Mapping of Fire Detection Using Visible Infrared Imaging Radiometer Suite Satellite Imagery to Reduce the Risk of Environmental Damage
Abstract
The frequency of fires increases and triggers environmental damage, so it needs detection to minimize negative impacts. Fire detection using S-NPP VIIRS satellite imagery. Based on the background, research was conducted with the title "Mapping of Fire Detection Using Visible Infrared Imaging Radiometer Suite Satellite Imagery to Reduce the Risk of Environmental Damage".
Research in Banjarbaru City, South Kalimantan Province. Hotspot data from S-NPP VIIRS satellite image recording in 2012-2021. Data analysis is descriptive qualitative (describes the distribution of hotspots) and quantitatively (maps the frequency and distribution of hotspots) as the first step in detecting fires to reduce the risk of environmental damage. The risk of environmental damage is known using a questionnaire.
The results of the study revealed that the highest number of hotspots and nominal and high confidence levels were in September (1370) and October (1050). The greater the number of hotspots with a nominal confidence level and high the potential for fires and environmental damage the higher. Environmental damage in the study area is quite high (>75%). Research findings show that fire detection results can be used as a strategy to reduce the risk of environmental damage and minimize negative impacts.
References
[1] Achmad T. Nugraha, Gunawan Prayitno, Hasyim, A. W. and Roziqin, F. 2021. Social capital, collective action, and the development of agritourism for sustainable agriculture in rural Indonesia. Evergreen, 8 (1): 1–12. DOI: 10.5109/4372255
[2] Adam, S.S., Rindarjono, M.G. and Karyanto, P. 2019. Geographic information system for vulnerability zoning of land and forest fire in malifut sub-district, north Halmahera. J. Teknol. Inf. Dan Ilmu Komput., 6 (5): 559–566. DOI: 10.25126/jtiik.201961674
[3] Adiningsih, E.S., Winarso, P.A., Dupe, Z.L., and Buono, A. 2005. Improvement of Land and Forest Fire Hazard Mapping Method for Sumatera and Kalimantan Based on Remote Sensing Data. Di dalam: Pemanfaatan Efektif Penginderaan Jauh untuk Peningkatan Kesejahteraan Bangsa. Prosiding Pertemuan Ilmiah Tahunan (PIT) MAPIN XIV. Surabaya 14-15 September 2005. Institut Teknologi Sepuluh Nopember (ITS). Surabaya.Hal 96- 101. (in Indonesian)
[4] Adinugroho, W.C., Suryadiputra, INN, Saharjo B.H., and Siboro, L. 2005. Panduan Pengendalian Kebakaran Hutan dan Lahan Gambut. Proyek Climate Change, Forests and Peatlands in Indonesia. Wetlands International-Indonesia Programme dan Wildlife Habitat Canada. Bogor. (in Indonesian)
[5] Arimurti, A. S. P. 2021. Analisis Area Bekas Kebakaran Hutan Dan Lahan Dengan Normalized Burn Ratio (Nbr) Menggunakan Citra Satelit Multitemporal Dan Cloud Computing (Doctoral dissertation, Institut Teknologi Sepuluh Nopember). (in Indonesian)
[6] Arum, I. S., Handayani, I. G. A. K. R. and Najicha, F. U. 2021. Pertanggungjawaban Indonesia Terhadap Pencemaran Udara Akibat Kebakaran Hutan Dalam Hukum Internasional. Justitia Jurnal Hukum, 6(1).
[7] Aryadi, M. 2017. Kecenderungan kebakaran hutan dan lahan dan alternatif pengendalian Berbasis kemitraan di PT Inhutani II Kotabaru. Jurnal Hutan Tropis, 5(3): 222 – 235. (in Indonesian)
[8] Bahri, S. 2002. Kajian Penyebaran Kabut Asap Kebakaran Hutan dan Lahan di Wilayah Sumatera Bagian Utara dan Kemungkinan Mengatasinya dengan TMC. Jurnal Sains & Teknologi Modifikasi Cuaca, 3(2): 99-104. (in Indonesian)
[9] Barber, C.V. and Schweithelm, J. 2000. Trial by fire: forest fires and forestry policy in Indonesias era of crisis and reform. World Resources Institute. Washington. 76 hal.
[10] Baroroh, A. 2021. Pemetaan Area Bekas Kebakaran Hutan dan Lahan Menggunakan Citra Landsat 8 Tahun 2018-2020 [Studi Kasus: Pulau Rupat, Bengkalis] (Doctoral dissertation, Universitas Gadjah Mada).
[11] Bowen, M.R., et al. 2001. Anthropogenic fires in Indonesia: a view from Sumatra. Dalam Peter, E., Radojevic, M. (Eds.), Forest fires and regional haze in Southeast Asia. Nova Science Publishers, Huntington, New York, pp. 41–66.
[12] Caciuc, V. T. 2014. Ecocentric reflections on the realization of environmental education. Procedia - Soc. Behav. Sci., 137: 93–99. DOI: 10.1016/j.sbspro.2014.05.258
[13] Cahyono, S. A., Warsito, S. P., Andayani, W. and Darwanto, D. H. 2015. Faktor-faktor yang mempengaruhi kebakaran hutan di Indonesia dan implikasi kebijakannya. Jurnal Sylva Lestari, 3(1): 103-112.(in Indonesian)
[14] Choommanivong, S., Wiriya, W. and Chantara, S. 2019. Transboundary air pollution in relation to open burning in upper Southeast Asia. Environment Asia, 12 (Special Issue): 18–27. DOI:10.14456/ea.2019.59
[15] Clark, J. and Bobble, T. 2007. Using Remote Sensing to Map and Monitor Fire Damage in Forest Ecosystem. In: Understanding Forest Disturbance and Spatial Pattern: Remote Sensing and GIS Approaches. Wulder MA and Franklin SE (ed). Taylor & Francis. New York. USA.
