Enhancing Post-Disaster Mapping Assessment: Agent-Based Simulation Modeling Integrating Ground Vehicles and Drones (Case Study: Mount Merapi's Volcanic Eruption)
DOI:
https://doi.org/10.31334/logistik.v7i2.3463Keywords:
Agent-based Simulation, Post-Disaster Mapping Assessment, Eruption,Abstract
This research presents an agent-based simulation model for post-disaster location mapping, considering land vehicles and drones along with access road availability and depot locations. The study examines the impact of bridge facility damage on depot selection and time indicators. Results reveal that damage to bridge facilities affects depots differently based on their location, leading to increased total processing and completion times due to interactions between land vehicles and bridges. Depot 7 emerges as the optimal location for undamaged and KRB II and III damage scenarios based on total processing time. Depot 3 performs best for KRB III damage, while Depot 8 exhibits the shortest completion time across all scenarios. These findings emphasize the importance of selecting depots with resilient road access and alternative routes, improving post-disaster logistics efficiency.References
A. S. Masten and F. Motti-Stefanidi, "Multisystem Resilience for Children and Youth in Disaster: Reflections in the Context of COVID-19," 2020.
M. Aleksandranova, S. Balasko, M. Kaltenborn, D. Malerba, P. Mucke, O. Neuschafer, K. Radtke, R. Prutz, C. Strupat, D. Weller and N. Wiebe, "WorldRiskReport 2021," Bundnis Entwicklung Hilft, 2021.
N. A. Pambudi, "Geothermal power generation in Indonesia, a country within the ring of fire: Current status, future development and policy," Renewable and Sustainable Energy Reviews, 2017.
J. Zschau, R. Sukhyar, M. A. Purbawinata, B.-G. Luhr and M. Westerhaus, "The Merapi Project - Interdisciplinary Monitoring of a High-Risk Volcano as a Basis for an Early Warning System," Early Warning Systems for Natural Disaster Reduction, pp. 527-532, 2003.
E. Hariyono and S. Liliasari, "The characteristic of volcanic eruption in Indonesia," Volcanoes: Geological and Geophysical Setting, Theoretical Aspect and Numerical Modelling, Applications to Industry and Their Impact on The Human Health, p. 73, 2018.
PVMBG, "G. Merapi: Pusat Vulkanologi dan MItigasi Bencana Geologi," Pusat Vulkanologi dan MItigasi Bencana Geologi, 3 June 2014. [Online]. Available: https://vsi.esdm.go.id/index.php/gunungapi/data-dasar-gunungapi/542-g-merapi?start=1.
R. Gertisser, S. J. Charbonnier, J. Keller and X. Quidelleur, "The geological evolution of Merapi volcano, Central Java, Indonesia," Bulletin of Volcanology, pp. 1213-1233, 2012.
I. H. Sawalha, "A contemporary perspective on the disaster management cycle," 2020.
S. M. H. Boroujeni, "Post Sisaster Needs Assessment (PDNA)," Journal of Disaster & Emergency Research, pp. 124-125, 2019.
A. A. N. P. Redi, Sopha, B. Maya, A. M. S. Asih and R. I. Liperda, "Collaborative Hybrid Aerial and Ground Vehicle Routing for Post-Disaster Assessment," Sustainability, vol. 13, no. 22, p. 12841, 2021.
R. I. Liperda, A. A. N. P. Redi, N. S. Sekaringtyas, H. B. Astiana, B. M. Sopha and A. M. S. Asih, "Simulated Annealing Algorithm Performance on Two-Echelon Vehicle Routing Problem-Mapping Operation with Drones," in 2020 IEEE International Conference on Industrial Engineering and Engineering Management, Singapore, 2020.
B. E. Oruc and B. Y. Kara, "Post-disaster assessment routing problem," Transportation Research Part B: Methodological, vol. 116, pp. 76-102, 2018.
M. Aljehani and M. Inoue, "Performance Evaluation of Multi-UAV System in Post-Disaster Application: Validated by HITL Simulator," IEEE Access, pp. 64386-64400, 2019.
