Sustainable Tourism Development in Labuan Bajo, Manggarai Barat, Indonesia: Integration of Multi-Hazard Risk Analysis into Spatial Planning
DOI:
https://doi.org/10.23917/forgeo.15757Keywords:
multi-hazard risk, tourism development, spatial planning, GIS-based analysisAbstract
The rapid growth of ecotourism in island regions such as Labuan Bajo, Manggarai Barat, Indonesia, has not adequately considered the integration of comprehensive multi-hazard risk assessments into spatial planning. The area is becoming more vulnerable to a mix of geophysical, hydrological and climatological hazards as it is designated a "Super Priority" tourism destination in the country. However, current planning practices do not fully account for these hazards. This study examines how multi-hazard risk is incorporated into the Regional Spatial Plan of Labuan Bajo, Manggarai Barat, through a mixed-methods approach combining GIS-based multi-hazard analysis using spatial overlay techniques, together with qualitative insights from key stakeholders. A composite multi-hazard risk index was overlaid with land-use zoning, activity centres and transportation networks to evaluate spatial suitability and infrastructure exposure. The analysis indicates that planned land use does not align with the current risk levels, as high-risk areas have been designated for residential zones, tourism areas and major transportation corridors, demonstrating that spatial suitability varies according to multi-hazard risk levels in the study area. On the other hand, conservation areas are more suitable for low-risk environments. The results indicate that high-risk island tourism areas require more effective spatial planning based on risk information in order to remain resilient and sustainable in the long term.
Downloads
References
Akola, J., & Charlotte, M. B. Y. (2025). An Analysis of Implementation Constraints of Spatial Planning Tools for Disas-ter Risk Reduction in Mopani’s Informal Settlements, South Africa. Sustainability, 17(13), 6075. doi: 10.3390/su17136075
Allahverdi, M., Akandere, G., & Varol, F. (2025). Evaluation of the Competitiveness and Performance of Destinations Through Clustering Method Within the Scope of the Travel and Tourism Development Index. International Journal of Tourism Research, 27(5). doi: 10.1002/jtr.70122
Bakhtiari, S., Najafi, M. R., Goda, K., & Peerhossaini, H. (2025a). A dynamic Bayesian network approach to characterize multi-hazard risks and resilience in interconnected critical infrastructures. Reliability Engineering & System Safety, 257, 110815. doi: 10.1016/j.ress.2025.110815
Bakhtiari, S., Najafi, M. R., Goda, K., & Peerhossaini, H. (2025b). Toward Temporal Multi-Hazard Risk Assessment Using Dynamic Bayesian Network Analysis (pp. 191–202). https://doi.org/10.1007/978-3-031-97697-1_16
Barbhuiya, M. R., & Chatterjee, D. (2020). Vulnerability and resilience of the tourism sector in India: Effects of natural disasters and internal conflict. Tourism Management Perspectives, 33, 100616. doi: 10.1016/j.tmp.2019.100616
Berryman, K. (2006). Review of Tsunami Hazard and Risk in New Zealand.
Bonham-Carter, G. F. (2014). Geographic Information Systems for Geoscientists: Modelling with GIS. Pergamon. Re-trieved From https://books.google.co.id/books?id=FkKeBQAAQBAJ
Burby, R. J. (2006). Hurricane Katrina and the Paradoxes of Government Disaster Policy: Bringing About Wise Go-vernmental Decisions for Hazardous Areas.
