KEBENCANAA DAN MITIGASI
Kata Kunci:
KEBENCANAA DAN MITIGASIAbstrak
Buku ini mengupas tuntas dinamika kebencanaan alam dari berbagai sudut pandang ilmiah dan kebijakan. Dimulai dengan pengantar mengenai jenis-jenis bencana alam dan peran penting masyarakat dalam menghadapinya, buku ini kemudian membahas dampak perubahan iklim terhadap frekuensi serta intensitas bencana seperti gempa bumi, tsunami, dan letusan gunung berapi. Bab khusus tentang sistem peringatan dini dan teknologi kebencanaan mengeksplorasi kemajuan mutakhir dalam mitigasi risiko. Rekonstruksi pascabencana dan kebijakan penanggulangan di Indonesia menjadi sorotan utama, termasuk peran strategis tata ruang dalam memperkecil kerugian. Tidak hanya itu, pembaca juga diajak menelusuri potensi kecerdasan buatan dalam pengurangan risiko dan pentingnya kesiapsiagaan psikologis. Buku ini menjadi panduan komprehensif bagi pembaca yang ingin memahami lanskap kebencanaan dan upaya nyata membangun ketangguhan bangsa di tengah tantangan iklim dan geologis.
Referensi
Abbas, F., Zhang, F., Ismail, M., Khan, G., Iqbal, J., Alrefaei, A. F., & Fahad Albeshr, M. (2023). Hyperparameter Optimization for Landslide Susceptibility Mapping: A Comparison between Baseline, Bayesian and Metaheuristic Hyperparameter Optimization Techniques for Machine Learning Algorithms. https://doi.org/10.20944/preprints202306.1784.v1
Abd El-Mawla, N., Badawy, M., & Arafat, H. (2019). IoT for the Failure of Climate-Change Mitigation and Adaptation and IIoT as a Future Solution. World Journal of Environmental Engineering, 6(1), 7–16. https://doi.org/10.12691/wjee-6-1-2
Abu Bakar, M. Z. bin, & Mohamad, Z. F. binti. (2023). Local government capacity for earthquake disaster risk reduction in Malaysia: Case studies in Bentong and Selayang areas. International Journal of Disaster Risk Reduction, 97, 103987. https://doi.org/10.1016/j.ijdrr.2023.103987.
Adrian, D. (2020). Strategi mengurangi ketidakpastian informasi pasca bencana alam pada anak perantauan asal Palu, Sigi, dan Donggala yang tinggal di Jakarta. Ekspresi dan Persepsi: Jurnal Ilmu Komunikasi, 3(1), 27–34. https://doi.org/10.33822/jep.v3i1.1469.
Ahdi, D. (2015). Perencanaan Penanggulangan Bencana Melalui Pendekatan Manajemen Risiko. Reformasi, 5(1), 13–30.
Ahdiat, A. 2025. Kenaikan Suhu Global Lampaui 1,5 Derajat Celsius pada 2024. https://databoks.katadata.co.id/infografik/2025/01/06/kenaikan-suhu-global-lampaui-1-5-derajat-celsius-pada-2024?utm_source=chatgpt.com
Ahmad Hamdi, A. H., Hatah, E., Makmor Bakry, M., Basari, A. H., & Ahmad Hamdi, N. (2024). Operations management of pharmaceutical supply during preparedness and disaster response: A scoping review. International Journal of Disaster Risk Reduction, 103, 104296. https://doi.org/10.1016/j.ijdrr.2024.104296.
Akay, B., Karaboga, D., & Akay, R. (2022). A comprehensive survey on optimizing deep learning models by metaheuristics. Artificial Intelligence Review, 55(2), 829–894. https://doi.org/10.1007/s10462-021-09992-0
Akhmaddhian, S. (2015). Partisipasi Masyarakat dalam Mewujudkan Kuningan sebagai Kabupaten Konservasi (Studi di Kabupaten Kuningan). Unifikasi : Jurnal Ilmu Hukum, 2(1), 67–90. https://doi.org/10.25134/unifikasi.v2i1.26
Akhmaddhian, S. (2017a). The Effectiveness of Kuningan Government Policy in Water Conservation. Jurnal Dinamika Hukum, 17(3), 273–283. https://doi.org/10.20884/1.jdh.2017.17.3.835
Akhmaddhian, S. (2017b). Aparatur Peduli Lingkungan, Kebijakan Pemerintah Daerah Kabupaten Kuningan Dalam Konservasi Sumber Daya Air. Sosiohumaniora, 19(3), 274–283. https://doi.org/10.24198/sosiohumaniora.v19i3.11453
Akhmaddhian, S., Tendiyanto, T., Nursyamsu, R., Abdilah, A. F., & Gustianitami, A. S. (2022). Regional Government Authority in the Implementation of Natural Disaster Management. Unifikasi : Jurnal Ilmu Hukum, 9(1), 12–18. https://doi.org/10.25134/unifikasi.v9i1.6127
AlAli, A., & Anifowose, F. (2022). Seismic velocity modeling in the digital transformation era: a review of the role of machine learning. Journal of Petroleum Exploration and Production Technology, 12(1), 21–34. https://doi.org/10.1007/s13202-021-01304-0
Alarifi, A. S. N., Alarifi, N. S. N., & Al-Humidan, S. (2012). Earthquakes magnitude predication using artificial neural network in northern Red Sea area. Journal of King Saud University - Science, 24(4), 301–313. https://doi.org/10.1016/j.jksus.2011.05.002
Alfarizi, M. F. M. (2020). Analisis wacana kritis pemberitaan Anies Baswedan mengenai banjir Jakarta 2020 dalam Republika.co.id (Skripsi, Universitas Islam Negeri Syarif Hidayatullah Jakarta). Diakses dari https://repository.uinjkt.ac.id/dspace/handle/123456789/55310.
Alfonita, F. (2018). Gempa Bumi Adalah Peristiwa Bergetarnya Bumi Yang Disebakan Oleh Pelepasan Energi Dari Dalam Perut Bumi Secara Tiba-Tiba. Computers And Industrial Engineering, 2(January)cxe
Allan dan Clarvis. 2013. Adaptive Capacity in a Chilean Context: A questionable model for latin America. Environtmental Science, Vol xxx page 13
Alwahedi, F., Aldhaheri, A., Ferrag, M. A., Battah, A., & Tihanyi, N. (2024). Machine learning techniques for IoT security: Current research and future vision with generative AI and large language models. Internet of Things and Cyber-Physical Systems, 4, 167–185. https://doi.org/10.1016/j.iotcps.2023.12.003
Ammelia, I., Lestari, D. S., Tsabat, G., Ghazy, A., & Wibowo, Y. A. (2022). INTEGRASI MATERI KEBENCANAAN PADA JENJANG SEKOLAH DASAR DI KECAMATAN NGARGOYOSO, JAWA TENGAH. International Journal Environment and Disaster, 1(1), 60–72.
Anam, A. K., Winarni, S., & Winda, A. (2018). The effort of nurse in disaster mitigation phase on Kelud Mountain base on ICN Framework [in Indonesian]. Jurnal Terapan, 4(2), 84–92. https://ojs.poltekkes-malang.ac.id/index.php/JKT/article/view/261
Andronico, D., & Cioni, R. (2002). Contrasting styles of Mount Vesuvius activity in the period between the Avellino and Pompeii Plinian eruptions, and some implications for assessment of future hazards. Bulletin of Volcanology, 64(6), 372–391. https://doi.org/10.1007/s00445-002-0215-4
Andronico, D., Cannata, A., Di Grazia, G., & Ferrari, F. (2021). The 1986–2021 paroxysmal episodes at the summit craters of Mt. Etna: Insights into volcano dynamics and hazard. Earth-Science Reviews, 220, 103686. https://doi.org/10.1016/j.earscirev.2021.103686
Anggraini, N., Yulianti, D., Mulyanda, D., Syuhada, S., Sudrajat, K. M., Sarifah, F., Edy, H. (2024). Mekanika Tanah dan Pondasi. In D. Mulyanda, Pemadatan Tanah (S. 31-46). Padang: CV. Hei Publishing Indonesia.
Aprianti, A., Jufriansah, A., Donuata, B., Khusnani, A., & Ayuba, J. (2019). Comparison of K-Means Algorithm and DBSCAN on Aftershock Activity in the Flores Sea: Seismic. Journal of Novel Engineering Science and Technology, 2(3), 77–82. https://doi.org/10.56741/jnest.v2i03.393
Arif, M. (2018). Kesiapsiagaan Masyarakat Kawasan Perkotaan Terhadap Bencana Gempa Bumi. Jurnal Planologi Unpas, 5(1), 903. https://doi.org/10.23969/planologi.v5i1.928
Ariyanto, D. (2018). Koordinasi Kelembagaan Dalam Meningkatkan Efektivitas Badan Penanggulangan Bencana Daerah. Journal of Management Review, 2(1), 161. https://doi.org/10.25157/jmr.v2i1.1118
Astuti, S. I. ; S. (2010). Peran Sekolah dalam Pembelajaran Mitigasi Bencana. Sustainability (Switzerland), 11(1), 1–14. http://scioteca.caf.com/bitstream/handle/123456789/1091/RED2017-Eng-8ene.pdf?sequence=12&isAllowed=y%0Ahttp://dx.doi.org/10.1016/j.regsciurbeco.2008.06.005%0Ahttps://www.researchgate.net/publication/305320484_SISTEM_PEMBETUNGAN_TERPUSAT_STRATEGI_MELESTARI
Badan Meteorologi, Klimatologi, dan Geofisika. (2023). Jangkau wilayah 3T, BMKG gandeng radio sebarluaskan peringatan dini. BMKG. Diakses dari https://www.bmkg.go.id/siaran-pers/jangkau-wilayah-3t-bmkg-gandeng-radio-sebarluaskan-peringatan-dini. pada 6 April 2025 pukul 09.14 WITA.
