A robust multi-objective optimization model for grid-scale design of sustainable cropping patterns: A case study

被引:0
作者
Taheri, Nima [1 ]
Pishvaee, Mir Saman [1 ]
Jahani, Hamed [2 ]
机构
[1] Iran Univ Sci & Technol, Sch Ind Engn, Tehran, Iran
[2] RMIT Univ, Sch Accounting Informat Syst & Supply Chain, Melbourne, Australia
关键词
Cropping pattern; Food security; Sustainable agriculture; Robust optimization; System dynamics; SPATIAL OPTIMIZATION; AGRICULTURAL WATER; DECISION-MAKING; IRRIGATION; ALLOCATION; SOIL; BIOMASS; FOOD;
D O I
10.1016/j.cie.2024.110772
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In the face of growing population, water scarcity, and increasing food demand, there is a pressing need to shift towards optimized, resource-efficient, climate-resilient, and sustainable agricultural practices. In light of that, designing a sustainable cropping pattern that considers the procedure of resource allocation based on land capabilities and crop features is vital for ensuring long-term food production and safeguarding the delicate balance of ecosystems. Motivated by this imperative, this study proposes a comprehensive framework that integrates Geographic Information System (GIS), System Dynamics (SD), and optimization to address the sustainable design of cropping patterns. The framework assesses grid-scale land suitability, models dynamic water resource interactions, and optimizes resource allocation based on crop calendar considerations. For the first time, a dynamic crop inventory is integrated into the cropping pattern optimization process, addressing food security concerns in a comprehensive manner. In order to evaluate the effect of uncertainties on the designed system, a robust optimization model is developed based on convex sets. The results demonstrate the advantages of the robust model in situations with uncertainty. Despite a 5% reduction in profit compared to the deterministic solution, the robust design achieves a 25% decrease in irrigation, highlighting the cost of ensuring sustainability. The deterministic approach prioritizes crops based on their economic value, whereas the robust solution considers the volume of irrigation required for a sustainable design. The managerial implications emphasize the importance of prioritizing water-efficient and climate-resilient agricultural practices to guarantee long-term food security.
引用
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页数:22
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共 79 条
[1]   Gradually optimization of cropping pattern in Saudi Arabia for sustainable agricultural development until 2030 [J].
Abdelbaki, Ahmed M. ;
Alzahrani, Abdulaziz S. .
AIN SHAMS ENGINEERING JOURNAL, 2024, 15 (04)
[2]   A Multi-Layer blood supply chain configuration and optimization under uncertainty in COVID-19 pandemic [J].
Abdolazimi, Omid ;
Ma, Junfeng ;
Shishebori, Davood ;
Ardakani, Majid Alimohammadi ;
Masaeli, Seyed Erfan .
COMPUTERS & INDUSTRIAL ENGINEERING, 2023, 182
[3]   New hydro-economic system dynamics and agent-based modeling for sustainable urban groundwater management: A case study of Dehno, Yazd Province, Iran [J].
Arasteh, Mohammad Ali ;
Farjami, Yaghoub .
SUSTAINABLE CITIES AND SOCIETY, 2021, 72
[4]   A systematic review of optimization methods for recovery planning in cyber-physical infrastructure networks: Current state and future trends [J].
Aslani, Babak ;
Mohebbi, Shima ;
Oughton, Edward .
COMPUTERS & INDUSTRIAL ENGINEERING, 2024, 192
[5]   The price of robustness [J].
Bertsimas, D ;
Sim, M .
OPERATIONS RESEARCH, 2004, 52 (01) :35-53
[6]   Optimizing Reservoir Operation Policy Using Chance Constraint Nonlinear Programming for Koga Irrigation Dam, Ethiopia [J].
Birhanu, Kassahun ;
Alamirew, Tena ;
Dinka, Megersa Olumana ;
Ayalew, Semu ;
Aklog, Dagnachew .
WATER RESOURCES MANAGEMENT, 2014, 28 (14) :4957-4970
[7]   AHP and GIS based land suitability analysis for Cihanbeyli (Turkey) County [J].
Bozdag, Ayla ;
Yavuz, Fadim ;
Gunay, Ash Suha .
ENVIRONMENTAL EARTH SCIENCES, 2016, 75 (09)
[8]   A PREFERENCE RANKING ORGANIZATION METHOD - (THE PROMETHEE METHOD FOR MULTIPLE CRITERIA DECISION-MAKING) [J].
BRANS, JP ;
VINCKE, PH .
MANAGEMENT SCIENCE, 1985, 31 (06) :647-656
[9]   A novel Pythagorean fuzzy set integrated Choquet integral approach for vertical farming technology assessment [J].
Buyukozkan, Gulcin ;
Gocer, Fethullah ;
Uzturk, Deniz .
COMPUTERS & INDUSTRIAL ENGINEERING, 2021, 158
[10]   Disclosing the future food security risk of China based on crop production and water scarcity under diverse socioeconomic and climate scenarios [J].
Chen, Lei ;
Chang, Jianxia ;
Wang, Yimin ;
Guo, Aijun ;
Liu, Yuanyuan ;
Wang, Qianqian ;
Zhu, Yuelu ;
Zhang, Yong ;
Xie, Zhengyi .
SCIENCE OF THE TOTAL ENVIRONMENT, 2021, 790