Burby, R. J., & French, S. P. (1981). Coping With Floods: The Land Use Management Paradox. Journal of the American Planning Association, 47(3), 289–300. doi: 10.1080/01944368108976511
Chan, C.-S., Nozu, K., & Zhou, Q. (2020). Tourism Stakeholder Perspective for Disaster-Management Process and Re-silience: The Case of the 2018 Hokkaido Eastern Iburi Earthquake in Japan. Sustainability, 12(19), 7882. doi: 10.3390/su12197882
Chelariu, O.-E., Minea, I., & Iațu, C. (2023). Geo-hazards assessment and land suitability estimation for spatial planning using multi-criteria analysis. Heliyon, 9(7), e18159. https://doi.org/10.1016/j.heliyon.2023.e18159
Cheng, S., Guo, H. (David), & Liu, C. Y. (2020). Incentivized for Leveling the Playing Field: Do State Economic Incen-tives Compensate for High Taxes? Economic Development Quarterly, 34(2), 101–115. doi: 10.1177/0891242420917219
Chmutina, K., von Meding, J., Sandoval, V., Boyland, M., Forino, G., Cheek, W., Williams, D. A., Gonzalez-Muzzio, C., Tomassi, I., Páez, H., & Marchezini, V. (2021). What We Measure Matters: The Case of the Missing Develop-ment Data in Sendai Framework for Disaster Risk Reduction Monitoring. International Journal of Disaster Risk Science, 12(6), 779–789. doi: 10.1007/s13753-021-00382-2
Dandoulaki, M., Lazoglou, M., Pangas, N., & Serraos, K. (2023a). Disaster Risk Management and Spatial Planning: Evidence from the Fire-Stricken Area of Mati, Greece. Sustainability, 15(12), 9776. doi: 10.3390/su15129776
Dandoulaki, M., Lazoglou, M., Pangas, N., & Serraos, K. (2023b). Disaster Risk Management and Spatial Planning: Evidence from the Fire-Stricken Area of Mati, Greece. Sustainability, 15(12), 9776. doi: 10.3390/su15129776
Das, D. K. (2025). Resilient and Sustainable Urban Infrastructure in the Global South: Strategies to Address Climate Change-Linked Vulnerabilities. Urban Planning, 10. doi: 10.17645/up.10037
Della Corte, V., Del Gaudio, G., Sepe, F., & Luongo, S. (2021). Destination resilience and innovation for advanced sus-tainable tourism management: A bibliometric analysis. Sustainability (Switzerland), 13(22). doi: 10.3390/su132212632
Djalante, R., Thomalla, F., Sinapoy, M. S., & Carnegie, M. (2012). Building resilience to natural hazards in Indonesia: progress and challenges in implementing the Hyogo Framework for Action. Natural Hazards, 62(3), 779–803. doi: 10.1007/s11069-012-0106-8
Dwirahmadi, F., Barnes, P., Wibowo, A., Amri, A., & Chu, C. (2023). Linking Disaster Risk Reduction and Climate Change Adaptation through Collaborative Governance: Experience from Urban Flooding in Jakarta. Geos-ciences, 13(11), 353. doi: 10.3390/geosciences13110353
El Kouffi, A., & El Kharim, Y. (2025). Natural Hazard Resilience in the Western Mediterranean: Insights from Urban Planning in Morocco. Sustainability, 17(21), 9881. doi: 10.3390/su17219881
Ernawati, Ramadhan, R., Ibrahim, M. H. Bin, Yulfa, A., Hamzah, T. A. A. B. T., & Syarief, A. (2025). Development of Regional Spatial Pattern Using Ground Motion Prediction Equations (GMPE) Approach Toward Earthquake Disaster Mitigation in Pasaman Barat Regency, Indonesia. International Journal of Design & Nature and Eco-dynamics, 20(7). doi: 10.18280/ijdne.200708
Farinós-Dasí, J., Pinazo-Dallenbach, P., Peiró Sánchez-Manjavacas, E., & Rodríguez-Bernal, D. C. (2025). Disaster risk management, climate change adaptation and the role of spatial and urban planning: evidence from European case studies. Natural Hazards, 121(19), 23479–23512. doi: 10.1007/s11069-024-06448-w