Badan Penanggulangan Bencana Daerah Aceh;. (2019). Modul Pengkajian Kebutuhan Bencana (JITU PASNA). Banda Aceh: Badan Penanggulangan Bencana Daerah Aceh;.
Banggor, Y. E., Simanjuntak, N. M., & Purnamasari, H. (2024). Character Education Values in the Legend of “Mount Lewotobi” in East Flores, East Nusa Tenggara, Indonesia. Indonesian Journal of Contemporary Multidisciplinary Research, 3(6), 1050–1057. https://doi.org/10.55927/modern.v3i6.11687
Bani, P., Aiuppa, A., Coppola, D., Carn, S., Cluzel, D., Rose-Koga, E., Medard, E., Nauret, F., Moussallam, Y., Tari, D., & Bani, I. (2025). Magmatic volatiles control the sub-plinian basaltic eruptions at Ambae volcano, Vanuatu. Communications Earth & Environment, 6(1), 84. https://doi.org/10.1038/s43247-025-02018-5
Banna, Md. H. Al, Taher, K. A., Kaiser, M. S., Mahmud, M., Rahman, Md. S., Hosen, A. S. M. S., & Cho, G. H. (2020). Application of Artificial Intelligence in Predicting Earthquakes: State-of-the-Art and Future Challenges. IEEE Access, 8, 192880–192923. https://doi.org/10.1109/ACCESS.2020.3029859
Belousov, A., Belousova, M., Auer, A., Walter, T. R., & Kotenko, T. (2021). Mechanism of the historical and the ongoing Vulcanian eruptions of Ebeko volcano, Northern Kuriles. Bulletin of Volcanology, 83(1), 4. https://doi.org/10.1007/s00445-020-01426-z
Benyamin, M., Burhannudinnur, & Setiorini, D. A. (2023). Buku ajar vulkanologi. CV Muhammad Fahmi Al Azizy. ISBN 978-623-8127-08-5.
Bernard, E., dan Titov, V. (2015): Evolution of tsunami warning systems and products. Philos. Trans. R. Soc. Lond. A, 373(2053), 20140371, doi: 10.1098/rsta.2014.0371.
Bilal, M. A., Ji, Y., Wang, Y., Akhter, M. P., & Yaqub, M. (2022). Early Earthquake Detection Using Batch Normalization Graph Convolutional Neural Network (BNGCNN). Applied Sciences, 12(15), 7548. https://doi.org/10.3390/app12157548
Billing, M. P. (1972). Struktural Lapisan Bumi beserta penjelasannya. http://www.kompas.com/sains/read/
BNPB. (2022). Laporan Kesiapsiagaan Bencana Indonesia.
BNPB. (2023). "Laporan Tahunan Bencana di Indonesia." Badan Nasional Penanggulangan Bencana.
Boylan, J. L., & Lawrence, C. (2020a). International Journal of Disaster Risk Reduction The development and validation of the bushfire psychological preparedness scale. International Journal of Disaster Risk Reduction, 47(January), 101530. https://doi.org/10.1016/j.ijdrr.2020.101530
Boylan, J. L., & Lawrence, C. (2020b). What does it mean to psychologically prepare for a disaster? A systematic review. International Journal of Disaster Risk Reduction, 45, 101480. https://doi.org/10.1016/j.ijdrr.2020.101480
BPS. (2023). Statistik Lingkungan Hidup dan Kehutanan Indonesia.
Cahalan, R. C., Mastin, L. G., Van Eaton, A. R., Hurwitz, S., Smith, A. B., Dufek, J., Solovitz, S. A., Patrick, M., Schmith, J., Parcheta, C., Thelen, W. A., & Downs, D. T. (2023). Dynamics of the December 2020 Ash‐Poor Plume Formed by Lava‐Water Interaction at the Summit of Kīlauea Volcano, Hawaiʻi. Geochemistry, Geophysics, Geosystems, 24(3). https://doi.org/10.1029/2022GC010718
Caricchi, L., Townsend, M., Rivalta, E., & Namiki, A. (2021). The build-up and triggers of volcanic eruptions. Nature Reviews Earth & Environment, 2(7), 458–476. https://doi.org/10.1038/s43017-021-00174-8
Carter, W. N. (1991). Disaster management: A disaster manager's handbook. Manila: Asian Development Bank.
Catanese, A. J. (1989). The Politics Of Planning And Development. Sage Publications.
Centre for Research on the Epidemiology of Disasters (CRED). (2019). Natural Disastaer 2019. https://cred.be/sites/default/files/adsr_2019.pdf
Charco, M., Camacho, A. G., Tiampo, K. F., & Fernández, J. (2009). Spatiotemporal gravity changes on volcanoes: Assessing the importance of topography. Geophysical Research Letters, 36(8). https://doi.org/10.1029/2009GL037160
Cheng, Z., Peng, C., & Chen, M. (2023). Real-Time Seismic Intensity Measurements Prediction for Earthquake Early Warning: A Systematic Literature Review. Sensors, 23(11), 5052. https://doi.org/10.3390/s23115052
Choudhary, S. S., & Ghosh, S. K. (2023). Analysis of rainfall and temperature using deep learning model. Theoretical and Applied Climatology, 153(1–2), 755–770. https://doi.org/10.1007/s00704-023-04493-2
Chung, S., & Shannon, M. (2007). Reuniting children with their families during disasters: a proposed plan for greater success. American Journal of Disaster Medicine, 2(3), 113–117. https://doi.org/10.5055/ajdm.2007.0019.
Claesen, M., & De Moor, B. (2015). Hyperparameter Search in Machine Learning.
Clode, D. (2010). Coping with fire : Psychological Preparedness for bushfires. In Country Fire Authority (Issue 561). https://doi.org/10.1201/9781420031751.ch10
Dahren, B., Troll, V. R., Andersson, U. B., Chadwick, J. P., Gardner, M. F., Jaxybulatov, K., & Koulakov, I. (2012). Magma plumbing beneath Anak Krakatau volcano, Indonesia: evidence for multiple magma storage regions. Contributions to Mineralogy and Petrology, 163(4), 631–651. https://doi.org/10.1007/s00410-011-0690-8
Dao, M. H. and Tkalich, P. (2007). Tsunami propagation modelling – a sensitivity study, Nat. Hazards Earth Syst. Sci., 7: 741–754, https://doi.org/10.5194/nhess-7-741
Darman, H. dan Sidi, F.H., 2000, An Outline of The Geology of Indonesia, Ikatan Ahli Geologi Indonesia.
Difatul Azizah, L., Nur Said, R., & Ardiansyah, R. (2022). Permanfaatan Dan Pemberdayaan Masyarakat Dalam Bidang Pendidikan Terkait Menata Ruang Kelas Untuk Menciptakan Pola Hidup Sehat. Seminar Nasional Pengabdian Masyarakat 2022 Universitas Muhammadiyah Jakarta.
Disantara, F. P. (2020). The Validity of Rectors Circular Letter on the Covid-19 Pandemic. Unifikasi : Jurnal Ilmu Hukum, 7(1), 126–136. https://doi.org/10.25134/unifikasi.v7i1.2765
Djauhari, N. (2009). Pengantar Geologi. Program studi teknik geologi fakultas teknik: universitas pakuan. Bogor.
Dolan, A.H., dan Walker, I.J., 2004. “Understanding vulnerability of coastal communities to climate change related risks”. Journal of Coastal Research. Vol 39
El Behairy, R. A., Arwash, H. M. El, El Baroudy, A. A., Ibrahim, M. M., Mohamed, E. S., Rebouh, N. Y., & Shokr, M. S. (2023). Artificial Intelligence Integrated GIS for Land Suitability Assessment of Wheat Crop Growth in Arid Zones to Sustain Food Security. Agronomy, 13(5), 1281. https://doi.org/10.3390/agronomy13051281
Ellis, P., & Roberts, M. (2016). Leveraging Urbanization In South Asia: Managing Spatial Transformation For Prosperity And Livability. Https://Hdl.Handle.Net/10986/22549
Engle, Nathan. 2011. “Adaptive Capacity and Its Assessment”. Global Environtmental Change. Vol 21 pp 647-656.
