干旱区生态环境知识资源中心(Arid): An artificial intelligence-based model for optimal conjunctive operation of surface and groundwater resources

Arid

DOI	10.1038/s41467-024-44758-6
	An artificial intelligence-based model for optimal conjunctive operation of surface and groundwater resources
	Akbarifard, Saeid; Madadi, Mohamad Reza; Zounemat-Kermani, Mohammad
通讯作者	Akbarifard, S
来源期刊	NATURE COMMUNICATIONS
EISSN	2041-1723
出版年	2024
卷号	15 期号:1
英文摘要	A hybrid simulation-optimization model is proposed for the optimal conjunctive operation of surface and groundwater resources. This second-level model is created by finding and combining the best aspects of two resilient metaheuristics, the moth swarm algorithm and the symbiotic organization search algorithm, and then connecting the resulting algorithm to an artificial neural network simulator. For assessment of the developed model efficiency, its results are compared with two first-level simulation-optimization models. The comparisons reveal that the operation policies obtained by the developed second-level model can reliably supply more than 99% of the total demands in the study regions, indicating its superior efficiency compared to the two other first-level models. In addition, the highest sustainability index in the study regions belongs to the proposed model. Comparing the results of this research with those of other recent studies confirm the supremacy of the developed second-level model over several previously developed models. Towards optimizing the conjunctive operation of surface and groundwater resources in arid and semi-arid regions, here the authors propose a hybrid method involving moth-swarm and symbiotic organism search algorithms and artificial neural networks and demonstrate it for the HalilRood basin.
类型	Article
语种	英语
开放获取类型	gold
收录类别	SCI-E
WOS记录号	WOS:001147728500011
WOS关键词	SYSTEM
WOS类目	Multidisciplinary Sciences
WOS研究方向	Science & Technology - Other Topics
资源类型	期刊论文
条目标识符	http://119.78.100.177/qdio/handle/2XILL650/404966
推荐引用方式 GB/T 7714	Akbarifard, Saeid,Madadi, Mohamad Reza,Zounemat-Kermani, Mohammad. An artificial intelligence-based model for optimal conjunctive operation of surface and groundwater resources[J],2024,15(1).
APA	Akbarifard, Saeid,Madadi, Mohamad Reza,&Zounemat-Kermani, Mohammad.(2024).An artificial intelligence-based model for optimal conjunctive operation of surface and groundwater resources.NATURE COMMUNICATIONS,15(1).
MLA	Akbarifard, Saeid,et al."An artificial intelligence-based model for optimal conjunctive operation of surface and groundwater resources".NATURE COMMUNICATIONS 15.1(2024).