Overcoming modeling and computational complexity challenges in food–energy–water nexus optimization

被引:0
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作者
Di Martino, Marcello [1 ,2 ]
Linke, Patrick [2 ,3 ]
Pistikopoulos, Efstratios N. [1 ,2 ]
机构
[1] Artie McFerrin Department of Chemical Engineering, Texas A&M University, 3122 TAMU, College Station,TX,77843, United States
[2] Texas A&M Energy Institute, Texas A&M University, 1617 Research Pkwy, College Station,TX,77845, United States
[3] Department of Chemical Engineering, Texas A&M University at Qatar, Texas A&M Engineering Building, Doha, Education City,PO Box 23874, Qatar
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Integer linear programming;
D O I
10.1016/j.compchemeng.2024.108902
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摘要
The food–energy–water nexus (FEWN) postulates that sustainable decision-making regarding the interconnected resources food, energy and water must consider all involved resources holistically. Due to its multi-scale complexity, modeling challenges and computational intractability regarding the interconnected FEWN optimization remain. To overcome these challenges, this work proposes employing surrogate models based on data-driven and model optimization techniques, while quantifying the introduced errors due to both the selected approximation and optimization methods. In turn, we derive a mixed-integer linear FEWN planning and scheduling optimization model based on a greenhouse farming, a renewable energy and a reverse osmosis desalination water supply system, which is initially computationally intractable. This computational complexity is first discussed and overcome for the energy–water nexus supply system, before solving the complete FEWN supply system by utilizing strategies such as relaxation, modularization and convex hull reformulation. © 2024 Elsevier Ltd
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