Epidemiology, C. for R. on the, & (CRED), of D. (2018). Natural disasters 2018. In Emergency Events Database. https://www.emdat.be/
ESDM [Kementrian Ekonomi dan Sumber Daya Manusia]. (2023). Potensi Energi Baru Terbarukan (EBT) Indonesia. https://www.esdm.go.id/id/media-center/arsip-berita/potensi-energi-baru-terbarukan-ebt-indonesia
Fahriyani, S., Harmaningsih, D., & Yunarti, S. (2020). Penggunaan media sosial Twitter untuk mitigasi bencana di Indonesia. IKRA-ITH Humaniora: Jurnal Sosial Dan Humaniora, 4(2), 56–65.
Falasconi, A., Petrone, C. M., Sulpizio, R., & Cioni, R. (2025). Long-term precursors to large explosive eruptions of Vesuvius: evidence from the opening phase of the Avellino Plinian eruption. Bulletin of Volcanology, 87(3), 22. https://doi.org/10.1007/s00445-025-01808-1
Faruque, Md. J., Vekerdy, Z., Hasan, Md. Y., Islam, K. Z., Young, B., Ahmed, M. T., Monir, M. U., Shovon, S. M., Kakon, J. F., & Kundu, P. (2022). Monitoring of land use and land cover changes by using remote sensing and GIS techniques at human-induced mangrove forests areas in Bangladesh. Remote Sensing Applications: Society and Environment, 25, 100699. https://doi.org/10.1016/j.rsase.2022.100699
Fepuleai, A., Weber, E., Németh, K., Muliaina, T., & Iese, V. (2017). Eruption Styles of Samoan Volcanoes Represented in Tattooing, Language and Cultural Activities of the Indigenous People. Geoheritage, 9(3), 395–411. https://doi.org/10.1007/s12371-016-0204-1
Feurer, M., & Hutter, F. (2019). Hyperparameter Optimization (pp. 3–33). https://doi.org/10.1007/978-3-030-05318-5_1
Firstov, P. P., Akbashev, R. R., Zharinov, N. A., Maksimov, A. P., Manevich, T. M., & Mel’nikov, D. V. (2019). Electrification of Eruptive Plumes Discharged by Shiveluch Volcano in Relation to the Character of the Responsible Explosion. Journal of Volcanology and Seismology, 13(3), 172–184. https://doi.org/10.1134/S0742046319030035
Fossen, H. (2016). Structural Geology, Second Edition, Cambridge University Press.
Friedmann, J. (1987). Planning In The Public Domain. Princeton University Press.
Fuady, M., Munadi, R., & Fuady, M. A. K. (2021). Disaster mitigation in Indonesia: between plans and reality. IOP Conference Series: Materials Science and Engineering, 1087(1), 012011. https://doi.org/10.1088/1757-899X/1087/1/012011
Gao, Y. (2020). Machine learning-based early warning system enables accurate mortality risk prediction for COVID-19. Nature Communications, 11(1). https://doi.org/10.1038/s41467-020-18684-2.
Gardner, M. F., Troll, V. R., Gamble, J. A., Gertisser, R., Hart, G. L., Ellam, R. M., Harris, C., & Wolff, J. A. (2013). Crustal Differentiation Processes at Krakatau Volcano, Indonesia. Journal of Petrology, 54(1), 149–182. https://doi.org/10.1093/petrology/egs066
Geller, R. J. (1997). Earthquake prediction: a critical review. Geophysical Journal International, 131(3), 425–450. https://doi.org/10.1111/j.1365-246X.1997.tb06588.x
Gertisser, R., & Self, S. (2015). The great 1815 eruption of Tambora and future risks from large‐scale volcanism. Geology Today, 31(4), 132–136. https://doi.org/10.1111/gto.12099
Ginting, F. I., Gusnidar, Nelson, M., Rudiyanto, Minasny, B., & Fiantis, D. (2021). Changes in Anak Krakatau landscape after December 2018 eruption. IOP Conference Series: Earth and Environmental Science, 708(1), 012088. https://doi.org/10.1088/1755-1315/708/1/012088
Gjerløw, E., Höskuldsson, A., & Pedersen, R.-B. (2015). The 1732 Surtseyan eruption of Eggøya, Jan Mayen, North Atlantic: deposits, distribution, chemistry and chronology. Bulletin of Volcanology, 77(2), 14. https://doi.org/10.1007/s00445-014-0895-6
Goepfert, K., & Gardner, J. E. (2010). Influence of pre-eruptive storage conditions and volatile contents on explosive Plinian style eruptions of basic magma. Bulletin of Volcanology, 72(5), 511–521. https://doi.org/10.1007/s00445-010-0343-1
Gomez, B., & Kadri, U. (2021). Earthquake source characterization by machine learning algorithms applied to acoustic signals. Scientific Reports, 11(1), 23062. https://doi.org/10.1038/s41598-021-02483-w
Gouda, M., & Yang, Y. (2023). Investigating the impact of a community disaster awareness training on subjective disaster preparedness: the case of Myanmar’s Ayeyarwaddy region. Disasters,
Grilli, S. T., Zhang, C., Kirby, J. T., Grilli, A. R., Tappin, D. R., Watt, S. F. L., Hunt, J. E., Novellino, A., Engwell, S., Nurshal, M. E. M., Abdurrachman, M., Cassidy, M., Madden-Nadeau, A. L., & Day, S. (2021). Modeling of the Dec. 22nd 2018 Anak Krakatau volcano lateral collapse and tsunami based on recent field surveys: Comparison with observed tsunami impact. Marine Geology, 440, 106566. https://doi.org/10.1016/j.margeo.2021.106566
Gupta. 2010. “The Adaptive Capacity Wheel: a mothod to assess the inherent characteristics of institutions to enable the adaptive capacity of society”. Environtmental Science. Vol 13 pp 459-471.
Hall, R. (2002) Cenozoic Geological and Plate Tectonic Evolution of SE Asia and the SW Pacific: Computer-Based Reconstructions, Model, and Animations, Journal of Asian Earth Sciences, hal. 353-434.
Hamilton, W. (1979). Tectonic of The Indonesia Regions. US Geological Survey Professional Paper no.178, pp. 18-42.
Haney, T. J. (2019). Move out or dig in? Risk awareness and mobility plans in disaster-affected communities. Journal of Contingencies and Crisis Management, 27(3), 224–236. https://doi.org/10.1111/1468-5973.12253.
Harahap, H. S. (2024). Penggunaan media sosial untuk penyebarluasan informasi peringatan dini banjir ke masyarakat (Studi Kasus: BPBD Provinsi DKI Jakarta). Jurnal Syntax Admiration, 5(11). https://doi.org/10.46799/jsa.v5i11.1565.
Harirchian, E., Lahmer, T., & Rasulzade, S. (2020). Earthquake Hazard Safety Assessment of Existing Buildings Using Optimized Multi-Layer Perceptron Neural Network. Energies, 13(8), 2060. https://doi.org/10.3390/en13082060
Hasdin, Jasman, Husen, O. O., Maladeni, E. S., Taufik, & Evadelvia, V. (2024). Kajian Risiko Bencana (KRB) Kabupaten Konawe Utara Tahun 2024-2028.
Hasnda, N. A., Kurnia, R. R., Noor, M.L.A,. (2023). Pemulihan Roda Ekonomi Masyarakat Terdampak Gempa Bumi Cianjur Di Desa Benjot. Jurnal Pengabdian West Science Vol. 02, No. 06, Juni, , pp. 490 – 498.
Heintze, H.-J., Lotte Kirch, B. E., Küppers, B., Mann, H., Mischo, F., Mucke, K. P., Pazdzierny, T., Prütz, R., Radtke, K., Strube, F., Weller, D., & In. (2018). The WorldRiskReport 2018. In WorldRiskReport 2018: Child Protection & Children’s Rights.
Helmi, A., & Muthohharoh, N. H. (2024). Sistem peringatan dini berbasis masyarakat di daerah rawan bencana: Studi di tiga desa di Provinsi Nusa Tenggara Timur, Indonesia. SOSIO KONSEPSIA: Jurnal Penelitian dan Pengembangan Kesejahteraan Sosial, 14(1), 48–64. https://doi.org/10.33007/ska.v14i1.3302.
Herlianto, M. (2012). Pedoman sistem peringatan dini berbasis masyarakat. Badan Nasional Penanggulangan Bencana. Diakses dari https://bpbd.wonogirikab.go.id/wp-content/uploads/2023/04/Pedoman_EWS_Masyarakat.pdf. Diakses pada 22 Maret 2025 pukul 20.56 WITA.
Hermon, D., Ganefri, Putra, A., & Oktorie, O. (2019). Characteristics of melanic epipedon based on biosequence in the physiography of Marapi - Singgalang, West Sumatra. IOP Conference Series: Earth and Environmental Science, 314(1), 012010. https://doi.org/10.1088/1755-1315/314/1/012010
Hess, P., & Boers, N. (2022). Deep Learning for Improving Numerical Weather Prediction of Heavy Rainfall. Journal of Advances in Modeling Earth Systems, 14(3). https://doi.org/10.1029/2021MS002765
Hidayati, D. (2006). K AJIAN K ESIAPSIAGAAN MASYARAKAT DALAM MENGANTISIPASI BENCANA GEMPA BUMI & TSUNAMI.
