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

被引:0
|
作者
Di Martino, Marcello [1 ,2 ]
Linke, Patrick [2 ,3 ]
Pistikopoulos, Efstratios N. [1 ,2 ]
机构
[1] Texas A&M Univ, Artie McFerrin Dept Chem Engn, 3122 TAMU, College Stn, TX 77843 USA
[2] Texas A&M Univ, Texas A&M Energy Inst, 1617 Res Pkwy, College Stn, TX 77845 USA
[3] Texas A&M Univ Qatar, Dept Chem Engn, Texas A&M Engn Bldg,Educ City,POB 23874, Doha, Qatar
关键词
Food-energy-water nexus; Planning and scheduling; Modularization; Mixed-integer linear programming; Multi-objective optimization; Sustainability; MANAGEMENT; SYSTEMS;
D O I
10.1016/j.compchemeng.2024.108902
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
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.
引用
收藏
页数:25
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