[16] Endrawati, E., Purwanto, J., Nugroho, S. and Agung, R. (2018, February). Identifikasi areal bekas kebakaran hutan dan lahan menggunakan analisis semi otomatis citra satelit LANDSAT. In Seminar Nasional Geomatika (Vol. 2, pp. 273-282). (in Indonesian)
[17] Fachmi, R. 2014. Problems and impacts of forest fires. J. Lingk. Widyaiswara, 4: 47–59. Available at: http://juliwi.com/published/E0104/Paper0104_47- 59.pdf
[18] Faisal-E-Alam, M., et al. 2022. Social Media and Tourists’ Decision in Bangladesh: An Empirical Study on Travelling Cox’s Bazar. Journal of Environmental Management and Tourism, 13(4): 925-934.
[19] Fathurrakhman. 2007. Sistem Peringatan Dini. Central Kalimantan Peatlands Project (CKPP). Palangka Raya. (in Indonesian)
[20] Flannigan, M.D. et al. 2006. Forest fires and climate change in the 21st century. Mitig. Adapt. Strateg. Glob. Chang., 11 (4) 847–859. DOI: 10.1007/s11027-005-9020-7
[21] Gariba, A., et al. 2022. Determination of Dissolved Pesticide Leachates in the West Africa's Largest Natural Lake. Journal of Environmental Management & Tourism, 13(1): 128-134.
[22] Gellert, P.K. 1998. A brief history and analysis of Indonesia’s forest fire crisis. Southeast Asia Program Publications at Cornell University. Indonesia, 65: 63—85.
[23] Giglio, L., Descloitres, J., Justice, C.O. and Kaufman, Y.J. 2003. An enhanced contextual fire detection algorithm for modis. Remote Sens. Environ., 87 (2– 3): 273–282. DOI: 10.1016/S00344257(03)00184-6
[24] Giglio, L., Kendall, J.D. and Justice, C.O. 1999. Evaluation of global fire detection algorithms using simulated avhrr infrared data. Int. J. Remote Sens., 20 (10): 1947–1985. DOI: 10.1080/014311699212290
[25] Giglio L. 2007. MODIS collection 4 active fire product user’s guide version 2. 3. Sites J. 20Th Century Contemp. French Stud., Version 2. (February) 44. Available at: http://maps.geog.umd.edu/products/MODIS_Fire_U sers_Guide_2.3.pdf
[26] Herawati, H. and Santoso, H. 2011. Tropical forest susceptibility to and risk of fire under changing climate: a review offire nature, policy and institutions inIndonesia. Forest Policy andEconomics, 13: 227-233.
[27] Herdian, A., Boreel, A. and Loppies, R. 2021. Tingkat kerawanan kebakaran hutan dan lahan menggunakan sistem informasi geografis (sig) di Kota Ambon (studi kasus di jazirah leitimur selatan). Jurnal Hutan Pulau-Pulau Kecil, 5(1): 1-13. (in Indonesian)
[28] Isa, M., Wajdi, M. F., Syamsudin, S. and Setyawan, A.A. 2014. Strategi Penguatan Kapasitas Stakeholder dalam Adaptasi Dan Mitigasi Banjir di Kota Surakarta. Benefit: Jurnal Manajemen dan Bisnis, 17(2): 99-110.
[29] Ismuhajaroh, B. N., Indradewa, D., Kurniasih, B., and Utami, S. N. H. 2022. Interrelationships of Air Canal Adaptation in the Leaves of Water Lilies and Water Depth of Lebak Swampland in Kalimantan Selatan. Journal of Environmental Management and Tourism, 13(1): 197-10.
[30] Itsnaini, N., Sasmito, B., Sukmono, A. and Prasasti, I. 2017. Analisis Hubungan Curah Hujan Dan Parameter Sistem Peringkat Bahaya Kebakaran (Spbk) Dengan Kejadian Kebakaran Hutan Dan Lahan Untuk Menentukan Nilai Ambang Batas Kebakaran. Jurnal Geodesi Undip, 6(2): 62–70. (in Indonesian)
[31] Januandari, M. U., Rachmawati, T. A. and Sufianto, H. 2017. Analisa Risiko Bencana Kebakaran Kawasan Segiempat Tunjungan Surabaya. Jurnal Pengembangan Kota, 5(2): 149-158. (in Indonesian)
[32] Jayawardana, H. 2016. Environmental care character education from an early age as an effort to mitigate ecological disasters. Symbion (Symposium Biol. Educ., 5726: 49–64. Available at: http://symbion.pbio.uad.ac.id/prosiding/prosiding/ID_276_Hepta_Revisi_Hal 49-64.pdf
[33] Jawabreh, O. A., Emad Al Dein, A. L., Alshatnawi, E. and Alananzeh, O. 2022. The Importance of Religious Tourism for Development of Sustainable Tourism: The Case of the Baptism Site in Jordan. Journal of Environmental Management and Tourism, 13(4): 909-924.
[34] Juita, F., Saputra, H. and Rodhiyah, Z. 2022. Karakterisasi Karbon Organik (KO-EK) PM2, 5 dari Kebakaran Lahan Gambut di Desa Arang-arang, Jambi. Jurnal Engineering, 4(1): 18-24. (in Indonesian)
[35] Justice, C.O. et al. 2002. The modis fire products. Remote Sens. Environ., 83(1–2): 244–262. DOI:10.1016/S0034-4257(02)00076-7
[36] Kaufman, Y.J. et al. 1998. Potential global fire monitoring from eos-modis. J. Geophys. Res. Atmos., 103 (D24) 32215–32238. DOI: 10.1029/98JD01644.