Horváth, T., Mantovani, R. G., & de Carvalho, A. C. P. L. F. (2023). Hyper-parameter initialization of classification algorithms using dynamic time warping: A perspective on PCA meta-features. Applied Soft Computing, 134, 109969. https://doi.org/10.1016/j.asoc.2022.109969
https://doi.org/10.1016/j.pdisas.2023.100308.
Huang, R., Pedoeem, J., & Chen, C. (2018). YOLO-LITE: A Real-Time Object Detection Algorithm Optimized for Non-GPU Computers. Proceedings - 2018 IEEE International Conference on Big Data, Big Data 2018, 2503–2510. https://doi.org/10.1109/BigData.2018.8621865
Husen, O. O., Mukaddas, J., & Handa, M. I. (2024). Evaluasi Kinerja Tempat Pembuangan Sampah Sementara Kota Unaaha: Studi Kasus Pada Infrastruktur, Kesesuaian Lahan, Dan Dampak Lingkungan. Sang Pencerah: Jurnal Ilmiah Universitas Muhammadiyah Buton, 10(1), 278–287.
Husen, O. O., Nursanti Abdullah, Eko Rini Farastuti, Anne Rumondang, Mhd Aidil Huda J, Syamsidar Gaffar, Katarina Hesty Rombe, Dwi Rosalina, Dudi Lesmana, Yudi Wahyudin, Tika Nisari, Ranno Marlany Rachman, Nidya Kartini, & Henky Irawan. (2024). POTENSI DAN PENGELOLAAN SUMBER DAYA KELAUTAN INDONESIA. PT. Kamiya Jaya Aquatic. Https://Www.Researchgate.Net/Publication/380149032
IDEP. (2007). A resource book for permaculture solutions for sustainable lifestyles. 1–322. www.idepfoundation.org
Imelda, A., Farihin, M. Z., Sholihah, N. C., & Sari, D. P. (2024). Dinamika pergerakan lempeng tektonik menggunakan analisis literatur tentang teori dan dampaknya. BIOCHEPHY: Journal of Science Education, 4(1), 75–80. https://doi.org/10.52562/biochephy.v4i1.1088.
Insom, P., Chunxiang Cao, Boonsrimuang, P., Di Liu, Saokarn, A., Yomwan, P., & Yunfei Xu. (2015). A Support Vector Machine-Based Particle Filter Method for Improved Flooding Classification. IEEE Geoscience and Remote Sensing Letters, 12(9), 1943–1947. https://doi.org/10.1109/LGRS.2015.2439575
IPCC. (2023). "Climate Change 2023: The Physical Science Basis." Intergovernmental Panel on Climate Change.
IPCC. (2023). Climate Change 2023: Synthesis Report. Contribution Of Working Groups I, II And III To The Sixth Assessment Report Of The Intergovernmental Panel On Climate Change [Core Writing Team, H. Lee And J. Romero (Eds.)]. (P. Arias, M. Bustamante, I. Elgizouli, G. Flato, M. Howden, C. Méndez-Vallejo, J. J. Pereira, R. Pichs-Madruga, S. K. Rose, Y. Saheb, R. Sánchez Rodríguez, D. Ürge-Vorsatz, C. Xiao, N. Yassaa, J. Romero, J. Kim, E. F. Haites, Y. Jung, R. Stavins, … C. Péan, Eds.). Https://Doi.Org/10.59327/IPCC/AR6-9789291691647
Irawan, A., & Satori, D. (2013). Pengaruh Regulasi, Pembiayaan Dan Partisipasi Masyarakat Terhadap Efektivitas Manajemen Sarana Prasarana Sekolah, Dan Dampaknya Terhadap Efektivitas Pembelajaran Pada Sekolah Menengah Pertama Se Kota Sukabumi. Jurnal Administrasi Pendidikan Indonesia, 17(1), 27–39. https://doi.org/10.17509/jap.v17i1.6430
Ishiwatari, M. (2012). Tsunami and earthquake warning systems: Knowledge note 2-5, Cluster 2: Nonstructural measures. World Bank. Diakses dari https://alnap.org/help-library/resources/tsunami-and-earthquake-warning-systems-knowledge-note-2-5-cluster-2-nonstructural/. Diakses pada 23 Maret 2025 pukul 17.15 WITA.
IUCN. (2017). International Union For Conservation Of Nature Contents.
Jamroni, R. (2024). Peringatan dini (early warning system) dalam mengurangi risiko bencana: Tinjauan konsep, implementasi, dan contoh kasus di berbagai negara. Balai Besar Meteorologi, Klimatologi, dan Geofisika Wilayah IV Makassar. Diakses dari https://www.bmkg.go.id/artikel/sistem-peringatan-dini-early-warning-system-dalam-mengurangi-risiko-bencana-tinjauan-konsep-implementasi-dan-contoh-kasus-di-berbagai-negara. Diakses pada 22 Maret 2025 pukul 14.28 WITA.
Janga, B., Asamani, G., Sun, Z., & Cristea, N. (2023). A Review of Practical AI for Remote Sensing in Earth Sciences. Remote Sensing, 15(16), 4112. https://doi.org/10.3390/rs15164112
Jellinek, A. M., & Bercovici, D. (2011). Seismic tremors and magma wagging during explosive volcanism. Nature, 470(7335), 522–525. https://doi.org/10.1038/nature09828
Jiao, P., & Alavi, A. H. (2020). Artificial intelligence in seismology: Advent, performance and future trends. Geoscience Frontiers, 11(3), 739–744. https://doi.org/10.1016/j.gsf.2019.10.004
Joshi, D., Takeuchi, W., Kumar, N., & Avtar, R. (2024). Multi-hazard risk assessment of rail infrastructure in India under local vulnerabilities towards adaptive pathways for disaster resilient infrastructure planning. Progress in Disaster Science, 21, 100308.
Jufriansah, A., Anggraini, A., Zulfakriza, Z., Khusnani, A., & Pramudya, Y. (2023). Forecast earthquake precursor in the Flores Sea. Indonesian Journal of Electrical Engineering and Computer Science, 32(3), 1825. https://doi.org/10.11591/ijeecs.v32.i3.pp1825-1836
Jufriansah, A., Khusnani, A., Pramudya, Y., & Afriyanto, M. (2023). Estimation of Flores Sea Aftershock Rupture Data Based on AI. Indones. Rev. Phys, 6(1), 46–56. https://doi.org/10.12928/irip.v6i1.6705
Jufriansah, A., Khusnani, A., Pramudya, Y., Sya’bania, N., Leto, K. T., Hikmatiar, H., & Saputra, S. (2023). AI Big Data System to Predict Air Quality for Environmental Toxicology Monitoring. Journal of Novel Engineering Science and Technology, 2(01), 21–25. https://doi.org/10.56741/jnest.v2i01.314
Jufriansah, A., Khusnani, A., Saputra, S., & Suwandi Wahab, D. (2023). Forecasting the Magnitude Category Based on The Flores Sea Earthquake. Jurnal RESTI (Rekayasa Sistem Dan Teknologi Informasi), 7(6), 1439–1447. https://doi.org/10.29207/resti.v7i6.5495
Jufriansah, A., Pramudya, Y., Khusnani, A., & Saputra, S. (2021). Analysis of Earthquake Activity in Indonesia by Clustering Method. Journal of Physics: Theories and Applications, 5(2), 92. https://doi.org/10.20961/jphystheor-appl.v5i2.59133
Kafle, S. K. (2017). Disaster early warning systems in Nepal: Institutional and operational frameworks. Journal of Geography & Natural Disasters, 7(2), 2167–2587. https://doi.org/10.4172/2167-0587.1000196.
Kalaycı, T. A., & Asan, U. (2022). Improving Classification Performance of Fully Connected Layers by Fuzzy Clustering in Transformed Feature Space. Symmetry, 14(4), 658. https://doi.org/10.3390/sym14040658
Kanji, N., & Greenwood, L. (2001). Participatory approaches to research and development in IIED: Learning from experience. London: International Institute for Environment and Development (IIED).
Kattenborn, T., Leitloff, J., Schiefer, F., & Hinz, S. (2021). Review on Convolutional Neural Networks (CNN) in vegetation remote sensing. ISPRS Journal of Photogrammetry and Remote Sensing, 173, 24–49. https://doi.org/10.1016/j.isprsjprs.2020.12.010
Kementerian Komunikasi dan Informatika. (2021). SMS blast: Solusi cepat informasi bencana. Kominfo Digital. Diakses dari https://www.komdigi.go.id/berita/artikel/detail/sms-blast-solusi-cepat-informasi-bencana. Diakses pada 6 April 2025 pukul 09.03 WITA.