Firman, T., Surbakti, I. M., Idroes, I. C., & Simarmata, H. A. (2011). Potential climate-change related vulnerabilities in Jakarta: Challenges and current status. Habitat International, 35(2), 372–378. doi: 10.1016/j.habitatint.2010.11.011
Firmansyah, F., Syarifudin, D., & Rohjan, J. (2019a). The Risk Assessment of Multi Hazard Area: A Case of Mitigation Consider in Spatial Planning of Bukittinggi City. Indonesian Journal of Geography, 51(3), 304. doi: 10.22146/ijg.33298
Firmansyah, Syarifudin, D., & Rohjan, J. (2019b). The Risk Assessment of Multi Hazard Area: A Case of Mitigation Consider in Spatial Planning of Bukittinggi City. Indonesian Journal of Geography, 51(3), 304–323. doi: 10.22146/ijg.33298
Fitriyati, N., Arifin, H. S., Kaswanto, R. L., & Marimin. (2024). Enhancing land use planning through integrating land-scape analysis and flood inundation prediction Bekasi City’s in 2030. Geomatics, Natural Hazards and Risk, 15(1). doi: 10.1080/19475705.2024.2360623
Fountain, J., & Cradock-Henry, N. A. (2020). Recovery, risk, and resilience: Post-disaster tourism experiences in Kaikōura, New Zealand. Tourism Management Perspectives, 35, 100695. foi: 10.1016/j.tmp.2020.100695
Gacu, J., Kantoush, S., Candelario, R., Falculan, J., Moaje, K. V., Famaran, M. J., Nepomuceno, M., Ebon, J. A., Parun-gao, R., Ignacio, R., Merida, M., Pastrana, P. M., & Quinton, E. (2025). Integrated multi-hazard risk assessment under compound disasters using analytical hierarchy process (AHP). Heliyon, 11(11), e43173. doi: 10.1016/j.heliyon.2025.e43173
Gatto, R. V., Dale, M. M., & Noennig, J. R. (2025). Exploration of a Disaster Risk Management Method for Tourism Destinations: The Case of Guatemala. Procedia Computer Science, 270, 2047–2056. doi: 10.1016/j.procs.2025.09.325
Gill, J. C., & Malamud, B. D. (2014). Reviewing and visualizing the interactions of natural hazards. Reviews of Geophy-sics, 52(4), 680–722. doi: 10.1002/2013RG000445
Greiving, S., & Fleischhauer, M. (2006). Spatial planning response to natural and technological hazards. Special Paper of the Geological Survey of Finland.
Greiving, S., Terfrüchte, T., Fleischhauer, M., Hartz, A., & Furkert, M. (2025). Services of general interest and critical in-frastructures: interdependencies and implications for resilience and territorial cohesion. European Planning Studies, 33(3), 329–351. doi: 10.1080/09654313.2025.2461790
Gunandar, C. M., Hasibuan, H. S., & Tambunan, R. P. (2024). Flood Vulnerability In Jakarta Coastal Settlement: A Stu-dy at Kalibaru Subdistrict, North Jakarta, Indonesia. Planning Malaysia, 22. doi: 10.21837/pm.v22i34.1584
Harrison, S. E., Potter, S. H., Prasanna, R., Doyle, E. E. H., & Johnston, D. (2022). ‘Sharing is caring’: A socio-technical analysis of the sharing and governing of hydrometeorological hazard, impact, vulnerability, and exposure data in Aotearoa New Zealand. Progress in Disaster Science, 13, 100213. doi: 10.1016/j.pdisas.2021.100213
Hendratno, S. P., Lindrianasari, & Lusianah. (2026). Tourism system sustainability in Labuan Bajo – Manggarai Barat. IOP Conference Series: Earth and Environmental Science, 1580(1), 012073. doi: 10.1088/1755-1315/1580/1/012073
Hizbaron, D. R., Dimyati, M., Hadi, M. P., Khakim, N., Suarma, U., & Pujiastuti, I. (2023). Co-creation of urban hazard, vulnerability and risk information system towards sustainable regional development trajectories in Sulawesi, Indonesia. Natural Hazards, 120, 785–804. doi: 10.1007/s11069-023-06234-0
