Multi-scale 3D cellular automata modeling: Application to wildland fire spread
M. Byari,
A. Bernoussi,
O. Jellouli,
M. Ouardouz and
M. Amharref
Chaos, Solitons & Fractals, 2022, vol. 164, issue C
Abstract:
In this paper, we propose a new dynamic system based on cellular automata that simulates fire propagation by creating and developing new cell types, 3D neighborhoods, and transition rules that govern the evolution of this system. We describe an innovative mechanism that allows taking into account the heterogeneity of the environment as well as the possibility to follow the evolution of the considered phenomenon while keeping a simplified point of view on the way the wildland fire propagates. The proposed model is based on a multi-scale approach: mesoscopic for heat transfer processes and macroscopic for propagation processes. We dealt with the heterogeneity of the space by associating each cell with a set of attributes. The lattice is constructed either from a 3D point cloud collected by LIDAR at the mesoscopic scale or from raster data collected by satellite images at the macroscopic scale. The results of this work have been integrated into a decision support software for the forest fire problem.
Keywords: 3D Cellular Automata; Multi-scale modeling; Propagation processes; Heat transfer processes; Wildland fire; LiDAR; Fire behavior; Complex terrain (search for similar items in EconPapers)
Date: 2022
References: View references in EconPapers View complete reference list from CitEc
Citations:
Downloads: (external link)
http://www.sciencedirect.com/science/article/pii/S0960077922008323
Full text for ScienceDirect subscribers only
Related works:
This item may be available elsewhere in EconPapers: Search for items with the same title.
Export reference: BibTeX
RIS (EndNote, ProCite, RefMan)
HTML/Text
Persistent link: https://EconPapers.repec.org/RePEc:eee:chsofr:v:164:y:2022:i:c:s0960077922008323
DOI: 10.1016/j.chaos.2022.112653
Access Statistics for this article
Chaos, Solitons & Fractals is currently edited by Stefano Boccaletti and Stelios Bekiros
More articles in Chaos, Solitons & Fractals from Elsevier
Bibliographic data for series maintained by Thayer, Thomas R. ().