Kenny, A., Ray, T., Limmer, S., Singh, H. K., Rodemann, T., & Olhofer, M. (2023). Hybridizing TPOT with Bayesian Optimization. Proceedings of the Genetic and Evolutionary Computation Conference, 502–510. https://doi.org/10.1145/3583131.3590364
Khusnani, A., Jufriansah, A., & Afriyanto, M. (2022). Utilization of Seismic Data as a Tsunami Vulnerability Review. Indonesian Review of Physics, 5(2), 66–72. https://doi.org/https://doi.org/10.12928/irip.v5i2.6706
Khusnani, A., Jufriansah, A., & Saputra, S. (2022). Algoritma YOLO sebagai deteksi korban akibat kerusakan geohazard menggunakan citra (computer vision). Berkala Fisika Indonesia : Jurnal Ilmiah Fisika, Pembelajaran Dan Aplikasinya, 13(1), 14–21. https://doi.org/10.12928/bfi-jifpa.v13i1.23191
Khusnani, A., Jufriansah, A., Pramudya, Y., Wahab, D. S., Alip, I., Samana, F. R. A., Sina, T. A., Servia, & Deti, M. (2025). Elevation Dynamics and Thermal Variations During the Eruption Phases of Mount Lewotobi Laki-laki. Bincang Sains Dan Teknologi, 4(01), 26–37. https://doi.org/10.56741/bst.v4i01.873
Knight, L. (Ed.). (2009). World Disasters Report 2009: Focus on Early Warning, Early Action. International Federation of Red Cross and Red Crescent Societies.
Kong, F. (2024). Rising to the Climate Challenge: Better Understanding the Rural Rainstorm Flooding Disaster Risk Management Using Practical Insights from China. Natural Hazards Review, 25(2), 2024. https://doi.org/10.1061/nhrefo.nheng-1877.
Kumalasari, N. R. (2014). Kapasitas Adaptasi terhadap Kerentanan dan Bencana Perubahan Iklim di Tambak Lorok Kelurahan Tanjung Mas Semarang. Jurnal Pembangunan Wilayah Dan Kota, 10(4), 476–487.
Kumar, A., Singh, J. P., Rana, N. P., & Dwivedi, Y. K. (2022). Multi-Channel Convolutional Neural Network for the Identification of Eyewitness Tweets of Disaster. Information Systems Frontiers. https://doi.org/10.1007/s10796-022-10309-x
Kurniasih, A., Marin, J., & Setyawan, R. (2020). Belajar dari Simeulue: Memahami sistem peringatan dini tsunami di Indonesia. Jurnal Geosains dan Teknologi, 3(1).
Kurnio, H., Naibaho, T., & Purwanto, C. (2019). Review of Submarine Landslides in the Eastern Indonesia Region. Bulletin of the Marine Geology, 34(2), 63–76. https://doi.org/10.32693/bomg.34.2.2019.618
Le Breton, M., Bontemps, N., Guillemot, A., Baillet, L., & Larose, É. (2021). Landslide monitoring using seismic ambient noise correlation: challenges and applications. Earth-Science Reviews, 216, 103518. https://doi.org/10.1016/j.earscirev.2021.103518
Leduc, L., Gurioli, L., Harris, A., Colò, L., & Rose-Koga, E. F. (2015). Types and mechanisms of strombolian explosions: characterization of a gas-dominated explosion at Stromboli. Bulletin of Volcanology, 77(1), 8. https://doi.org/10.1007/s00445-014-0888-5
Lefebvre, H. (1967). Le Droit À La Ville. L Homme Et La Société, 6(1), 29–35. Https://Doi.Org/10.3406/Homso.1967.1063
Li, S., Bai, Y., Zhang, T., & Wang, H. (2022). Evaluating Hyper-Parameter Optimization On Remote Sensing Object Detection. 2022 2nd International Conference on Algorithms, High Performance Computing and Artificial Intelligence (AHPCAI), 1–7. https://doi.org/10.1109/AHPCAI57455.2022.10087803
Lipovac, I., & Babac, M. B. (2024). Developing a data pipeline solution for big data processing. International Journal of Data Mining, Modelling and Management, 16(1), 1–22. https://doi.org/10.1504/IJDMMM.2024.136221
Liu, P.L.F., Wang, X., Salisbury, A.J. (2009). Tsunami Hazard and Early Warning System in South China Sea. Journall of Asian Earth Sciences. 3(1) : 2-12. https://doi.org/10.1016/j.jseaes.2008.12.010
Lulli, A., Oneto, L., & Anguita, D. (2019). Mining Big Data with Random Forests. Cognitive Computation, 11(2), 294–316. https://doi.org/10.1007/s12559-018-9615-4
Luo, G. (2016). A review of automatic selection methods for machine learning algorithms and hyper-parameter values. Network Modeling Analysis in Health Informatics and Bioinformatics, 5(1), 18. https://doi.org/10.1007/s13721-016-0125-6
Maolani, R., Dalimunthe, A. S., Indra, I. M., Lie, A. A., Suhartono, S., Robidi, R., & Safitri, G. (2023). Implementasi Program Keuangan Berkelanjutan dalam Upaya Mitigasi Risiko Bencana Dampak Tsunami Melalui Perluasan Hutan Mangrove. EJOIN: Jurnal Pengabdian Masyarakat, 1(8), 847-852.
Marfai, MA, L King. 2008. “Potential Vulnerability Implications if Coastal Inundation due sea Level Rise for The Coastal Zone of Semarang City” .Environtmental Geology 54 : 1235- 1245
Marfuah, M., Cempaka, S., Risdan Ardiansyah, A., Rahmawati, L., Yunia Rediana, M., & Koswara, R. (2021). Government Policy regarding Disaster Management in Indonesia. Jurnal Studi Ilmu Sosial Dan Politik, 1(1), 35–45. https://doi.org/10.35912/jasispol.v1i1.184
Martinet, M. E. (2019). The disaster after the disaster: The quicksand of post-disaster recovery funding. Journal of Business Continuity and Emergency Planning, 12(4), 331–341.
Masruroh, N., Iqbal Fardian, Novi Febriyanti, Mohammad Dliyaul Muflihin, & Syarah Siti Supriyant. (2022). EKONOMI SIRKULAR DAN PEMBANGUNAN BERKELANJUTAN (N. Hasbi & M. Zidny, Eds.). Jejak Pustaka.
Maulana, E., Wulan, T. R., Wahyuningsih, D. S., Mahendra, W. W. Y., & Siswanti, E. (2016). Strategi pengurangan risiko abrasi di pesisir Kabupaten Rembang, Jawa Tengah. In Prosiding Seminar Nasional Geografi UMS (pp. 389-98).
McLennan, J., Marques, M. D., & Every, D. (2020). Conceptualising and measuring psychological preparedness for disaster: The Psychological Preparedness for Disaster Threat Scale. Natural Hazards, 101(1), 297–307. https://doi.org/10.1007/s11069-020-03866-4
Mehrabi, P., Honarbari, S., Rafiei, S., Jahandari, S., & Alizadeh Bidgoli, M. (2021). Seismic response prediction of FRC rectangular columns using intelligent fuzzy-based hybrid metaheuristic techniques. Journal of Ambient Intelligence and Humanized Computing, 12(11), 10105–10123. https://doi.org/10.1007/s12652-020-02776-4
Morrissey, S. a, & Reser, J. P. (2003). Evaluating the effectiveness of psychological preparedness advice in community cyclone preparedness materials. The Australian Journal of Emergency Management, 18(2), 46–61.
Moune, S., Moretti, R., Burtin, A., Jessop, D. E., Didier, T., Robert, V., Bonifacie, M., Tamburello, G., Komorowski, J.-Christophe., Allard, P., & Buscetti, M. (2022). Gas Monitoring of Volcanic-Hydrothermal Plumes in a Tropical Environment: The Case of La Soufrière de Guadeloupe Unrest Volcano (Lesser Antilles). Frontiers in Earth Science, 10. https://doi.org/10.3389/feart.2022.795760
Munadi, S. (2002). Pengolahan Data Seismik Prinsip Dasar dan Metodologi, Universitas Indonesia, Depok.
Napirah, M. R., Vidyanto, & Asmawati. (2023). Analisis kesiapsiagaan bencana pada petugas Badan Penanggulangan Bencana Daerah (BPBD) Kota Palu. Miracle Journal of Public Health (MJPH), 6(2). https://doi.org/10.36566/mjph/Vol6.Iss2/336.
NASA. (2023). "Global Temperature Analysis." Goddard Institute for Space Studies.
Nasdian, F. T. (2015). Pengembangan Masyarakat (2 ed.). Yayasan Pustaka Obor Indonesia.