[37] Kementrian Lingkungan Hidup dan Kehutanan Republik Indonesia (KLHK RI) (2020). Rekapitulasi Luas Kebakaran Hutan dan Lahan (Ha) Per Provinsi di Indonesia Tahun 2015-2020. Available at: http://sipongi.menlhk.go.id/hotspot/luas_kebakaran (in Indonesian)
[38] Koren, I. and Feingold, G. 2011. Aerosol-cloudprecipitation system as a predator-prey problem. Proc. Natl. Acad. Sci. U. S. A., 108 (30): 12227–12232. DOI: 10.1073/pnas.1101777108
[39] Kumalawati, R., Nasruddin, N., and Elisabeth, E. (2019, April). Strategi penanganan hotspot unbtuk mencegah kebakaran di Kabupaten Barito Kuala, Kalimantan Selatan. In Prosiding Seminar Nasional Lingkungan Lahan Basah, 4(2): 351-356. (in Indonesian)
[40] Kumalawati, R., Saputra, A. N., Murliawan, K. H. and Rajiani, I. 2019. MODIS DATA TO ANALYZE UTILIZATION AND DISTRIBUTION FREQUENCY OF FUTURE PEATLAND FIRES. ADVED 2019-5th International Conference on Advances in Education and Social Sciences.
[41] Kumalawati, R., Yuliarti, A., Anggraeni, R. N., and Murliawan, K. H. 2021. SEBARAN HOTSPOT TAHUN 2012-2021 DI KALIMANTAN SELATAN. Jurnal Geografika (Geografi Lingkungan Lahan Basah), 2(1): 1-10.
[42] Kumalawati, R., Yuliarti, A., Anggraeni, R. N., and Murliawan, K. H. 2021. The Potential Mapping of Land Fire Using SNPP VIIRS as a Basis for Environmental Damage Mitigation. EVERGREEN Joint Journal of Novel Carbon Resource Sciences & Green Asia Strategy, 8(3): 524-534. DOI:https://doi.org/10.5109/4491638
[43] Kumalawati, R., Salamiah, Yuliarti, A. and Murliawan, K.H. 2021. Potential mapping agricultural commodities to mitigation of food problem in the future. Geoj. Tour. Geosites, 33 (4): 1480–1485. DOI:10.30892/gtg.334spl05-596
[44] Kusmambetov, K. D., and Suleimenova, S. Z. 2022. Water Resources as the Material Basis for Further Strategic Development of the Republic of Kazakhstan. Journal of Environmental Management & Tourism, 13(1): 99-106.
[45] Kusuma, A. R., Shodiq, F. M., Hazim, M. F., and Laksono, D. P. 2021. Hasil Studi Pola Kebakaran Lahan Gambut melalui Citra Satelit Sentinel-2 dengan Pengimplementasian Machine Learning Metode Random Forest: Kajian Literatur. JGISE: Journal of Geospatial Information Science and Engineering, 4(2): 81-85. DOI: https://doi.org/10.22146/jgise.60828 (in Indonesian)
[46] Mapilata, E., Gandasasmita, K., and Djajakirana, G. 2013. Analysis of areas prone to forest and land fires in spatial planning in the city of Palangkaraya, Central Kalimantan province. Globe, 15 (2): 178–184.
[47] Martell, DL. 2001. Forest Fire Management. In: Forest Fires- Behaviour and Ecological Effects. Johnson EA, Academic Press, New York, 2001.
[48] Matson, M. and Dozier, J. 1981. Identification of Subresolution High Temperature Sources Using a Thermal IR Sensor. Photogrammetric Engineering and Remote Sensing, 47(2): 1311–1318.
[49] Milne, A.K. 1986. The Use of Remote Sensing in Mapping and Monitoring Vegetational Change Associated with Bushfire Events in Eastern Australia. Geocarto International, 1(1): 25–32. DOI:10.1080/10106048609354022
[50] Misfaul, M., Dana, M., Kurniawan, W. and Fitriyah, H. 2018. Rancang Bangun Sistem Deteksi Titik Kebakaran Dengan Metode Naive Bayes Menggunakan Sensor Suhu dan Sensor Api Berbasis Arduino. 2(9): 3384–3390. (in Indonesian)
[51] Mubarak, Z., Kumalawati, R., and Adyatma, S. 2019. Analisis peta persebaran titik api untuk kesesuaian persebaran sumur bor di Kecamatan Landasan Ulin Kota Banjarbaru Kalimantan Selatan. JPG (Jurnal Pendidikan Geografi), 5(3). (in Indonesian)
[52] Page, S. et al. 2002. The amount of carbon released from peat and forest fire in Indonesia during 1997. Nature, 42: 61-65.
[53] Pasai, M. 2020. Forest fires and law enforcement. J. Chem. Inf. Model., 21 (1): 1–9. DOI:https://doi.org/10.1016/j.tmaid.2020.101607%0Ahtt
[54] Paveglio, T.B, Edgeley, C.M. and Stasiewicz, A.M. 2018. Assessing Influences on Social Vulnerability to Wildfire Using Surveys, Spatial Data, and Wildfire Simulations. J. Environ. Manag, 213: 429-439.
[55] Prasasti, et al. 2018. Utilization of Remote Sensing Satellite Data for Mangrove Mapping. 5 (2) 3-6. www.lapan.go.id
[56] Prasasti, et al. 2012. Analyzis of relationship between hotspot, fdrs and burned area in central Kalimantan. J. Nat. Resour. Environ. Manag., 2 (2): 91–101. DOI: 10.19081/jpsl.2012.2.2.91
[57] Pratiwi, T. A., et al. 2021. Klasifikasi Kebakaran Hutan Dan Lahan Menggunakan Algoritma Naïve Bayes Di Kabupaten Pelalawan. CESS (Journal of Computer Engineering, System and Science), 6(1): 139-148.
[58] Prawesthi, W. 2016. Politik Kehutanan dalam Penegakkan Hukum Lingkungan dan Pengendalian Pengurangan Risiko Bencana. Politik Kehutanan dalam Penegakkan Hukum Lingkungan dan Pengendalian Pengurangan Risiko Bencana, 12(1): 1781-1792. (in Indonesian)
[59] Rezainy, L. Syaufina, and Sitanggang, I.S. 2020. Mapping of fire-prone areas on peatlands based on the pattern of hotspots in the district of Central Kalimantan. J. Pengelolaan Sumberd. Alam Dan Lingkung. Journal Nat. Resour. Environ. Manag., 10 (1): 66–76. DOI: 10.29244/jpsl.10.1.66-76
[60] Sabani, W., et al. 2019, March. Utilization of MODIS data to analyze the forest/land fires frequency and distribution (case study: Central Kalimantan Province). In IOP Conference Series: Earth and Environmental Science (Vol. 243, No. 1, p. 012032). IOP Publishing.