Hofmann, S. Z. (2021). 100 Resilient Cities program and the role of the Sendai framework and disaster risk reduction for resilient cities. Progress in Disaster Science, 11, 100189. doi: 10.1016/j.pdisas.2021.100189
Hung, C.-H., Hung, H.-C., & Hsu, M.-C. (2024). Linking the interplay of resilience, vulnerability, and adaptation to long-term changes in metropolitan spaces for climate-related disaster risk management. Climate Risk Manage-ment, 44, 100618. doi: 10.1016/j.crm.2024.100618
Ibarra-Núñez, E., & Ortega-Rubio, A. (2025). Tourism spatial planning interaction: local scale analysis in Balandra Pro-tected Natural Area, Mexico. Journal of Environmental Planning and Management, 1–18. doi: 10.1080/09640568.2025.2451872
Irsyam, M., Asrurifak, M., Mikhail, R., Wahdiny, I. I., Rustiani, S., & Munirwansyah, M. (2017). Development of Na-tionwide Vs30 Map and Calibrated Conversion Table for Indonesia using Automated Topographical Classifi-cation. Journal of Engineering and Technological Sciences, 49(4), 457–471. doi: 10.5614/j.eng.technol.sci.2017.49.4.3
Jayasinghe, G. Y., Perera, T. A. N. T., Perera, H. A. T. N., Karunarathne, H. D., Manawadu, L., Weerasinghe, V. P. A., Sewwandi, B. G. N., Haroon, M. H., Malalgoda, C., Amaratunga, D., & Haigh, R. (2024). A systematic literature review on integrating disaster risk reduction (DRR) in sustainable tourism (SusT): Conceptual framework for enhancing resilience and minimizing environmental impacts. In International Journal of Disaster Risk Re-duction, 111, 104742. doi: 10.1016/j.ijdrr.2024.104742
Johnston, K. A., Taylor, M., & Ryan, B. (2022). Engaging communities to prepare for natural hazards: a conceptual mo-del. Natural Hazards, 112(3), 2831–2851. doi: 10.1007/s11069-022-05290-2
Juwita, M. R., Wang, T., Jiang, X., Supriyadi, A., & Ansori, F. (2021). The challenges of spatial planning in Indonesia under the background of local autonomy. World Regional Studies, 30(1), 48–56. doi: 10.3969/j.issn.1004-9479.2021.01.2019357
Karim, T. Z., Siregar, H., Mulatsih, S., & Tjahjono, B. (2024). Analysis of Priority Tourism Objects and Impact of the Tourism Development of Disaster-Prone Areas in Morotai Island Regency. International Journal of Sustai-nable Development and Planning, 19(11), 4421–4429. doi: 10.18280/ijsdp.191129
Khanm, T., Kaman, Z. K., & Samsuddin, S. A. B. (2024). A Literature Review on Social Innovation and Community Flood Preparedness in Alignment with SFDRR and SDG: Recommendations for Dam Failure Flood Risk Ma-nagement. International Journal of Sustainable Development and Planning, 19(7), 2673–2681. doi: 10.18280/ijsdp.190723
Kodag, S., Mani, S. K., Balamurugan, G., & Bera, S. (2022). Earthquake and flood resilience through spatial Planning in the complex urban system. Progress in Disaster Science, 14, 100219. doi: 10.1016/j.pdisas.2022.100219
Kostopoulou, T., & Papageorgiou, M. (2025). Spatial planning in the face of natural and technological disasters: a lite-rature review. European Planning Studies, 33(3), 315–328. doi: 10.1080/09654313.2025.2452953
Kox, T., & Lüder, C. (2021). Impacts as Triggers for Weather-Related Decision Making: Observations at the Berlin Fire Brigade Control and Dispatch Center. International Journal of Disaster Risk Science, 12(4), 610–615. doi: 10.1007/s13753-021-00356-4
Krassakis, P., Karavias, A., Nomikou, P., Karantzalos, K., Koukouzas, N., Athinelis, I., Kazana, S., & Parcharidis, I. (2023). Multi-Hazard Susceptibility Assessment Using the Analytical Hierarchy Process in Coastal Regions of South Aegean Volcanic Arc Islands. GeoHazards, 4(1), 77–106. doi: 10.3390/geohazards4010006
