Network-Based Equity Evaluation of Tsunami Evacuation Access for a Megathrust Scenario in Palabuhanratu
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DOI:
https://doi.org/10.31172/jmg.v26i2.1196Keywords:
tsunami evacuation, network-based equity, overall reachability (RR), Gini, Gini*, isochrones, Palabuhanratu, beat-the-waveAbstract
We present a network-based equity evaluation of tsunami evacuation access for a megathrust scenario in Palabuhanratu, quantifying both individual safety attainment and the spatial distribution of access. By overlaying physics-based inundation data with a road graph, we compute multimodal time-to-safety and isochrones, summarizing village-level access through overall reachability (RR), Gini, and hazard-weighted Gini (Gini*) indices. Evacuation time allowances (ETAs) are set at 22, 18, and 15 minutes—validated against site-specific arrival modeling and real-world departure observations from the 2024 Noto event—revealing a critical temporal tipping point. While an ETA of 22 minutes ensures total reachability (RR=1.00) with low inequality, tightening the window to 18 and 15 minutes sharply reduces RR and increases Gini* scores. Furthermore, the addition of an alternative Tsunami Evacuation Area (TEA) at Smile Hill yields localized time savings and minor gains in specific clusters at 22 minutes, yet provides no systemwide benefit at shorter ETAs, indicating that time scarcity dominates access during tight windows. Methodologically, this study employs "beat-the-wave" logic and least-cost routing on OSMnx/NetworkX graphs, offering a reproducible screening tool that integrates access, fairness, and hazard emphasis for TEA design under time-critical evacuation constraints.
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Ahmed, N., Jui, J., Liu, D., Kim, K., Kim, J., and Lee, J. "Understanding inequalities in geographic accessibility to emergency cyclone shelters in Bangladesh under climate change," Journal of Transport Geography, vol. 123, p. 104134, Feb. 2025. doi:10.1016/j.jtrangeo.2025.104134.
Berke, A., Truitt, W., and Larson, K. "Is access to public bike-share networks equitable? A multiyear spatial analysis across 5 U.S. Cities," Journal of Transport Geography, vol. 108, p. 103579, Mar. 2023. doi:10.1016/j.jtrangeo.2023.103759.
Boeing, G. "OSMnx: New methods for acquiring, constructing, analyzing, and visualizing complex street networks," Computers, Environment and Urban Systems, vol. 65, pp. 126–139, 2017. doi:10.1016/j.compenvurbsys.2017.05.004.
Data layers: Global Administrative Areas (GADM) v4.1, 2024–2025. Available: https://gadm.org.
Giannotti, M. A., Barros, J., Tomasiello, D. B., Smith, D., Pizzol, B., Zhong, C., Santos, B. M., Shen, Y., Marques, E. C. L., and Batty, M. "Inequalities in transit accessibility: Contributions from a comparative study between Global South and North metropolitan regions," Cities, vol. 109, p. 103016, 2021. doi:10.1016/j.cities.2020.103016.
Gillies, S. et al. "Rasterio: Geospatial raster I/O for Python programmers (software)," 2013–, GitHub project page.
Hagberg, A. A., Schult, D. A., and Swart, P. J. "Exploring network structure, dynamics, and function using NetworkX," in Proc. 7th Python in Science Conf. (SciPy 2008), pp. 11–15, 2008. doi:10.25080/TCWV9851.
Harris, C. R., Millman, K. J., van der Walt, S. J., et al. "Array programming with NumPy," Nature, vol. 585, pp. 357–362, 2020. doi:10.1038/s41586-020-2649-2.
Hunter, J. D. "Matplotlib: A 2D graphics environment," Computing in Science & Engineering, vol. 9, no. 3, pp. 90–95, 2007. doi:10.1109/MCSE.2007.55.
Indira, I., and Manessa, M. D. M. "Generating Evacuation Route for Tsunami Evacuation Based on Megathrust Scenario Hazard Model in Palabuhanratu Village, Sukabumi, West Java," International Journal of Disaster Management, 6(1), 35-48, 2023. doi:10.24815/ijdm.v6i1.31148.
International Code Council. "2024 International Building Code—Appendix M: Tsunami Generated Flood Hazards," 2024.
Karner, A., Pereira, R. H. M., and Farber, S. "Advances and pitfalls in measuring transportation equity," Transportation, vol. 52, pp. 1399–1427, 2025. doi:10.1007/s11116-023-10460-7.
Kim, H., S. Park, S. Hamdar, and P. R. Stopher. "An agent-based simulation for tsunami evacuation: Waikīkī, Hawaiʻi," Transportation Research Part D, vol. 110, 103239, 2022. doi:10.1016/j.trd.2022.103239.
León, J., Ogueda, A., Hurtado, L., Gubler, A., and Zamora, N. "An integrated framework for analysing horizontal and vertical tsunami evacuation: Iquique, Chile," International Journal of Disaster Risk Reduction, vol. 116, 105140, 2024. doi:10.1016/j.ijdrr.2024.105137.