[61] Saharjo, B.H. 2016. Pengendalian Kebakaran Hutan danatau Lahan Indonesia. Bogor (ID): IPB Press.
[62] Saharjo, B. H., and Wasis, B. 2019. Valuasi Ekonomi Kerusakan Lingkungan Akibat Kebakaran Gambut Di Desa Mak Teduh Provinsi Riau. Jurnal Silvikultur Tropika, 10(1): 58-62. (in Indonesian)
[63] Samsuri, S., Jaya, I.N.S. and Syaufina, L. 2012. Spatial model of forest and land fire susceptibility level. Case Study of Central Kalimantan Province. For. Indones. J. F o r., 1: 12–18.
[64] Saragih, Y. M. 2017. Prinsip Pertanggungjawaban Negara terhadap Pencemaran Udara Lintas Batas Akibat Kebakaran Hutan Indonesia menurut Asean Agreement on Transboundary Haze Pollution. Pandecta Research Law Journal, 12(1): 51-66. (in Indonesian)
[65] Saufina, L. 2014. Perbandingan sumber hotspot sebagai indikator kebakaran hutan dan lahan gambut dan korelasinya dengan curah hujan di Desa Sepahat, Kabupaten Bengkalis, Riau. Jurnal Silvikultur Tropika, 5(2): 113-118. (in Indonesian)
[66] Schweithelm, J. and Glover, D. 1999. Causes and Impacts of Fire in the High Cost of a Disaster: Environmental Losses Due to Fire and Haze in Indonesia.
[67] Sepriando, A., Hartono, H., and Jatmiko, R. H. 2019. Deteksi Kebakaran Hutan dan Lahan Menggunakan Citra Satelit Himawari-8 di Kalimantan Tengah. Jurnal Sains & Teknologi Modifikasi Cuaca, 20(2): 79-89.
[68] Setneg. 2010. Peraturan Menteri Negara Lingkungan Hidup Nomor 10 Tahun 2010 Tentang Mekanisme Pencegahan Pencemaran dan/atau Kerusakan Lingkungan. Sekretariat Negara (Setneg). Jakarta.
[69] Sitorus, S.H. and Hidayat, R. 2020. Forest and land fire mitigation strategy through community empowerment in Pakning River, Bengkalis Regency, Riau Province. Int. Conf. Commun. Sos. Sci., 1 (1). Available at: http://sipongi.menlhk.go.id
[70] Stole, F., Chomitz, K.M., Lambin, E.F., and Tomich, T.P. 2003. Land use and vegetation fires in Jambi Province, Sumatera, Indonesia. Forest Ecology and Management, 179(2003): 277- 292.
[71] Suwarsono. 2012. Daerah Bekas Kebakaran Hutandan Lahan (Burned Area) di Kalimantan. Tesis. Fakultas Matematika dan Ilmu Penetahuan Alam. Program Studi Magister Ilmu Geografi. Universitas Indonesia Depok. 71 hlm. (in Indonesian)
[72] Tacconi, L. 2013. Kebakaran Hutan di Indonesia: Penyebab, Biaya dan Implikasi Kebijakan, Center For International Forestry Research (in Indonesian)
[73] Thao, H. T. P. and Bakucz, M. 2022. The Impact of Growth in Tourism on Economic and Human Development–Incorporating a Systematic Literature Review. Journal of Environmental Management & Tourism, 13(1): 287-299.
[74] Wooster, M.J., Perry, G.L.W. and Zoumas, A. 2011. Fire, drought and el niño relationships on borneo during the pre-modis era (1980–2000) Biogeosciences Discuss, 8 (1): 975–1013. DOI: 10.5194/bgd-8-975-2011
[75] Wasis, B., et al. 2018. Analysis of economic valuation of environmental damage due to sand mine in Gumulung Tonggoh, Cirebon District, West Java Province, Indonesia. Archives of Agriculture and Environmental Science, 3(4): 360366.
[76] Wasis, B. 2018. Impact on Peatland Canal Blocking of Soil Properties in The Eks PLG Milion Ha of Central Kalimantan Province. Advance Research in Agricultural and Veterinary Science (ARAVS), 5 (3): 04-11.
[77] Wibowo, K. A. 2019. Manajemen Penanganan Kebakaran Hutan dan Lahan (Karhutla) Guna Peningkatan Ekonomi Kerakyatan. Jurnal Studi Sosial dan Politik, 3(1): 69-83.
[78] Yerkinbayeva, L., Nurmukhankyzy, D., Kalymbek, B., Ozenbayeva, A., & Kalymbekova, Z. 2022. Digitalization of Environmental Information in the Republic of Kazakhstan: Issues of Legal Regulation. Journal of Environmental Management & Tourism, 13(1): 115-127.