Newhall, C. G., Bronto, S., Alloway, B., Banks, N. G., Bahar, I., del Marmol, M. A., Hadisantono, R. D., Holcomb, R. T., McGeehin, J., Miksic, J. N., Rubin, M., Sayudi, S. D., Sukhyar, R., Andreastuti, S., Tilling, R. I., Torley, R., Trimble, D., & Wirakusumah, A. D. (2000). 10,000Years of explosive eruptions of Merapi Volcano, Central Java: archaeological and modern implications. Journal of Volcanology and Geothermal Research, 100(1–4), 9–50. https://doi.org/10.1016/S0377-0273(00)00132-3
Newhall, C., Self, S., & Robock, A. (2018). Anticipating future Volcanic Explosivity Index (VEI) 7 eruptions and their chilling impacts. Geosphere, 14(2), 572–603. https://doi.org/10.1130/GES01513.1
Nishimura, T., Kozono, T., Matsumoto, A., Nakagawa, M., & Iguchi, M. (2024). Vulcanian eruptions at Sakurajima Volcano: geophysical data, numerical modelling, and petrological evidence. Bulletin of Volcanology, 86(4), 27. https://doi.org/10.1007/s00445-024-01722-y
Nofiyanti, E., & Haryanto, E. M. O. N. (2021). Analisis Sentimen terhadap Penanggulangan Bencana di Indonesia. Jurnal Ilmiah Sinus, 19(2), 17–26. https://doi.org/10.30646/sinus.v19i2.563
Novianta, M. A. (2013). Alat deteksi dini bahaya banjir dengan penyampaian informasi tinggi muka air menggunakan data logger berbasis GSM gateway. Prosiding Seminar Nasional Sains dan Teknologi Terapan.
Nugroho, S. P., & Sulistyorini, D. (2018). Komunikasi bencana: membedah relasi BNPB dengan media. Pusat Data, Informasi Dan Hubungan Masyarakat, Badan Nasional Penanggulangan Bencana. Diakses dari https://bnpb.go.id/buku/komunikasi-bencana-membedah-relasi-bnpb-dengan-media. Di akses pada Diakses pada 23 Maret 2025 pukul 12.03 WITA
Nukala, S. D., Mishra, V. K., & Nookala, G. K. M. (2021). Modeling Earthquake Damage Grade Level Prediction Using Machine Learning and Deep Learning Techniques (pp. 421–433). https://doi.org/10.1007/978-981-15-5619-7_30
Nurjanah, (2012). Manajemen Bencana. Alfabeta: Bandung
OECD. (2018). Education At A Glance 2018. OECD Publishing.
Oktari, R. S., Shiwaku, K., Munadi, K., Syamsidik, & Shaw, R. (2018). Enhancing community resilience towards disaster: The contributing factors of school-community collaborative network in the tsunami affected area in Aceh. International Journal of Disaster Risk Reduction, 29, 3–12. https://doi.org/10.1016/j.ijdrr.2017.07.009.
Parrott, E., Lomeli-Rodriguez, M., Pacheco, E. M., Rahman, A., Direzkia, Y., & Joffe, H. (2023). Adolescent girls’ representations of the role of schools and teachers post-disaster: “second parents, second homes.” International Journal of Adolescence and Youth, 28(1). https://doi.org/10.1080/02673843.2023.2242450
Peraturan Pemerintah No. 21/2021 tentang Penyelenggaraan Penataan Ruang
Pertiwi, P., Gischa, L., Resmiya, L., Magdalintan, M., Havidhah, H., & Nastiti, P. (2023). Manual Psychological Preparedness of At-Risk Indonesian Communities to Disaster (PREPARED) Tool Versi 2.0.
Pfister, C., & White, S. (2018). A Year Without a Summer, 1816. In The Palgrave Handbook of Climate History (pp. 551–561). Palgrave Macmillan UK. https://doi.org/10.1057/978-1-137-43020-5_35
Prasetyo, B. (2019). Kearifan Lokal Sebagai Basis Mitigasi Bencana. Peran Matematika, Sains, dan Teknologi dalam Kebencanaan, 111-129.
Pretty, J. N. (1995). Participatory learning for sustainable agriculture. World Development, 23(8), 1247–1263. https://doi.org/10.1016/0305-750X(95)00046-F.
Pristiandaru, D. L. (2024). Perubahan Iklim Bikin Para Pengungsi di Seluruh Dunia Semakin Menderita. https://lestari.kompas.com/read/2024/07/19/200000586/perubahan-iklim-bikin-para-pengungsi-di-seluruh-dunia-semakin-menderita.
Puatin, S., Izzati, M., Ilmu Lingkungan Program Pascasarjana, M., Diponegoro, U., & Biologi Fakultas Sains dan Matematika, J. (2014). Strategi Konservasi Sumberdaya Air di Desa Regunung, Kecamatan Tengaran, Kabupaten Semarang (The Strategy of Water Resources Conservation in Regunung Village, Tengaran Subdistrict, Semarang District) (Vol. 11, Issue 2).
Purnomo, Hadi dan Ronny Sugiantoro. (2019). Manajemen Bencana. Yogyakarta: Medpress Digital.
Puspitarini, D., & Nuraeni, R. (2019). Pemanfaatan Media Sosial Sebagai Media Promosi. Jurnal Common, 3(1), 71-80. https://doi.org/10.34010/common.v3i1.1950.
Putra, M. A. (2023). Efek Psikologis dari Perubahan Iklim dan Bencana Alam. literacy notes, 1(2).
Qi, W., Xu, C., & Xu, X. (2021). AutoGluon: A revolutionary framework for landslide hazard analysis. Natural Hazards Research, 1(3), 103–108. https://doi.org/10.1016/j.nhres.2021.07.002
Rahmat, H. K., & Alawiyah, D. (2020). Konseling traumatik: Sebuah strategi guna mereduksi dampak psikologis korban bencana alam. Jurnal Mimbar: Media Intelektual Muslim dan Bimbingan Rohani, 6(1), 34-44.
Rasidi , H., Mulyanda, D., Karimuna, S. R., Hamka, M. S., Sumarlin, Ningtyas, R., . . . Kasmi, M. (2023). Standar Kebutuhan Air. In D. Mulyanda, Air Bersih Gratis (S. 13-27). Bandung: Widina Media Utama.
Republik Indonesia. (2007). Undang-undang (UU) No. 24 Tahun 2007 tentang Penanggulangan Bencana. https://doi.org/10.1080/00102208008946937
Ronan, K. R., & Johnston, D. M. (1999). Behaviourally-based interventions for children following volcanic eruptions: An evaluation of effectiveness. Disaster Prevention and Management: An International Journal, 8(3), 169–176. https://doi.org/10.1108/09653569910275364
Ronan, K. R., Crellin, K., & Johnston, D. M. (2012). Community readiness for a new tsunami warning system: Quasi-experimental and benchmarking evaluation of a school education component. Natural Hazards, 61(3), 1411–1425. https://doi.org/10.1007/s11069-011-0070-8
Rosyadie, A. (2013). Banjir: Fakta dan dampak, serta pengaruh dari penggunaan guna lahan. Jurnal Perencanaan Wilayah dan Kota, 24(3), 241-249. https://doi.org/10.5614/jpwk.2013.24.3.1.
Roudini, J., Khankeh, H. R., & Witruk, E. (2017). Disaster mental health preparedness in the community : A systematic review study. https://doi.org/10.1177/2055102917711307
Rowe, M. C., Carey, R. J., White, J. D. L., Kilgour, G., Hughes, E., Ellis, B., Rosseel, J. B., & Segovia, A. (2021). Tarawera 1886: an integrated review of volcanological and geochemical characteristics of a complex basaltic eruption. New Zealand Journal of Geology and Geophysics, 64(2–3), 296–319. https://doi.org/10.1080/00288306.2021.1914118
Rusmaniah, Arisanty, D., Abbas, E. W., & Angriani, P. (2025). Kearifan Lokal Masyarakat Dalam Mitigasi Bencana Banjir di Kecamatan Sungai Tabuk. Anterior Journal, 1-9.
Saeed, F., Paul, A., Karthigaikumar, P., & Nayyar, A. (2020). Convolutional neural network based early fire detection. Multimedia Tools and Applications, 79(13–14), 9083–9099. https://doi.org/10.1007/s11042-019-07785-w
Salzer, J. T., Milillo, P., Varley, N., Perissin, D., Pantaleo, M., & Walter, T. R. (2017). Evaluating links between deformation, topography and surface temperature at volcanic domes: Results from a multi-sensor study at Volcán de Colima, Mexico. Earth and Planetary Science Letters, 479, 354–365. https://doi.org/10.1016/j.epsl.2017.09.027
Santoso, I., Oktora, S. I., Muchlisoh, S., & Pasaribu, E. (2023). Social network analysis untuk identifikasi pengguna twitter berpengaruh pada topik bencana gempa dan tsunami di Indonesia. Jurnal Edukasi Dan Pengabdian Informatika (JEPIN), 9(1), 115. https://doi.org/10.26418/jp.v9i1.62211.
Sari, M. K., Saepudin, E. A., Lestari, N. C., Malindo, M., & Agas. (2025). Peran teknologi dalam sistem peringatan dini bencana alam. The Journal of MISTER (Jurnal Penelitian Multidisiplin dalam Ilmu Pengetahuan, Teknologi dan Pendidikan), 2(1b), 1647-1555. https://doi.org/10.32672/mister.v2i1.2716.
Sari, M. M., Kusumasari, B., & Hadi, M. P. (2021). Media sosial (Twitter) untuk komunikasi tanggap darurat erupsi Gunungapi Agung 2017. Jurnal Ilmu Komunikasi, 18(2), 201–218. https://doi.org/10.24002/jik.v18i2.2396.