Laino, E., Toledo, I., Aragonés, L., & Iglesias, G. (2024). A novel multi-hazard risk assessment framework for coastal ci-ties under climate change. Science of the Total Environment, 954. doi: 10.1016/j.scitotenv.2024.176638
Li, P., Xue, Y., Liang, J., & Tan, S. (2025). Research on the coupling and coordination of urbanization and flood disas-ters based on an improved coupling coordination model: A case study from the pearl river delta in China. Sus-tainable Cities and Society, 130, 106564. doi: 10.1016/j.scs.2025.106564
Liu, Y., & Zhou, Y. (2021). Territory spatial planning and national governance system in China. Land Use Policy, 102, 105288. doi: 10.1016/j.landusepol.2021.105288
López-Saavedra, M., & Martí, J. (2023). Multi-Hazard Risk Assessment at the Canary Islands, 9–13. doi: 10.1007/978-3-031-25042-2_2
López-Saavedra, M., Martí, J., & Planagumà, L. (2023). How Effective Risk Assessment and Management Is the Key to Turning Volcanic Islands into a Source of Nature-Based Solutions. Land, 12(3), 686. doi: 10.3390/land12030686
Manfreda, S., & Samela, C. (2019). A digital elevation model based method for a rapid estimation of flood inundation depth. Journal of Flood Risk Management, 12(S1). doi: 10.1111/jfr3.12541
Mărgărint, M. C., Kovačić, S., Albulescu, A.-C., & Miljković, Đ. (2023). Natural multi-hazard risk perception and edu-cational insights among Geography and Tourism students and graduates amid the Covid-19 pandemic. Inter-national Journal of Disaster Risk Reduction, 86, 103549. doi: 10.1016/j.ijdrr.2023.103549
Maru, M., & Worku, H. (2022). Unpacking principles of resilience mainstreamed in Ethiopia’s local urban spatial plan-ning documents: practices from Kombolcha, an urbanizing secondary city. Heliyon, 8(3), e09137. doi: 10.1016/j.heliyon.2022.e09137
MATSUOKA, M. (1994). GIS-Based Seismic Hazard Mapping using the Digital National Land Information. Proc. Ninth Japan Earthquake Engineering Symposium, 3, 331–336.
Mckee, T. B., Doesken, N. J., & Kleist, J. (1993). The Relationship of Drought Frequency and Duration to Time Scales. In Eighth Conference on Applied Climatology.
McMillan, J. M., Birkmann, J., & Tangwanichagapong, S. (2021). Climate risk information as a basis for adaptive spa-tial planning: A case study from Thailand. In Disaster Resilience and Sustainability, 301–320. doi: 10.1016/B978-0-323-85195-4.00006-8
Mitrică, B., Şerban, P. R., Roznoviețchi, I., Micu, D., Persu, M., Grigorescu, I., Amihăesei, V., Dumitraşcu, M., & Da-mian, N. (2025). The tourism sector’s vulnerability to climate change-related phenomena. Case study: Roma-nia. International Journal of Disaster Risk Reduction, 118. doi: 10.1016/j.ijdrr.2025.105248
Musiyam, M., Jumadi, J., Fikriyah, V. N., Masruroh, H., Septiyani, E. D., Amin, C., Hadibasyir, H. Z., Sattar, F., & Nawaz, M. (2025). Flood Risk Analysis Using Spatial Synthetic Population in the Upper Bengawan Solo Watershed, Indonesia. Forum Geografi, 39(3), 383–397. doi: 10.23917/forgeo.v39i3.13611
Ningsih, R. D., Ariyaningsih, & Shaw, R. (2025). The adaptive capacity of the tourism sector to volcanic eruption and the COVID-19 pandemic: the case of Yogyakarta, Indonesia. International Journal of Disaster Resilience in the Built Environment, 16(4), 494–510. doi: 10.1108/IJDRBE-07-2023-0082
Novianti, D., & Jalaludin, M. (2025). Bridging Policy and Practice in Urban DRR: The Role of Spatial Planning. In Journal of Geographical Planning, 1(1).