[79] Yulianti, N., Hayasaka, H. and Sepriando, A. 2013. Recent Trends of Fire Occurrence in Sumatra (Analysis Using MODIS Hotspot Data): A Comparison with Fire Occurrence in Kalimantan. Open Journal of Forestry, 3(4): 129–137. DOI: 10.4236/ojf.2013.34021
[80] BNPB. 2019. Rekapitulasi Luas Kebakaran Hutan dan Lahan (Ha) Per Provinsi Di Indonesia Tahun 2011-2018. SiPongi -Karhutla Monitoring Sistem, 1: 26–27. DOI: https://doi.org/10.1103/PhysRevB.65.020504
[81] LAPAN (Lembaga Penerbangan dan Antariksa Nasional). (2016). Informasi Titik Panas (Hotspot) Kebakaran Hutan/Lahan. Pusat Pemanfaatan Penginderaan Jauh - Lapan. Jakarta. www.lapan.go.id (in Indonesian)
[82] LAPAN (Lembaga Penerbangan dan Antariksa Nasional). (2016). Panduan Teknis (V.01) Informasi Titik Panas (Hotspot) Kebakaran Hutan/Lahan (Vol. 01). Indonesia. www.lapan.go.id (in Indonesian)
[2] Adam, S.S., Rindarjono, M.G. and Karyanto, P. 2019. Geographic information system for vulnerability zoning of land and forest fire in malifut sub-district, north Halmahera. J. Teknol. Inf. Dan Ilmu Komput., 6 (5): 559–566. DOI: 10.25126/jtiik.201961674
[3] Adiningsih, E.S., Winarso, P.A., Dupe, Z.L., and Buono, A. 2005. Improvement of Land and Forest Fire Hazard Mapping Method for Sumatera and Kalimantan Based on Remote Sensing Data. Di dalam: Pemanfaatan Efektif Penginderaan Jauh untuk Peningkatan Kesejahteraan Bangsa. Prosiding Pertemuan Ilmiah Tahunan (PIT) MAPIN XIV. Surabaya 14-15 September 2005. Institut Teknologi Sepuluh Nopember (ITS). Surabaya.Hal 96- 101. (in Indonesian)
[4] Adinugroho, W.C., Suryadiputra, INN, Saharjo B.H., and Siboro, L. 2005. Panduan Pengendalian Kebakaran Hutan dan Lahan Gambut. Proyek Climate Change, Forests and Peatlands in Indonesia. Wetlands International-Indonesia Programme dan Wildlife Habitat Canada. Bogor. (in Indonesian)
[5] Arimurti, A. S. P. 2021. Analisis Area Bekas Kebakaran Hutan Dan Lahan Dengan Normalized Burn Ratio (Nbr) Menggunakan Citra Satelit Multitemporal Dan Cloud Computing (Doctoral dissertation, Institut Teknologi Sepuluh Nopember). (in Indonesian)
[6] Arum, I. S., Handayani, I. G. A. K. R. and Najicha, F. U. 2021. Pertanggungjawaban Indonesia Terhadap Pencemaran Udara Akibat Kebakaran Hutan Dalam Hukum Internasional. Justitia Jurnal Hukum, 6(1).
[7] Aryadi, M. 2017. Kecenderungan kebakaran hutan dan lahan dan alternatif pengendalian Berbasis kemitraan di PT Inhutani II Kotabaru. Jurnal Hutan Tropis, 5(3): 222 – 235. (in Indonesian)
[8] Bahri, S. 2002. Kajian Penyebaran Kabut Asap Kebakaran Hutan dan Lahan di Wilayah Sumatera Bagian Utara dan Kemungkinan Mengatasinya dengan TMC. Jurnal Sains & Teknologi Modifikasi Cuaca, 3(2): 99-104. (in Indonesian)
[9] Barber, C.V. and Schweithelm, J. 2000. Trial by fire: forest fires and forestry policy in Indonesias era of crisis and reform. World Resources Institute. Washington. 76 hal.
[10] Baroroh, A. 2021. Pemetaan Area Bekas Kebakaran Hutan dan Lahan Menggunakan Citra Landsat 8 Tahun 2018-2020 [Studi Kasus: Pulau Rupat, Bengkalis] (Doctoral dissertation, Universitas Gadjah Mada).
[11] Bowen, M.R., et al. 2001. Anthropogenic fires in Indonesia: a view from Sumatra. Dalam Peter, E., Radojevic, M. (Eds.), Forest fires and regional haze in Southeast Asia. Nova Science Publishers, Huntington, New York, pp. 41–66.
[12] Caciuc, V. T. 2014. Ecocentric reflections on the realization of environmental education. Procedia - Soc. Behav. Sci., 137: 93–99. DOI: 10.1016/j.sbspro.2014.05.258
[13] Cahyono, S. A., Warsito, S. P., Andayani, W. and Darwanto, D. H. 2015. Faktor-faktor yang mempengaruhi kebakaran hutan di Indonesia dan implikasi kebijakannya. Jurnal Sylva Lestari, 3(1): 103-112.(in Indonesian)
[14] Choommanivong, S., Wiriya, W. and Chantara, S. 2019. Transboundary air pollution in relation to open burning in upper Southeast Asia. Environment Asia, 12 (Special Issue): 18–27. DOI:10.14456/ea.2019.59
[15] Clark, J. and Bobble, T. 2007. Using Remote Sensing to Map and Monitor Fire Damage in Forest Ecosystem. In: Understanding Forest Disturbance and Spatial Pattern: Remote Sensing and GIS Approaches. Wulder MA and Franklin SE (ed). Taylor & Francis. New York. USA.
[16] Endrawati, E., Purwanto, J., Nugroho, S. and Agung, R. (2018, February). Identifikasi areal bekas kebakaran hutan dan lahan menggunakan analisis semi otomatis citra satelit LANDSAT. In Seminar Nasional Geomatika (Vol. 2, pp. 273-282). (in Indonesian)
[17] Fachmi, R. 2014. Problems and impacts of forest fires. J. Lingk. Widyaiswara, 4: 47–59. Available at: http://juliwi.com/published/E0104/Paper0104_47- 59.pdf
[18] Faisal-E-Alam, M., et al. 2022. Social Media and Tourists’ Decision in Bangladesh: An Empirical Study on Travelling Cox’s Bazar. Journal of Environmental Management and Tourism, 13(4): 925-934.
[19] Fathurrakhman. 2007. Sistem Peringatan Dini. Central Kalimantan Peatlands Project (CKPP). Palangka Raya. (in Indonesian)
[20] Flannigan, M.D. et al. 2006. Forest fires and climate change in the 21st century. Mitig. Adapt. Strateg. Glob. Chang., 11 (4) 847–859. DOI: 10.1007/s11027-005-9020-7
[21] Gariba, A., et al. 2022. Determination of Dissolved Pesticide Leachates in the West Africa's Largest Natural Lake. Journal of Environmental Management & Tourism, 13(1): 128-134.