León, J., Gubler, A., Catalán, P., Correa, M., Castañeda, J., Beninati, G., and Ogueda, A. "Assessing potential tsunami vertical evacuation practices: A study of four cases in Chile using virtual reality and GIS," International Journal of Disaster Risk Reduction, vol. 108, p. 104098, Mar. 2024. doi:10.1016/j.ijdrr.2023.104098.
Liu, C., Lindell, M.K., and Wang, H. "Households’ expected and actual preparation times in tsunami evacuation drills," International Journal of Disaster Risk Reduction, 129, 105767, 2025. doi:10.1016/j.ijdrr.2025.105767.
Makinoshima, F., Yotsui, S., Sato, S., and Imamura, F. "Massive geolocation data reveal evacuation behaviour during the 2024 Noto Peninsula earthquake and tsunami," 2024. doi:10.48550/arXiv.2412.05795.
Makinoshima, F. and Imamura, F. "Milling and evacuation departure time distributions in the 2011 Tohoku tsunami," International Journal of Disaster Risk Reduction, vol. 111, 104673, 2024. doi:10.1016/j.ijdrr.2024.104673.
Marinelli, F., Pizzuti, A., Romano, G., Bernardini, G., and Quagliarini, E. "An ILP formulation to optimize flood evacuation paths by minimizing pedestrian speed, length and effort," arXiv preprint arXiv:2504.12958, 2025. doi:10.48550/arXiv.2504.12958.
Martens, K. "Equity considerations in transport planning," in International Encyclopedia of Transportation, R. Vickerman, Ed. Amsterdam: Elsevier, 2021. doi:10.1016/B978-0-08-102671-7.10634-7.
Mas, E., Moya, L., Gonzales, E., and Koshimura, S. "Reinforcement learning-based tsunami evacuation guidance system," International Journal of Disaster Risk Reduction, vol. 115, p. 105023, Dec. 2024. doi:10.1016/j.ijdrr.2024.105023.
Muhammad, A., De Risi, R., De Luca, F., Kongko, W., Mori, N., Yasuda, T., and Goda, K. "Integrated tsunami risk framework considering agent-based evacuation modelling: The case of Saga, Kochi Prefecture, Japan," International Journal of Disaster Risk Reduction, Art. no. 104193, Dec. 2023. doi:10.1016/j.ijdrr.2023.104193.
National Tsunami Hazard Mitigation Program. "United States National Tsunami Hazard Mitigation Program Strategic Plan for 2024-2029," National Oceanic and Atmospheric Administration, National Weather Service, 2023.
OpenStreetMap Contributors. "Street network," 2025. Available: https://www.openstreetmap.org.
The pandas development team. "pandas (v1.x) [Software]," Zenodo, 2020. doi:10.5281/zenodo.3509134.
Snow, A. D., Whitaker, J., et al. "pyproj/PROJ – cartographic projections and coordinate transformations library for Python, version 3.x," 2025. Available: https://pyproj4.github.io/pyproj.
Takabatake, T., Asai, K., Kakuta, H., and Hasegawa, N. "Optimizing evacuation paths using agent-based evacuation simulations and reinforcement learning," International Journal of Disaster Risk Reduction, vol. 117, p. 105173, Feb. 2025. doi:10.1016/j.ijdrr.2024.105173.
The GeoPandas contributors. "GeoPandas v0.10.1 [Software]," Zenodo, 2021. doi:10.5281/zenodo.5555834.
van Wee, B. and de Jong, T. "Differences in levels of accessibility: The importance of spatial scale when measuring distributions of the accessibility of health and emergency services," Journal of Transport Geography, vol. 106, p. 103511, Jan. 2023. doi:10.1016/j.jtrangeo.2022.103511.
Wang, X. "Comprehensive Modelling of Coastal Tsunamis (COMCOT) – User’s Guide and Model Physics," 2009.
Wang, X. and Power, W. "COMCOT model and its applications," GNS Science Report, 2011.
Wood, N., Jones, C., and Schmidtlein, M. "Pedestrian flow-path modeling to support tsunami evacuation and disaster relief planning in the U.S. Pacific Northwest," International Journal of Disaster Risk Reduction, vol. 18, pp. 41–55, 2016. doi:10.1016/j.ijdrr.2016.05.010.
Wood, N. J., Peters, J., Sheehan, A. F., and Bausch, D. "National population exposure and evacuation potential in the United States to earthquake-generated tsunami threats," International Journal of Disaster Risk Reduction, 123, 105511, 2025. doi:10.1016/j.ijdrr.2025.105511.
Wood, N. J., Jones, J. L., Peters, J., and Richards, K. "Pedestrian-evacuation modeling to reduce vehicle use for distant tsunami evacuations in Hawai‘i," International Journal of Disaster Risk Reduction, 28, 271–283, 2018. doi:10.1016/j.ijdrr.2018.03.009.
Yang, Y., Yin, J., Feng, W., Yang, L. E., and Wang, J. "Dynamic flood evacuation modelling for coastal cities: A case study of Shanghai," International Journal of Disaster Risk Reduction, Art. no. 105591, Jul. 2025. doi:10.1016/j.ijdrr.2025.105591.
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Copyright (c) 2026 Reno Sudibyo, Anwar Kurniadi, Adi Subiyanto, Fajar Gilang Ramadhan

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