Sari, M. W., Ciptadi, P. W., & Hardyanto, R. H. (2017). Study of Smart Campus Development Using Internet of Things Technology. IOP Conference Series: Materials Science and Engineering, 190(1), 012032. https://doi.org/10.1088/1757-899X/190/1/012032.
Sassa, K., Picarelli, L., & Yueping, Y. (2009). Monitoring, prediction and early warning. Dalam K. Sassa & P. Canuti (Eds.), Landslides – Disaster Risk Reduction (hlm. 351–375). Springer. https://doi.org/10.1007/978-3-540-69970-5_20.
Self, S. (2015). Explosive Super-Eruptions and Potential Global Impacts. In Volcanic Hazards, Risks and Disasters (pp. 399–418). Elsevier. https://doi.org/10.1016/B978-0-12-396453-3.00016-2
Sellers, D., Crilly, J., & Ranse, J. (2022). Disaster preparedness: A concept analysis and its application to the intensive care unit. Australian Critical Care, 35(2), 204–209. https://doi.org/10.1016/j.aucc.2021.04.005
Septiana, T. (2022). Pemanfaatan SIG untuk mengurangi risiko bencana banjir di Kota Bandar Lampung. Electrician: Jurnal Rekayasa Dan Teknologi Elektro, 16(3). https://doi.org/10.23960/elc.v16n3.2310.
Shorten, C., & Khoshgoftaar, T. M. (2019). A survey on Image Data Augmentation for Deep Learning. Journal of Big Data, 6(1), 1–48. https://doi.org/10.1186/s40537-019-0197-0
Siebert, L., & Roverato, M. (2021). A Historical Perspective on Lateral Collapse and Volcanic Debris Avalanches (pp. 11–50). https://doi.org/10.1007/978-3-030-57411-6_2
Siswanto, Ngatono, Samidi, & Saputra, F. (2022). Prototype sistem peringatan dini bencana gempa bumi dan tsunami berbasis Internet of Things. PROSISKO, 9(1). e-ISSN: 2597-9922.
Sivamayil, K., Rajasekar, E., Aljafari, B., Nikolovski, S., Vairavasundaram, S., & Vairavasundaram, I. (2023). A Systematic Study on Reinforcement Learning Based Applications. Energies, 16(3), 1512. https://doi.org/10.3390/en16031512
Smit and Wandel. 2006. “Adaptation, Adaptive Capacity and Vulnerability”. Global Environtmental Change. Vol 16, pp 282-292
Smith, K., & Petley, D. N. (2013). Environmental Hazards Assessing Risk And Reducing Disaster. Routledge.
Smith, L. N. (2018). A disciplined approach to neural network hyper-parameters: Part 1 -- learning rate, batch size, momentum, and weight decay.
Stovall, W. K., Houghton, B. F., Gonnermann, H., Fagents, S. A., & Swanson, D. A. (2011). Eruption dynamics of Hawaiian-style fountains: the case study of episode 1 of the Kīlauea Iki 1959 eruption. Bulletin of Volcanology, 73(5), 511–529. https://doi.org/10.1007/s00445-010-0426-z
Stramondo, S., Bignami, C., Chini, M., Pierdicca, N., & Tertulliani, A. (2006). Satellite radar and optical remote sensing for earthquake damage detection: results from different case studies. International Journal of Remote Sensing, 27(20), 4433–4447. https://doi.org/10.1080/01431160600675895
Sufri, S., Dwirahmadi, F., Phung, D., & Rutherford, S. (2020). Enhancing community engagement in disaster early Warning system in Aceh, Indonesia: opportunities and challenges. Natural Hazards, 103(3), 2691–2709. https://doi.org/10.1007/s11069-020-04098-2.
Sugianto, N., Nukman, M., & Suryanto, W. (2023). Characteristics of Active Volcanoes in Sumatra, Indonesia: From Perspective Seismicity, Magma Chemical Composition and Eruption History. E3S Web of Conferences, 468, 09002. https://doi.org/10.1051/e3sconf/202346809002
Suhadha, A. G., & Julzarika, A. (2020). Peran satelit penginderaan jauh dalam mitigasi bencana tsunami. Inderaja, 11(13). Lembaga Penerbangan dan Antariksa Nasional. ISSN 2087-8141.
Suhaimi, A., & Marzuki, N. (2016). The Importance of Psychological Preparedness among Flood Victims. ISSC 2016 : International Soft Science Conference.
Sumotarto, U., Yunis, Y., Hendrasto, F., Pudyastuti, K., Sammuel, E. R., Rizky, D., & Nayoan, A. G. P. (2021). Geothermal Well Targeting in Consideration To Geological Structures of Mataloko Field, Flores. IOP Conference Series: Earth and Environmental Science, 819(1), 012019. https://doi.org/10.1088/1755-1315/819/1/012019
Sun, W., Bocchini, P., & Davison, B. D. (2020). Applications of artificial intelligence for disaster management. Natural Hazards, 103(3), 2631–2689. https://doi.org/10.1007/s11069-020-04124-3
Sunarto , Notosudarmo,. (2014). Pernanan Ekosistem Mangrove alam Mengurangi dampak Pemanasan Global. Prosiding Seminar Nasional Raja Ampat. Waisai, 12-13 Agustus 2014.
Surono, Jousset, P., Pallister, J., Boichu, M., Buongiorno, M. F., Budisantoso, A., Costa, F., Andreastuti, S., Prata, F., Schneider, D., Clarisse, L., Humaida, H., Sumarti, S., Bignami, C., Griswold, J., Carn, S., Oppenheimer, C., & Lavigne, F. (2012). The 2010 explosive eruption of Java’s Merapi volcano—A ‘100-year’ event. Journal of Volcanology and Geothermal Research, 241–242, 121–135. https://doi.org/10.1016/j.jvolgeores.2012.06.018
Surtiari, G. K. (2019). Pentingnya Penanganan Pascabencana Yang Berfokus Pada Penduduk Untuk Mewujudkan Build Back Better: Pembelajaran Dari Bencana Palu, Sigi, dan Donggala. Jurnal Kependudukan Indonesia, 165-184.
Suryanta, J., & Nahib, I. (2016). KAJIAN SPASIAL EVALUASI RENCANA TATA RUANG BERBASIS KEBENCANAAN DI KABUPATEN KUDUS PROVINSI JAWA TENGAH. Majalah Ilmiah Globë, 18(1), 33–42.
Suryatni, L. (2020). Komunikasi media sosial dan nilai-nilai budaya pancasila social media communications and cultural values of pancasila. JSI (Jurnal Sistem Informasi) Universitas Suryadarma, 5(1), 117–133.
Susanti , F., Hidayah, N., Tebisi, J. M., Zahtamal, Turochman, H., Ardiansyah, D., . . . Yusrawati. (2024). Water Supply dalam Kondisi Bencana. In Khambali, Kesehatan Lingkungan Bencana dan Tanggap Darurat (S. 151-172). Semarang: Eureka Media Aksara.
Sutanta, H., Rajabifard, A., & Bishop, I. D. (2010). Integrating Spatial Planning And Disaster Risk Reduction At The Local Level In The Context Of Spatially Enabled Government. Spatially Enabling Society Research, Emerging Trends And Critical Assessment, 1, 55–68. Http://Services.Land.Vic.Gov.Au/Landchannel/Jsp/Map/Planningmapsintro.Jsp
Syamsidik, Rusydy, I., Arief, S., Munadi, K., & Melianda, E. (2017). Disaster risk reduction policies and regulations in Aceh after the 2004 Indian Ocean Tsunami. IOP Conference Series: Earth and Environmental Science, 56(1), 12022. https://doi.org/10.1088/17551315/56/1/012022.
Tang, J., Fan, B., Xu, G., Xiao, L., Tian, S., Luo, S., & Weitz, D. (2020, January 13). A New Tool for Searching Sweet Spots by Using Gradient Boosting Decision Trees and Generative Adversarial Networks. Day 3 Wed, January 15, 2020. https://doi.org/10.2523/IPTC-19941-Abstract
Tania Khoira Maharani, Sumaryoto Sumaryoto, M. M. (2021). Penerapan Konsep Mitigasi Publik Pada Pusat Edukasi Dan Penanggulangan Bencana Di Yogyakarta. Senthong : Jurnal Ilmiah Mahasiswa Arsitektur, 4(2), 629–638.
Tarisya, D. Y. (2024). FUNGSI TATA RUANG DALAM PEMBANGUNAN NASIONAL DI INDONESIA. Jurnal Ilmu Hukum, 1(2), 373–377. Https://Doi.Org/10.62017/Syariah
TechnoGIS Indonesia. (2023). Remote sensing untuk mitigasi bencana. Diakses dari https://www.technogis.co.id/manfaat-remote-sensing-untuk-mitigasi-bencana-gempa-bumi-dan-gunung-meletus/. Diakses pada 23 Maret 2025 pukul 11.03 WITA.