[22] Gellert, P.K. 1998. A brief history and analysis of Indonesia’s forest fire crisis. Southeast Asia Program Publications at Cornell University. Indonesia, 65: 63—85.
[23] Giglio, L., Descloitres, J., Justice, C.O. and Kaufman, Y.J. 2003. An enhanced contextual fire detection algorithm for modis. Remote Sens. Environ., 87 (2– 3): 273–282. DOI: 10.1016/S00344257(03)00184-6
[24] Giglio, L., Kendall, J.D. and Justice, C.O. 1999. Evaluation of global fire detection algorithms using simulated avhrr infrared data. Int. J. Remote Sens., 20 (10): 1947–1985. DOI: 10.1080/014311699212290
[25] Giglio L. 2007. MODIS collection 4 active fire product user’s guide version 2. 3. Sites J. 20Th Century Contemp. French Stud., Version 2. (February) 44. Available at: http://maps.geog.umd.edu/products/MODIS_Fire_U sers_Guide_2.3.pdf
[26] Herawati, H. and Santoso, H. 2011. Tropical forest susceptibility to and risk of fire under changing climate: a review offire nature, policy and institutions inIndonesia. Forest Policy andEconomics, 13: 227-233.
[27] Herdian, A., Boreel, A. and Loppies, R. 2021. Tingkat kerawanan kebakaran hutan dan lahan menggunakan sistem informasi geografis (sig) di Kota Ambon (studi kasus di jazirah leitimur selatan). Jurnal Hutan Pulau-Pulau Kecil, 5(1): 1-13. (in Indonesian)
[28] Isa, M., Wajdi, M. F., Syamsudin, S. and Setyawan, A.A. 2014. Strategi Penguatan Kapasitas Stakeholder dalam Adaptasi Dan Mitigasi Banjir di Kota Surakarta. Benefit: Jurnal Manajemen dan Bisnis, 17(2): 99-110.
[29] Ismuhajaroh, B. N., Indradewa, D., Kurniasih, B., and Utami, S. N. H. 2022. Interrelationships of Air Canal Adaptation in the Leaves of Water Lilies and Water Depth of Lebak Swampland in Kalimantan Selatan. Journal of Environmental Management and Tourism, 13(1): 197-10.
[30] Itsnaini, N., Sasmito, B., Sukmono, A. and Prasasti, I. 2017. Analisis Hubungan Curah Hujan Dan Parameter Sistem Peringkat Bahaya Kebakaran (Spbk) Dengan Kejadian Kebakaran Hutan Dan Lahan Untuk Menentukan Nilai Ambang Batas Kebakaran. Jurnal Geodesi Undip, 6(2): 62–70. (in Indonesian)
[31] Januandari, M. U., Rachmawati, T. A. and Sufianto, H. 2017. Analisa Risiko Bencana Kebakaran Kawasan Segiempat Tunjungan Surabaya. Jurnal Pengembangan Kota, 5(2): 149-158. (in Indonesian)
[32] Jayawardana, H. 2016. Environmental care character education from an early age as an effort to mitigate ecological disasters. Symbion (Symposium Biol. Educ., 5726: 49–64. Available at: http://symbion.pbio.uad.ac.id/prosiding/prosiding/ID_276_Hepta_Revisi_Hal 49-64.pdf
[33] Jawabreh, O. A., Emad Al Dein, A. L., Alshatnawi, E. and Alananzeh, O. 2022. The Importance of Religious Tourism for Development of Sustainable Tourism: The Case of the Baptism Site in Jordan. Journal of Environmental Management and Tourism, 13(4): 909-924.
[34] Juita, F., Saputra, H. and Rodhiyah, Z. 2022. Karakterisasi Karbon Organik (KO-EK) PM2, 5 dari Kebakaran Lahan Gambut di Desa Arang-arang, Jambi. Jurnal Engineering, 4(1): 18-24. (in Indonesian)
[35] Justice, C.O. et al. 2002. The modis fire products. Remote Sens. Environ., 83(1–2): 244–262. DOI:10.1016/S0034-4257(02)00076-7
[36] Kaufman, Y.J. et al. 1998. Potential global fire monitoring from eos-modis. J. Geophys. Res. Atmos., 103 (D24) 32215–32238. DOI: 10.1029/98JD01644.
[37] Kementrian Lingkungan Hidup dan Kehutanan Republik Indonesia (KLHK RI) (2020). Rekapitulasi Luas Kebakaran Hutan dan Lahan (Ha) Per Provinsi di Indonesia Tahun 2015-2020. Available at: http://sipongi.menlhk.go.id/hotspot/luas_kebakaran (in Indonesian)
[38] Koren, I. and Feingold, G. 2011. Aerosol-cloudprecipitation system as a predator-prey problem. Proc. Natl. Acad. Sci. U. S. A., 108 (30): 12227–12232. DOI: 10.1073/pnas.1101777108
[39] Kumalawati, R., Nasruddin, N., and Elisabeth, E. (2019, April). Strategi penanganan hotspot unbtuk mencegah kebakaran di Kabupaten Barito Kuala, Kalimantan Selatan. In Prosiding Seminar Nasional Lingkungan Lahan Basah, 4(2): 351-356. (in Indonesian)
[40] Kumalawati, R., Saputra, A. N., Murliawan, K. H. and Rajiani, I. 2019. MODIS DATA TO ANALYZE UTILIZATION AND DISTRIBUTION FREQUENCY OF FUTURE PEATLAND FIRES. ADVED 2019-5th International Conference on Advances in Education and Social Sciences.
[41] Kumalawati, R., Yuliarti, A., Anggraeni, R. N., and Murliawan, K. H. 2021. SEBARAN HOTSPOT TAHUN 2012-2021 DI KALIMANTAN SELATAN. Jurnal Geografika (Geografi Lingkungan Lahan Basah), 2(1): 1-10.