OLIVER, M. A., & WEBSTER, R. (1990). Kriging: a method of interpolation for geographical information systems. In-ternational Journal of Geographical Information Systems, 4(3), 313–332. doi: 10.1080/02693799008941549
Olsen, S. B., McCann, J., & LaFrance Bartley, M. (2015). Marine Spatial Planning in the United States. In Routledge Handbook of Ocean Resources and Management, 507–523. doi: 10.4324/9780203115398-34
Pamungkas, A., Larasati, K. D., Zakina, N., & Iranata, D. (2024a). Risk reduction through spatial plan: A case study from Surabaya, Indonesia. IOP Conference Series: Earth and Environmental Science, 1353(1), 012001. doi: 10.1088/1755-1315/1353/1/012001
Pamungkas, A., Larasati, K. D., Zakina, N., & Iranata, D. (2024b). Risk reduction through spatial plan: A case study from Surabaya, Indonesia. IOP Conference Series: Earth and Environmental Science, 1353(1). doi: 10.1088/1755-1315/1353/1/012001
Papageorgiou, M. (2025a). Spatial Planning for Tourism Destinations Resilient to Climate Change. Tourism and Hospi-tality, 6(1). doi: 10.3390/tourhosp6010008
Papageorgiou, M. (2025b). Spatial Planning for Tourism Destinations Resilient to Climate Change. Tourism and Hospi-tality, 6(1). doi: 10.3390/tourhosp6010008
Ramli, M. W. A., Alias, N. E., Mohd Yusof, H., Yusop, Z., & Taib, S. M. (2021). Development of a Local, Integrated Di-saster Risk Assessment Framework for Malaysia. Sustainability, 13(19), 10792. doi: 10.3390/su131910792
Ruslanjari, D., Safitri, E. W., Rahman, F. A., & Ramadhan, C. (2023). ICT for public awareness culture on hydrometeoro-logical disaster. International Journal of Disaster Risk Reduction, 92. doi: 10.1016/j.ijdrr.2023.103690
Sagala, S., Rosyidie, A., Azhari, D., Ramadhani, A., Rinaldy, T. K., & Racharjo, S. I. (2021). Building resilience from double disasters: The direct impact of the Pandeglang tsunami 2018 and COVID-19 outbreak on tourism and supporting industry. IOP Conference Series: Earth and Environmental Science, 704(1). doi: 10.1088/1755-1315/704/1/012006
Šakić Trogrlić, R., Reiter, K., Ciurean, R. L., Gottardo, S., Torresan, S., Daloz, A. S., Ma, L., Padrón Fumero, N., Tatman, S., Hochrainer-Stigler, S., de Ruiter, M. C., Schlumberger, J., Harris, R., Garcia-Gonzalez, S., García-Vaquero, M., Arévalo, T. L. F., Hernandez-Martin, R., Mendoza-Jimenez, J., Ferrario, D. M., … Ward, P. J. (2024). Chal-lenges in assessing and managing multi-hazard risks: A European stakeholders perspective. Environmental Science & Policy, 157, 103774. doi: 10.1016/j.envsci.2024.103774
Sejati, A. W., Aafah, S. N., Putri, K., Tyas, W. P., Buchori, I., Handayani, W., Basuki, Y., Barbarossa, G., & Husna, I. N. (2023). Quantifying Urban Carrying Capacity towards Sustainable Tourism in Labuan Bajo Flores, Indone-sia: A GIS Spatial Analyses Approach. Retrieved From https://doi.org/10.21203/rs.3.rs-2940874/v1
Sekarjati, D., Putklang, W., & Wattanakij, N. (2025). Assessing Peatland Fire Susceptibility Using GIS and Machine Learning in Riau Province, Indonesia. International Journal of Geoinformatics, 21(10), 75–98. doi: 10.52939/ijg.v21i10.4531
Setiawan, I., Dede Rohmat, D. R., & Suhendro, S. (2025). A Phenomenon of Disparity: Between Regional Spatial Plan-ning and Actual Land Use in Citarum River Corridor, Indonesia. Forum Geografi, 39(3), 318–345. doi: 10.23917/forgeo.v39i3.10379