Thornton, I. W. B., New, T. R., Zann, R. A., & Rawlinson, P. A. (1990). Colonization of the Krakatau Islands by animals: a perspective from the 1980s. Philosophical Transactions of the Royal Society of London. B, Biological Sciences, 328(1245), 131–165. https://doi.org/10.1098/rstb.1990.0112
Tim Studi Pusat Gempa Nasional. (2018). Kajian Gempa Palu Provinsi Sulawesi Tengah 28 September 2018.
Tournigand, P.-Y., Smets, B., Laxton, K., Dille, A., France, L., Chazot, G., Ho, C., Wauthier, C., Nicholson, E. J., Kasanzu, C. H., Msechu, M., & Kervyn, M. (2023). Remote volcano monitoring using crowd-sourced imagery and Structure-from-Motion photogrammetry: A case study of Oldoinyo Lengai’s active pit crater since the 2007–08 paroxysm. Journal of Volcanology and Geothermal Research, 443, 107918. https://doi.org/10.1016/j.jvolgeores.2023.107918
Townsend, M. (2022). Linking surface deformation to thermal and mechanical magma chamber processes. Earth and Planetary Science Letters, 577, 117272. https://doi.org/10.1016/j.epsl.2021.117272
Triana, D. (2018). Mitigasi Bencana Melalui Pendekatan Kultural Dan Struktural. ReTII. Retrieved from https://journal.itny.ac.id/index.php/ReTII/article/view/723
Tuwonaung, J. B., Gosal, P. H., & Warouw, F. (2019). ANALISIS TINGKAT KERENTANAN TANAH LONGSOR DI WILAYAH PERKOTAAN TAHUNA DENGAN MENGGUNAKAN GIS. Jurnal Spasial, 6(1).
Uddin, Md. P., Mamun, Md. Al, Afjal, M. I., & Hossain, Md. A. (2021). Information-theoretic feature selection with segmentation-based folded principal component analysis (PCA) for hyperspectral image classification. International Journal of Remote Sensing, 42(1), 286–321. https://doi.org/10.1080/01431161.2020.1807650
Ummah, D. M., Soeparno, K., & Mamuasi, R. (2025). Small Island Communities and Mount Gamalama: A Mixed Methods Analysis of Knowledge and Disaster. IOP Conference Series: Earth and Environmental Science, 1479(1). https://doi.org/10.1088/1755-1315/1479/1/012034
Ummah, D. M., Soeparno, K., Pertiwi, P. P., & Mamuasi, R. (2025). Psychological Preparedness of Disaster Teacher in Small Volcanic Island : A Mixed Methods Study. https://doi.org/10.4108/eai.2-11-2024.2354560
Undang-Undang Nomor 24 Tahun 2007 tentang penanggulangan bencana
Undang-Undang Republik Indonesia Nomor 26 Tahun 2007.
UNDP. (2020). The Sustainable Development Goals Report 2020.
UNDRR & WMO. (2022). Global status of multi-hazard early warning systems: Target G. United Nations Office for Disaster Risk Reduction. Diakses dari https://www.undrr.org/publication/global-status-multi-hazard-early-warning-systems-2022. Diakses pada 6 April 2025 pukul 08.34 WITA.
UNDRR. (2000). Human Cost Of Disasters: An Overview Of The Last 20 Years.
UNDRR. (2015). Sendai Framework For Disaster Risk Reduction 2015 - 2030. United Nations.
UNDRR. (2020). Guidelines for the Development of Early Warning Systems. United Nations Office for Disaster Risk Education.
UNDRR. (2020). United Nations Office for Disaster Risk Reduction.
UN-HABITAT. (2020). The Value Of Sustainable Urbanization.
UNISDR. (2015). the Sendai Framework for Disaster. Risk Reduction 2015-2030. UNISDR, 151(2), 10–17. https://www.bnpb.go.id/buku/kerangka-kerja-sendai-untuk-pengurangan-risiko-bencana-2015-2030-part-1
Usmanto, B., & H.S.U, B. (2018). Prototype sistem pendeteksi dan peringatan dini bencana alam di Indonesia berbasis Internet of Things (IoT). Explore – Jurnal Sistem Informasi dan Telematika, 9(2), 127–136. ISSN 2087-2062.
Utomo, D. D., & Marta, F. Y. D. (2022). Dampak bencana alam terhadap perekonomian masyarakat di kabupaten tanah datar. Jurnal terapan pemerintahan minangkabau, 2(1), 92-97.
UU No 24 Tahun 2007. (N.D.). UNDANG-UNDANG REPUBLIK INDONESIA NOMOR 24 TAHUN 2007.
Vishnu, A. A., Suresh, A., Koshy, R. A., Sanjna, S., & Davis, P. R. (2023a). Hyper-parameter Optimised Artificial Neural Network Model for Failure Mode Identification of RC Shear Wall (pp. 973–985). https://doi.org/10.1007/978-3-031-12011-4_82
Vishnu, A. A., Suresh, A., Koshy, R. A., Sanjna, S., & Davis, P. R. (2023b). Hyper-parameter Optimised Artificial Neural Network Model for Failure Mode Identification of RC Shear Wall (pp. 973–985). https://doi.org/10.1007/978-3-031-12011-4_82
Voight, B., Constantine, E. K., Siswowidjoyo, S., & Torley, R. (2000). Historical eruptions of Merapi Volcano, Central Java, Indonesia, 1768–1998. Journal of Volcanology and Geothermal Research, 100(1–4), 69–138. https://doi.org/10.1016/S0377-0273(00)00134-7
Wahid, Y. (2016). Pengantar Hukum Tata Ruang. Prenada Media.
Wijnberge, M. (2020). Effect of a Machine Learning-Derived Early Warning System for Intraoperative Hypotension vs Standard Care on Depth and Duration of Intraoperative Hypotension during Elective Noncardiac Surgery: The HYPE Randomized Clinical Trial. JAMA - Journal of the American Medical Association, 323(11), 1052–1060. https://doi.org/10.1001/jama.2020.0592.
Wildan, D. 2021. Modul Geologi Dasar. Politeknik Energi Pertambangan. Bandung.
Williams, R., Rowley, P., & Garthwaite, M. C. (2019). Reconstructing the Anak Krakatau flank collapse that caused the December 2018 Indonesian tsunami. Geology, 47(10), 973–976. https://doi.org/10.1130/G46517.1
Wisner, B., Blaikie, P., Cannon, T., & Davis, I. (2014). At risk: natural hazards, peoples vulnerability and disasters. At Risk: Natural Hazards Peoples Vulnerability and Disasters, 1–471. https://doi.org/10.4324/9780203714775
Wood, M. M., Mileti, D. S., Kano, M., Kelley, M. M., Regan, R., & Bourque, L. B. (2012). Communicating Actionable Risk for Terrorism and Other Hazards. Risk Analysis, 32(4), 601–615. https://doi.org/10.1111/j.1539-6924.2011.01645.x
World Bank. (2023). "Climate Resilience and Disaster Risk Management."
Yang, L., & Shami, A. (2020). On hyperparameter optimization of machine learning algorithms: Theory and practice. Neurocomputing, 415, 295–316. https://doi.org/10.1016/j.neucom.2020.07.061
Ye, L., Kanamori, H., Rivera, L., Lay, T., Zhou, Y., Sianipar, D., & Satake, K. (2020). The 22 December 2018 tsunami from flank collapse of Anak Krakatau volcano during eruption. Science Advances, 6(3). https://doi.org/10.1126/sciadv.aaz1377
Yousefzadeh, M., Hosseini, S. A., & Farnaghi, M. (2021). Spatiotemporally explicit earthquake prediction using deep neural network. Soil Dynamics and Earthquake Engineering, 144, 106663. https://doi.org/10.1016/j.soildyn.2021.106663
Yu, S., & Ma, J. (2021). Deep Learning for Geophysics: Current and Future Trends. Reviews of Geophysics, 59(3). https://doi.org/10.1029/2021RG000742
Yu, T., & Zhu, H. (2020). Hyper-Parameter Optimization: A Review of Algorithms and Applications.
Yunus, M.R., Priatna, P., Purbo, A.R., Suhardi, H., Harjanto, S. (2005). Gempa bumi dan Tsunami Tingkat SMP&SMA. Jakarta: Badan Geologi Indonesia
Zahedi, L., Mohammadi, F. G., & Amini, M. H. (2021). HyP-ABC: A Novel Automated Hyper-Parameter Tuning Algorithm Using Evolutionary Optimization.
Zheng, J., Xu, W., Tao, A., Fan, J., Xing, J., & Wang, G. (2023). Synergy between coastal ecology and disaster mitigation in China: Policies, practices, and prospects. Ocean and Coastal Management, 245, 106866. https://doi.org/10.1016/j.ocecoaman.2023.106866.
Zuhdi, M. (2019). Buku ajar pengantar geologi. Duta Pustaka ilmu. Mataram.
Zulch, H. (2019). Psychological preparedness for natural hazards – improving disaster preparedness policy and practice. Griffith University School of Psychology Revue, 1–43. https://www.unisdr.org/we/inform/publications/66345