[42] Kumalawati, R., Yuliarti, A., Anggraeni, R. N., and Murliawan, K. H. 2021. The Potential Mapping of Land Fire Using SNPP VIIRS as a Basis for Environmental Damage Mitigation. EVERGREEN Joint Journal of Novel Carbon Resource Sciences & Green Asia Strategy, 8(3): 524-534. DOI:https://doi.org/10.5109/4491638
[43] Kumalawati, R., Salamiah, Yuliarti, A. and Murliawan, K.H. 2021. Potential mapping agricultural commodities to mitigation of food problem in the future. Geoj. Tour. Geosites, 33 (4): 1480–1485. DOI:10.30892/gtg.334spl05-596
[44] Kusmambetov, K. D., and Suleimenova, S. Z. 2022. Water Resources as the Material Basis for Further Strategic Development of the Republic of Kazakhstan. Journal of Environmental Management & Tourism, 13(1): 99-106.
[45] Kusuma, A. R., Shodiq, F. M., Hazim, M. F., and Laksono, D. P. 2021. Hasil Studi Pola Kebakaran Lahan Gambut melalui Citra Satelit Sentinel-2 dengan Pengimplementasian Machine Learning Metode Random Forest: Kajian Literatur. JGISE: Journal of Geospatial Information Science and Engineering, 4(2): 81-85. DOI: https://doi.org/10.22146/jgise.60828 (in Indonesian)
[46] Mapilata, E., Gandasasmita, K., and Djajakirana, G. 2013. Analysis of areas prone to forest and land fires in spatial planning in the city of Palangkaraya, Central Kalimantan province. Globe, 15 (2): 178–184.
[47] Martell, DL. 2001. Forest Fire Management. In: Forest Fires- Behaviour and Ecological Effects. Johnson EA, Academic Press, New York, 2001.
[48] Matson, M. and Dozier, J. 1981. Identification of Subresolution High Temperature Sources Using a Thermal IR Sensor. Photogrammetric Engineering and Remote Sensing, 47(2): 1311–1318.
[49] Milne, A.K. 1986. The Use of Remote Sensing in Mapping and Monitoring Vegetational Change Associated with Bushfire Events in Eastern Australia. Geocarto International, 1(1): 25–32. DOI:10.1080/10106048609354022
[50] Misfaul, M., Dana, M., Kurniawan, W. and Fitriyah, H. 2018. Rancang Bangun Sistem Deteksi Titik Kebakaran Dengan Metode Naive Bayes Menggunakan Sensor Suhu dan Sensor Api Berbasis Arduino. 2(9): 3384–3390. (in Indonesian)
[51] Mubarak, Z., Kumalawati, R., and Adyatma, S. 2019. Analisis peta persebaran titik api untuk kesesuaian persebaran sumur bor di Kecamatan Landasan Ulin Kota Banjarbaru Kalimantan Selatan. JPG (Jurnal Pendidikan Geografi), 5(3). (in Indonesian)
[52] Page, S. et al. 2002. The amount of carbon released from peat and forest fire in Indonesia during 1997. Nature, 42: 61-65.
[53] Pasai, M. 2020. Forest fires and law enforcement. J. Chem. Inf. Model., 21 (1): 1–9. DOI:https://doi.org/10.1016/j.tmaid.2020.101607%0Ahtt
[54] Paveglio, T.B, Edgeley, C.M. and Stasiewicz, A.M. 2018. Assessing Influences on Social Vulnerability to Wildfire Using Surveys, Spatial Data, and Wildfire Simulations. J. Environ. Manag, 213: 429-439.
[55] Prasasti, et al. 2018. Utilization of Remote Sensing Satellite Data for Mangrove Mapping. 5 (2) 3-6. www.lapan.go.id
[56] Prasasti, et al. 2012. Analyzis of relationship between hotspot, fdrs and burned area in central Kalimantan. J. Nat. Resour. Environ. Manag., 2 (2): 91–101. DOI: 10.19081/jpsl.2012.2.2.91
[57] Pratiwi, T. A., et al. 2021. Klasifikasi Kebakaran Hutan Dan Lahan Menggunakan Algoritma Naïve Bayes Di Kabupaten Pelalawan. CESS (Journal of Computer Engineering, System and Science), 6(1): 139-148.
[58] Prawesthi, W. 2016. Politik Kehutanan dalam Penegakkan Hukum Lingkungan dan Pengendalian Pengurangan Risiko Bencana. Politik Kehutanan dalam Penegakkan Hukum Lingkungan dan Pengendalian Pengurangan Risiko Bencana, 12(1): 1781-1792. (in Indonesian)
[59] Rezainy, L. Syaufina, and Sitanggang, I.S. 2020. Mapping of fire-prone areas on peatlands based on the pattern of hotspots in the district of Central Kalimantan. J. Pengelolaan Sumberd. Alam Dan Lingkung. Journal Nat. Resour. Environ. Manag., 10 (1): 66–76. DOI: 10.29244/jpsl.10.1.66-76
[60] Sabani, W., et al. 2019, March. Utilization of MODIS data to analyze the forest/land fires frequency and distribution (case study: Central Kalimantan Province). In IOP Conference Series: Earth and Environmental Science (Vol. 243, No. 1, p. 012032). IOP Publishing.
[61] Saharjo, B.H. 2016. Pengendalian Kebakaran Hutan danatau Lahan Indonesia. Bogor (ID): IPB Press.
[62] Saharjo, B. H., and Wasis, B. 2019. Valuasi Ekonomi Kerusakan Lingkungan Akibat Kebakaran Gambut Di Desa Mak Teduh Provinsi Riau. Jurnal Silvikultur Tropika, 10(1): 58-62. (in Indonesian)
[63] Samsuri, S., Jaya, I.N.S. and Syaufina, L. 2012. Spatial model of forest and land fire susceptibility level. Case Study of Central Kalimantan Province. For. Indones. J. F o r., 1: 12–18.