Shalih, O., Baiquni, M., & Sudaryatno. (2026a). Multi-Hazard Risk Hotspots: A Spatial Analysis for Enhancing Tou-rism Sustainable-Resilience in Labuan Bajo, Manggarai Barat Regency, Indonesia. BIO Web of Conferences, 213, 03002. doi: 10.1051/bioconf/202621303002
Shalih, O., Baiquni, M., & Sudaryatno. (2026b). Multi-Hazard Risk Hotspots: A Spatial Analysis for Enhancing Tou-rism Sustainable-Resilience in Labuan Bajo, Manggarai Barat Regency, Indonesia. BIO Web of Conferences, 213, 03002. doi: 10.1051/bioconf/202621303002
Sianipar, I. M. J., Lee, C.-H., Wang, H.-J., Kim, D.-C., & Suryawan, I. W. K. (2024). Unraveling Factors Influencing Local Willingness to Participate in Sustainable Komodo Conservation and Protected Area Tourism. Forest and So-ciety, 8(2), 350–371. doi: 10.24259/fs.v8i2.32880
Soejarwo, P. A., Fahmi, F. Z., & Suroso, D. S. A. (2025). Risk communication in risk-based planning: a practice in coas-tal area of Subang regency, Indonesia. Disaster Prevention and Management: An International Journal, 34(3), 321–334. doi: 10.1108/DPM-03-2024-0072
Solly, A. (2021). Land use challenges, sustainability and the spatial planning balancing act: Insights from Sweden and Switzerland. European Planning Studies, 29(4), 637–653. doi: 10.1080/09654313.2020.1765992
Streimikiene, D., Svagzdiene, B., Jasinskas, E., & Simanavicius, A. (2021). Sustainable tourism development and com-petitiveness: The systematic literature review. Sustainable Development, 29(1), 259–271. doi: 10.1002/sd.2133
Sudaryatno, S., Josaphat Tetuko Sri Sumantyo, Taufik Hery Purwanto, Muhammad Falakh Al Akbar, Amelia Rizki Gita, & Osmar Shalih. (2024). Analysis and Geovisualization of Tsunami Hazard and Evacuation Routes in the Opak-Progo Coastal Area. Forum Geografi, 38(2), 257–265. doi: 10.23917/forgeo.v38i2.5436
Sudjono, E. H., Novico, F., Karima, S., Handiani, D. N., Suhermat, M., Rusdiansyah, A., Shomim, A. F., Qonita, Z., Toha-ri, A., Handoyo, K. M., Susilohadi, Syahbana, A. J., & Setyonegoro, W. (2024). Tsunami model of the 2021 Flores earthquake and its impact on Labuan Bajo, East Nusa Tenggara. IOP Conference Series: Earth and En-vironmental Science, 1350(1), 012032. doi: 10.1088/1755-1315/1350/1/012032
Talitha, T., Firman, T., & Hudalah, D. (2020). Welcoming two decades of decentralization in Indonesia: a regional development perspective. Territory, Politics, Governance, 8(5), 690–708. doi: 10.1080/21622671.2019.1601595
Torres Mallma, S. F. (2021). Mainstreaming land use planning into disaster risk management: Trends in Lima, Peru. In-ternational Journal of Disaster Risk Reduction, 62, 102404. doi: 10.1016/j.ijdrr.2021.102404
Uehara, M., Liao, K.-H., Arai, Y., & Masakane, Y. (2022). Could the magnitude of the 3/11 disaster have been reduced by ecological planning? A retrospective multi-hazard risk assessment through map overlay. Landscape and Urban Planning, 227, 104541. doi: 10.1016/j.landurbplan.2022.104541
Uehara, M., Shinkai, D., Ichinose, T., Yamazaki, J., & Yamashita, R. (2026). Comparing a Single-Hazard Map and a Multi-Risk Overlay Map Based on Design with Nature Process. Journal of Disaster Research, 21(1), 164–180. doi: 10.20965/jdr.2026.p0164
UNDRR. (2015). Sendai Framework for Disaster Risk Reduction 2015 - 2030.
