An optimization model to prioritize fuel treatments within a landscape fuel break network
We present a mixed integer programming model for prioritizing fuel treatments within a landscape fuel break network to maximize protection against wildfires, measured by the total fire size reduction or the sum of Wildland Urban Interface areas avoided from burning. This model uses a large dataset o...
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| Published in: | PloS one Vol. 19; no. 12; p. e0313591 |
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| Main Authors: | , , , , , , , |
| Format: | Journal Article |
| Language: | English |
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Public Library of Science
17.12.2024
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| ISSN: | 1932-6203, 1932-6203 |
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| Abstract | We present a mixed integer programming model for prioritizing fuel treatments within a landscape fuel break network to maximize protection against wildfires, measured by the total fire size reduction or the sum of Wildland Urban Interface areas avoided from burning. This model uses a large dataset of simulated wildfires in a large landscape to inform fuel break treatment decisions. Its mathematical formulation is concise and computationally efficient, allowing for customization and expansion to address more complex and challenging fuel break management problems in diverse landscapes. We constructed test cases for Southern California of the United States to understand model outcomes across a wide range of fire and fuel management scenarios. Results suggest optimal fuel treatment layouts within the Southern California’s fuel break network responding to various model assumptions, which offer insights for regional fuel break planning. Comparative tests between the proposed optimization model and a rule-based simulation approach indicate that the optimization model can provide significantly better solutions within reasonable solving times, highlighting its potential to support fuel break management and planning decisions. |
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| AbstractList | We present a mixed integer programming model for prioritizing fuel treatments within a landscape fuel break network to maximize protection against wildfires, measured by the total fire size reduction or the sum of Wildland Urban Interface areas avoided from burning. This model uses a large dataset of simulated wildfires in a large landscape to inform fuel break treatment decisions. Its mathematical formulation is concise and computationally efficient, allowing for customization and expansion to address more complex and challenging fuel break management problems in diverse landscapes. We constructed test cases for Southern California of the United States to understand model outcomes across a wide range of fire and fuel management scenarios. Results suggest optimal fuel treatment layouts within the Southern California’s fuel break network responding to various model assumptions, which offer insights for regional fuel break planning. Comparative tests between the proposed optimization model and a rule-based simulation approach indicate that the optimization model can provide significantly better solutions within reasonable solving times, highlighting its potential to support fuel break management and planning decisions. We present a mixed integer programming model for prioritizing fuel treatments within a landscape fuel break network to maximize protection against wildfires, measured by the total fire size reduction or the sum of Wildland Urban Interface areas avoided from burning. This model uses a large dataset of simulated wildfires in a large landscape to inform fuel break treatment decisions. Its mathematical formulation is concise and computationally efficient, allowing for customization and expansion to address more complex and challenging fuel break management problems in diverse landscapes. We constructed test cases for Southern California of the United States to understand model outcomes across a wide range of fire and fuel management scenarios. Results suggest optimal fuel treatment layouts within the Southern California's fuel break network responding to various model assumptions, which offer insights for regional fuel break planning. Comparative tests between the proposed optimization model and a rule-based simulation approach indicate that the optimization model can provide significantly better solutions within reasonable solving times, highlighting its potential to support fuel break management and planning decisions.We present a mixed integer programming model for prioritizing fuel treatments within a landscape fuel break network to maximize protection against wildfires, measured by the total fire size reduction or the sum of Wildland Urban Interface areas avoided from burning. This model uses a large dataset of simulated wildfires in a large landscape to inform fuel break treatment decisions. Its mathematical formulation is concise and computationally efficient, allowing for customization and expansion to address more complex and challenging fuel break management problems in diverse landscapes. We constructed test cases for Southern California of the United States to understand model outcomes across a wide range of fire and fuel management scenarios. Results suggest optimal fuel treatment layouts within the Southern California's fuel break network responding to various model assumptions, which offer insights for regional fuel break planning. Comparative tests between the proposed optimization model and a rule-based simulation approach indicate that the optimization model can provide significantly better solutions within reasonable solving times, highlighting its potential to support fuel break management and planning decisions. |
| Audience | Academic |
| Author | Belval, Erin J. Gannon, Benjamin M. Wei, Yu O’Connor, Christopher D. Calkin, David E. Young, Jesse D. Thompson, Matthew P. Nguyen, Dung |
| AuthorAffiliation | Marshall University, UNITED STATES OF AMERICA 5 USDA Forest Service, Rocky Mountain Research Station, Missoula, Montana, United States of America 1 Department of Forest and Rangeland Stewardship, Colorado State University, Fort Collins, Colorado, United States of America 3 Pyrologix LLC, Missoula, Montana, United States of America 2 USDA Forest Service, Rocky Mountain Research Station, Fort Collins, Colorado, United States of America 4 USDA Forest Service, National Office, Fire and Aviation Management, Fort Collins, Colorado, United States of America |
| AuthorAffiliation_xml | – name: Marshall University, UNITED STATES OF AMERICA – name: 2 USDA Forest Service, Rocky Mountain Research Station, Fort Collins, Colorado, United States of America – name: 1 Department of Forest and Rangeland Stewardship, Colorado State University, Fort Collins, Colorado, United States of America – name: 4 USDA Forest Service, National Office, Fire and Aviation Management, Fort Collins, Colorado, United States of America – name: 3 Pyrologix LLC, Missoula, Montana, United States of America – name: 5 USDA Forest Service, Rocky Mountain Research Station, Missoula, Montana, United States of America |
| Author_xml | – sequence: 1 givenname: Dung orcidid: 0000-0002-8332-4427 surname: Nguyen fullname: Nguyen, Dung – sequence: 2 givenname: Yu surname: Wei fullname: Wei, Yu – sequence: 3 givenname: Erin J. surname: Belval fullname: Belval, Erin J. – sequence: 4 givenname: Matthew P. surname: Thompson fullname: Thompson, Matthew P. – sequence: 5 givenname: Benjamin M. surname: Gannon fullname: Gannon, Benjamin M. – sequence: 6 givenname: Jesse D. surname: Young fullname: Young, Jesse D. – sequence: 7 givenname: Christopher D. surname: O’Connor fullname: O’Connor, Christopher D. – sequence: 8 givenname: David E. surname: Calkin fullname: Calkin, David E. |
| BackLink | https://www.ncbi.nlm.nih.gov/pubmed/39689080$$D View this record in MEDLINE/PubMed |
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| CitedBy_id | crossref_primary_10_1371_journal_pone_0321722 crossref_primary_10_1016_j_ecoinf_2025_103357 crossref_primary_10_1016_j_ecoinf_2025_103339 |
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| SubjectTerms | California Computer Simulation Conservation of Natural Resources - methods Decisions Design Distribution Ecology and Environmental Sciences Engineering and Technology Evaluation Forest & brush fires Fuels Integer programming Mathematical optimization Mixed integer Models, Theoretical Optimization Optimization models Physical Sciences Prescribed fire Prevention Regional planning Simulation Wildfires Wildland-urban interface |
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| Title | An optimization model to prioritize fuel treatments within a landscape fuel break network |
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