[64] Saragih, Y. M. 2017. Prinsip Pertanggungjawaban Negara terhadap Pencemaran Udara Lintas Batas Akibat Kebakaran Hutan Indonesia menurut Asean Agreement on Transboundary Haze Pollution. Pandecta Research Law Journal, 12(1): 51-66. (in Indonesian)
[65] Saufina, L. 2014. Perbandingan sumber hotspot sebagai indikator kebakaran hutan dan lahan gambut dan korelasinya dengan curah hujan di Desa Sepahat, Kabupaten Bengkalis, Riau. Jurnal Silvikultur Tropika, 5(2): 113-118. (in Indonesian)
[66] Schweithelm, J. and Glover, D. 1999. Causes and Impacts of Fire in the High Cost of a Disaster: Environmental Losses Due to Fire and Haze in Indonesia.
[67] Sepriando, A., Hartono, H., and Jatmiko, R. H. 2019. Deteksi Kebakaran Hutan dan Lahan Menggunakan Citra Satelit Himawari-8 di Kalimantan Tengah. Jurnal Sains & Teknologi Modifikasi Cuaca, 20(2): 79-89.
[68] Setneg. 2010. Peraturan Menteri Negara Lingkungan Hidup Nomor 10 Tahun 2010 Tentang Mekanisme Pencegahan Pencemaran dan/atau Kerusakan Lingkungan. Sekretariat Negara (Setneg). Jakarta.
[69] Sitorus, S.H. and Hidayat, R. 2020. Forest and land fire mitigation strategy through community empowerment in Pakning River, Bengkalis Regency, Riau Province. Int. Conf. Commun. Sos. Sci., 1 (1). Available at: http://sipongi.menlhk.go.id
[70] Stole, F., Chomitz, K.M., Lambin, E.F., and Tomich, T.P. 2003. Land use and vegetation fires in Jambi Province, Sumatera, Indonesia. Forest Ecology and Management, 179(2003): 277- 292.
[71] Suwarsono. 2012. Daerah Bekas Kebakaran Hutandan Lahan (Burned Area) di Kalimantan. Tesis. Fakultas Matematika dan Ilmu Penetahuan Alam. Program Studi Magister Ilmu Geografi. Universitas Indonesia Depok. 71 hlm. (in Indonesian)
[72] Tacconi, L. 2013. Kebakaran Hutan di Indonesia: Penyebab, Biaya dan Implikasi Kebijakan, Center For International Forestry Research (in Indonesian)
[73] Thao, H. T. P. and Bakucz, M. 2022. The Impact of Growth in Tourism on Economic and Human Development–Incorporating a Systematic Literature Review. Journal of Environmental Management & Tourism, 13(1): 287-299.
[74] Wooster, M.J., Perry, G.L.W. and Zoumas, A. 2011. Fire, drought and el niño relationships on borneo during the pre-modis era (1980–2000) Biogeosciences Discuss, 8 (1): 975–1013. DOI: 10.5194/bgd-8-975-2011
[75] Wasis, B., et al. 2018. Analysis of economic valuation of environmental damage due to sand mine in Gumulung Tonggoh, Cirebon District, West Java Province, Indonesia. Archives of Agriculture and Environmental Science, 3(4): 360366.
[76] Wasis, B. 2018. Impact on Peatland Canal Blocking of Soil Properties in The Eks PLG Milion Ha of Central Kalimantan Province. Advance Research in Agricultural and Veterinary Science (ARAVS), 5 (3): 04-11.
[77] Wibowo, K. A. 2019. Manajemen Penanganan Kebakaran Hutan dan Lahan (Karhutla) Guna Peningkatan Ekonomi Kerakyatan. Jurnal Studi Sosial dan Politik, 3(1): 69-83.
[78] Yerkinbayeva, L., Nurmukhankyzy, D., Kalymbek, B., Ozenbayeva, A., & Kalymbekova, Z. 2022. Digitalization of Environmental Information in the Republic of Kazakhstan: Issues of Legal Regulation. Journal of Environmental Management & Tourism, 13(1): 115-127.
[79] Yulianti, N., Hayasaka, H. and Sepriando, A. 2013. Recent Trends of Fire Occurrence in Sumatra (Analysis Using MODIS Hotspot Data): A Comparison with Fire Occurrence in Kalimantan. Open Journal of Forestry, 3(4): 129–137. DOI: 10.4236/ojf.2013.34021
[80] BNPB. 2019. Rekapitulasi Luas Kebakaran Hutan dan Lahan (Ha) Per Provinsi Di Indonesia Tahun 2011-2018. SiPongi -Karhutla Monitoring Sistem, 1: 26–27. DOI: https://doi.org/10.1103/PhysRevB.65.020504
[81] LAPAN (Lembaga Penerbangan dan Antariksa Nasional). (2016). Informasi Titik Panas (Hotspot) Kebakaran Hutan/Lahan. Pusat Pemanfaatan Penginderaan Jauh - Lapan. Jakarta. www.lapan.go.id (in Indonesian)
[82] LAPAN (Lembaga Penerbangan dan Antariksa Nasional). (2016). Panduan Teknis (V.01) Informasi Titik Panas (Hotspot) Kebakaran Hutan/Lahan (Vol. 01). Indonesia. www.lapan.go.id (in Indonesian)
Published
2022-09-02
How to Cite
KUMALAWATI, Rosalina et al.
Mapping of Fire Detection Using Visible Infrared Imaging Radiometer Suite Satellite Imagery to Reduce the Risk of Environmental Damage.
Journal of Environmental Management and Tourism, [S.l.], v. 13, n. 5, p. 1268 - 1281, sep. 2022.
ISSN 2068-7729.
Available at: <https://journals.aserspublishing.eu/jemt/article/view/7191>. Date accessed: 21 nov. 2024.
doi: https://doi.org/10.14505/jemt.v13.5(61).05.
Section
Article
Copyright© 2024 The Author(s). Published by ASERS Publishing 2024. This is an open access article distributed under the terms of CC-BY 4.0 license.