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Title: Review and perspectives of digital twin systems for wildland fire management
Authors: Li, Y 
Zhang, T 
Ding, Y 
Wadhwani, R 
Huang, X 
Issue Date: Dec-2025
Source: Journal of forestry research, Dec. 2025, v. 36, no. 1, 14
Abstract: Effective wildland fire management requires real-time access to comprehensive and distilled information from different data sources. The Digital Twin technology becomes a promising tool in optimizing the processes of wildfire prevention, monitoring, disaster response, and post-fire recovery. This review examines the potential utility of Digital Twin in wildfire management and aims to inspire further exploration and experimentation by researchers and practitioners in the fields of environment, forestry, fire ecology, and firefighting services. By creating virtual replicas of wildfire in the physical world, a Digital Twin platform facilitates data integration from multiple sources, such as remote sensing, weather forecasting, and ground-based sensors, providing a holistic view of emergency response and decision-making. Furthermore, Digital Twin can support simulation-based training and scenario testing for prescribed fire planning and firefighting to improve preparedness and response to evacuation and rescue. Successful applications of Digital Twin in wildfire management require horizontal collaboration among researchers, practitioners, and stakeholders, as well as enhanced resource sharing and data exchange. This review seeks a deeper understanding of future wildland fire management from a technological perspective and inspiration of future research and implementation. Further research should focus on refining and validating Digital Twin models and the integration into existing fire management operations, and then demonstrating them in real wildland fires.
Keywords: Decision support
Emergency response
Fire modeling
Smart firefighting
Wildfire mitigation
WUI fire safety
Publisher: Springer
Journal: Journal of forestry research 
ISSN: 1007-662X
EISSN: 1993-0607
DOI: 10.1007/s11676-024-01810-x
Rights: © The Author(s) 2024
This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/.
The following publication Li, Y., Zhang, T., Ding, Y. et al. Review and perspectives of digital twin systems for wildland fire management. J. For. Res. 36, 14 (2025) is available at https://doi.org/10.1007/s11676-024-01810-x.
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