Wang, Q., Hou, J., Li, J., & Guo, H. (2026). A multihazard assessment framework integrating single and coupled scena-rio analysis for droughts, floods, and landslides. Geomatics, Natural Hazards and Risk, 17(1). doi: 10.1080/19475705.2026.2620070
Wen, W., Samudera, K., Adrianto, L., Johnson, G. L., Brancato, M. S., & White, A. (2022). Towards Marine Spatial Plan-ning Implementation in Indonesia: Progress and Hindering Factors. Coastal Management, 50(6), 469–489. doi: 10.1080/08920753.2022.2126262
White, C. J., Adnan, M. S. G., Arosio, M., Buller, S., Cha, Y. H., Ciurean, R., Crummy, J. M., Duncan, M., Gill, J., Kenne-dy, C., Nobile, E., Smale, L., & Ward, P. J. (2025). Review article: Towards multi-hazard and multi-risk indica-tors – a review and recommendations for development and implementation. In Natural Hazards and Earth Sys-tem Sciences, 25(11), 4263–4281. doi: 10.5194/nhess-25-4263-2025
Widantara, K. W., & Mutaqin, B. W. (2024). Multi-hazard assessment in the coastal tourism city of Denpasar, Bali, In-donesia. Natural Hazards, 120(8), 7105–7138. doi: 10.1007/s11069-024-06506-3
Winarti, W., Fathani, T. F., & Legono, D. (2018). Disaster Risk Analysis to Support the Development of Regional Spa-tial Plan of Tasikmalaya Regency, Indonesia. Journal of the Civil Engineering Forum, 4(2), 167. doi: 10.22146/jcef.33663
Wirawan, R. R., Hasibuan, H. S., & Tambunan, R. P. (2021). Suitability of Post-Disaster Coastal Land Cover with Spa-tial Pattern Plan of Palu City. IOP Conference Series: Earth and Environmental Science, 940(1). doi: 10.1088/1755-1315/940/1/012004
Yamazaki-Honda, R. (2022). Promoting Coherence Among Disaster Risk Reduction, Climate Change Adaptation, and Sustainable Development for Disaster Resilience. In Journal of Disaster Research, 17(6), 1015–1021. doi: 10.20965/jdr.2022.p1015
Zadeh, L. A. (1965). Fuzzy sets. Information and Control, 8(3), 338–353. doi: 10.1016/S0019-9958(65)90241-X
Zhang, F., Lv, Y., & Sarker, M. N. I. (2024a). Resilience and recovery: A systematic review of tourism governance stra-tegies in disaster-affected regions. International Journal of Disaster Risk Reduction, 103, 104350. doi: 10.1016/j.ijdrr.2024.104350
Zhang, F., Lv, Y., & Sarker, M. N. I. (2024b). Resilience and recovery: A systematic review of tourism governance stra-tegies in disaster-affected regions. In International Journal of Disaster Risk Reduction, 103. doi: 10.1016/j.ijdrr.2024.104350
Zhou, K., Wang, S., & Feng, Y. (2023). How Is Spatial Planning Adapting to Climate Change? A Textual Analysis Ba-sed on the Territorial and Spatial Plans of 368 Chinese Cities. Land, 12(11), 1993. doi: 10.3390/land12111993
Ziegler, A. D., Wasson, R. J., Sundriyal, Y., Srivastava, P., Sasges, G., Ramchunder, S. J., Ong, C. E., Nepal, S. K., McA-doo, B. G., Gillen, J., Bishwokarma, D., Bhardwaj, A., & Apollo, M. (2023). A call for reducing tourism risk to environmental hazards in the Himalaya. Environmental Hazards, 22(1), 1–28. doi: 10.1080/17477891.2021.1984196
Downloads
Submitted
Accepted
Published
Issue
Section
License
Copyright (c) 2026 Osmar Shalih, Muhammad Baiquni, Sudaryatno Sudaryatno

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


