N. Sasmita, "The Eruption of Mount Kelud in 1919: It's Imoact and Mitigation Efforts," in 1st International Conference on Social Sciences and Interdisciplinary Studies (ICSSIS 2018), 2019.
M. M. Sari, "Aplikasi peta Kawasan Rawan Bencana (KRB) dalam analisa sebaran korban erupsi GA. Merapi 2010," Jurnal Spasial, pp. 10-20, 2019.
D. Muravev, H. Hu, A. Rakhmangulov and P. Mishkurov, "Multi-agent optimization of the intermodal terminal main parameters by using AnyLogic simulation platform: Case study on the Ningbo-Zhoushan Port," International Journal of Information Management, 2020.
M. Dmitri, h. Hu, A. Rakhmangulov and P. Mishkurov, "Multi-agent optimization of the intermodal terminal main parameters by using AnyLogic simulation platform: Case study on the Ningbo-Zhousan Port," International Journal of Information Management, 2020.
E. Bonabeau, "Agent-based modeling: Methods and techniques for simulating human systems," Proceedings of the National Academy of Sciences, pp. 7280-7287, 2002.
E. Bonabeau, "Agent-based modeling: Methods and techniques for simulating human systems," Proceedings of the National Academy of Sciences, pp. 7280-7287, 2002.
Volcanic Ashfall Impacts Working Group, "Roads & Highway: Transportation: Impacts & Mitigation: Volcanic Ashfall Impacts Working Group," Volcanic Ashfall Impacts Working Group, 12 November 2022. [Online]. Available: https://volcanoes.usgs.gov/volcanic_ash/roads_highways.html.
DJI, "Phantom 4 Pro V2.0: DJI," DJI, January 2020. [Online]. Available: https://www.dji.com/id/phantom-4-pro-v2.
R. Fridayanti, "Perancangan Model Simulasi Diskrit untuk Rute Pemetaan Area Terdampak Bencana Menggunakan Kombinasi Kendaraan Darat dan Drone," Universitas Pertamina, Jakarta, 2022.
U. Wilensky and W. Rand, An Introduction to Agent-Based Modeling, London: The MIT Press, 2015.
C. Low and W.-Y. Lin, "Minimizing the total completion time in a single-machine scheduling problem with a learning effect," Applied Mathematical Modelling, pp. 1946-1951, 2011.
Downloads
Published
Issue
Section
License
Please find the rights and licenses in Jurnal Logistik Indonesia. By submitting the article/manuscript of the article, the author(s) agree with this policy. No specific document sign-off is required.
1. License
The non-commercial use of the article will be governed by the Creative Commons Attribution license as currently displayed on Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License
2. Author(s)' Warranties
The author warrants that the article is original, written by stated author(s), has not been published before, contains no unlawful statements, does not infringe the rights of others, is subject to copyright that is vested exclusively in the author and free of any third party rights, and that any necessary written permissions to quote from other sources have been obtained by the author(s).
3. User Rights
Jurnal Logistik Indonesia spirit is to disseminate articles published are as free as possible. Under the Creative Commons license, Jurnal Logistik Indonesia permits users to copy, distribute, display, and perform the work for non-commercial purposes only. Users will also need to attribute authors and Jurnal Logistik Indonesia on distributing works in the journal and other media of publications.
4. Co-Authorship
If the article was jointly prepared by more than one author, any authors submitting the manuscript warrants that he/she has been authorized by all co-authors to be agreed on this copyright and license notice (agreement) on their behalf, and agrees to inform his/her co-authors of the terms of this policy. Jurnal Logistik Indonesia will not be held liable for anything that may arise due to the author(s) internal dispute. Jurnal Logistik Indonesia will only communicate with the corresponding author.
5. Miscellaneous
Jurnal Logistik Indonesia will publish the article (or have it published) in the journal if the article’s editorial process is successfully completed. Jurnal Logistik Indonesia editors may modify the article to a style of punctuation, spelling, capitalization, referencing and usage that deems appropriate. The author acknowledges that the article may be published so that it will be publicly accessible and such access will be free of charge for the readers as mentioned in point 3.
Every accepted manuscript should be accompanied by "Copyright Transfer Agreement" prior to the article publication.

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