negara Lingkungan Hidup No. Kep 51/MENLH/1/2004 tentang Pedoman Penetapan Baku Mutu Lingkungan).

Mughoffar, A., Masykuri, M., & Setyono, P. (2018). Zoning and Vegetation Composition of Mangrove Forest at Cengkrong Beach, Karanggandu Village, Trenggalek Regency, East Java Province. (in Bahasa: Zonasi Dan Komposisi Vegetasi Hutan Mangrove Pantai Cengkrong Desa Karanggandu Kabupaten Trenggalek Provinsi Jawa Timur). Jurnal Pengelolaan Sumberdaya Alam dan Lingkungan. Journal of Natural Resources and Environmental Management, 8(1), 77–85, 10.29244/jpsl.8.1.77-85.

Nagalakshmi, R., Prasanna, K., & Prakash Chandar, S. (2016). Water quality analysis using gis interpolation method in serthalaikadu Lagoon, east coast of India. Rasayan Journal of Chemistry, 9(4), 634–640.

Noor, Y. M. Khazali, & I N.N. Suryadiputra. (2006). Guide to Introduction to Mangroves in Indonesia (in Bahasa: Panduan Pengenalan Mangrove di Indonesia). PHKA/WI-IP, Bogor.

Nurhaliza, A. P., Damayanti A., & Dimyati M. (2021). Monitoring Area and Health Changes of Mangrove Forest Using Multitemporal Landsat Imagery in Taman Hutan Raya Ngurah Rai, Bali Province. IOP Conf. Ser. Earth Environmental Science, 673, doi:10.1088/1755-1315/673/1/012050.

Oladejo, D., Awoniran, & O. Ea, (2018), Assessment of plant health status using remote sensing and GIS techniques, Advances in Plants & Agriculture Research. 8(6), 517-525.

Pawar, P. R., (2013). Monitoring of the impact of anthropogenic inputs on water quality of mangrove ecosystem of Uran, Navi Mumbai, west coast of India. Marine Pollution, 75(1), 291-300, https://doi.org/10.1016/j.marpolbul.2013.06.045.

Pemerintah Provinsi Bali (in Bahasa: The Government of Bali Province). Decree of the Governor of Bali Number 2138/02-C/HK/2012 concerning the Granting of Permits and Rights for Utilization, Development and Management of the Benoa Bay Waters, Bali Province (in Bahasa: Keputusan Gubernur Bali Nomor 2138/02-C/HK/2012 tentang Pemberian Izin dan Hak Pemanfaatan, Pengembangan dan Pengelolaan Wilayah Perairan Teluk Benoa Provinsi Bali).

Pramudji. (2001). Mangrove Forest and Its Role as Habitat for Various Aquatic Fauna (in Bahasa: Hutan Mangrove dan Peranannya sebagai Habitat Berbagai Fauna Aquatik). Oseana, 26(4), 13 – 23.

Pratama, I. G. M. Y., Karang, I. W. G. A., Suteja, & Yulianto, S., (2019). Spatial Distribution of Mangrove Density Using Sentinel-2A Imagery at TAHURA Ngurah Rai Bali (in Bahasa: Distribusi Spasial Kerapatan Mangrove Menggunakan Citra Sentinel-2A Di TAHURA Ngurah Rai Bali). Journal of Marine and Aquatic Sciences, 5(2), 192-202, 10.24843/jmas.2019.v05.i02.p05.

Razali, S. M., Nuruddin, A., & Lion, M. (2019). Mangrove Vegetation Health Assessment Based on Remote Sensing Indices for Tanjung Piai, Malay Peninsular. Journal of Landscape Ecology, 12, 10.2478/jlecol-2019-0008.

Schaduw, J. (2018). Distribution and Water Quality Characteristics of Small Island Mangrove Forest Bunaken National Park (in Bahasa: Distribusi Dan Karakteristik Kualitas Perairan Hutan Mangrove Pulau Kecil Taman Nasional Bunaken). Majalah Geografi Indonesia. 32(1) , 40-49, 10.22146/mgi.32204.

Selamat M. B., Mashoreng S., Amri K., Soetisno, & Rappe R. A. (2020). The use of sentinel 2A imageries to improve mangrove inventarization at coremap CTI monitoring areas IOP Conf. Ser. Earth Environmental Science, 564, doi:10.1088/1755-1315/564/1/012065.

Susiana. (2015). Water Quality Analysis of Mangrove Forest in Perancak Estuary, Bali (in Bahasa: Analisis Kualitas Air Hutan Mangrove Di Estuari Perancak, Bali). Jurnal Ilmiah agribisnis dan Perikanan

Suhadirman, A., Tsuyuki, S., Sumaryono, M., & Sulistioadi, Y. B. (2013). Geostatistical Approach for Site Suitability Mapping of Degraded Mangrove Forest in the Mahakam Delta, Indonesia. Journal of Geographic Information System, 05(05), 419–428, 10.4236/jgis.2013.55040.

Suteja, Y., & Dirgayusa, I. G. N. P. (2018). Bioaccumulation and translocation of chromium on crabs and mangroves in Mati River estuary, Bali, Indonesia. AACL Bioflux, 11(2), 469-475.

UNEP (2014). The Importance of Mangroves to People: A Call to Action. Cambridge: United Nations Environment Programme World Conservation Monitoring Centre.

VITO. (2009). NDVI – Vegetation health & density. Retrieved from http://endeleo.vgt.vito.be/dataproducts.html

Wantasen, A. S. (2013). Conditions of Water Quality and Bottom Substrate as Supporting Factors for Mangrove Growth Activities on the Coastal Coast of Basasan I Village, Southeast Minahasa Regency (in Bahasa: Kondisi Kualitas Perairan Dan Substrat Dasar Sebagai Faktor Pendukung Aktivitas Pertumbuhan Mangrove Di Pantai Pesisir Desa Basaan I, Kabupaten Minahasa Tenggara). Jurnal Ilmiah Platax, 1(4), 204-209.

Williams, G. (2012). Estimating chlorophyll content in a mangrove forest using neighbourhood-based inversion approach. Belanda: University of Twente.

Yasrebi, J., Saffari, M., Fathi, H., Karimian, N., Moazallahi, M., & Gazni, R. (2009). Evaluation and comparison of ordinary kriging and inverse distance weighting methods for prediction of spatial variability of some chemical parameters. Research Journal of Biological Sciences, 4(1), 93–102.



DOI: https://doi.org/10.22146/ijg.69840

Article Metrics

Abstract views : 1430 | views : 742

Refbacks

  • There are currently no refbacks.




Copyright (c) 2022 Muhammad Dimyati, Astrid Damayanti

Creative Commons License
This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License.

Accredited Journal, Based on Decree of the Minister of Research, Technology and Higher Education, Republic of Indonesia Number 225/E/KPT/2022, Vol 54 No 1 the Year 2022 - Vol 58 No 2 the Year 2026 (accreditation certificate download)

ISSN 2354-9114 (online), ISSN 0024-9521 (print)

Web
Analytics IJG STATISTIC