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Application of decomposition techniques in a wildfire suppression optimization model
Resource assignment and scheduling models provides an automatic and fast decision support system for wildfire suppression logistics. However, this process generates challenging optimization problems in many real-world cases, and the computational time becomes a critical issue, especially in realistic-size instances. Thus, to overcome that limitation, this work studies and applies a set of decomposition techniques such as augmented Lagrangian, branch and price, and Benders decomposition’s to a wildfire suppression model. Moreover, a reformulation strategy, inspired by Benders’ decomposition, is also introduced and demonstrated. Finally, a numerical study comparing the behavior of the proposals using different problem sizes is conducted.
Application of decomposition techniques in a wildfire suppression optimization model
Resource assignment and scheduling models provides an automatic and fast decision support system for wildfire suppression logistics. However, this process generates challenging optimization problems in many real-world cases, and the computational time becomes a critical issue, especially in realistic-size instances. Thus, to overcome that limitation, this work studies and applies a set of decomposition techniques such as augmented Lagrangian, branch and price, and Benders decomposition’s to a wildfire suppression model. Moreover, a reformulation strategy, inspired by Benders’ decomposition, is also introduced and demonstrated. Finally, a numerical study comparing the behavior of the proposals using different problem sizes is conducted.
Application of decomposition techniques in a wildfire suppression optimization model
Optim Eng
Rodríguez-Veiga, Jorge (author) / Penas, David R. (author) / González-Rueda, Ángel M. (author) / Ginzo-Villamayor, María José (author)
Optimization and Engineering ; 24 ; 2513-2548
2023-12-01
36 pages
Article (Journal)
Electronic Resource
English
Integer programming , Assignment problems , Wildfire management , Decomposition techniques , Benders decomposition Mathematics , Optimization , Engineering, general , Systems Theory, Control , Environmental Management , Operations Research/Decision Theory , Financial Engineering , Mathematics and Statistics
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