干旱区生态环境知识资源中心(Arid): Geneticizing input selection based advanced neural network model for sediment prediction in different climate zone

Arid

DOI	10.1016/j.asej.2024.102760
	Geneticizing input selection based advanced neural network model for sediment prediction in different climate zone
	Afan, Haitham Abdulmohsin; Mohtar, Wan Hanna Melini Wan; Aksoy, Muammer; Ahmed, Ali Najah; Khaleel, Faidhalrahman; Khan, Md Munir Hayet; Kamel, Ammar Hatem; Sherif, Mohsen; El-Shafie, Ahmed
通讯作者	Afan, HA
来源期刊	AIN SHAMS ENGINEERING JOURNAL
ISSN	2090-4479
EISSN	2090-4495
出版年	2024
卷号	15 期号:7
英文摘要	The study focuses on developing an accurate prediction model for suspended sediment load (SSL) based on antecedent SSL and water discharge values. Two Artificial Intelligence (AI) models, Hybrid and Parallel, were employed to test on the Kelantan and Mississippi Rivers in different climate zones and river sizes. The parallel model showed better performance than the hybrid in most cases, with the best results based on Mean Absolute Error (MAE) and Root Mean Square Error (RMSE) (432.06 and 782.15 respectively) for Kelantan and (31672.25 and 62356.60 respectively) for Mississippi. The multifunctional GA neural -network model results have proven its ability to predict SSL in tropical and semi -arid zones. In the Kelantan River, the 8 -input combination set was the best prediction model, showing an improvement of more than 38% compared to traditional models. The proposed method has proven to be more accurate than traditional models, ensuring better water resource planning, agricultural management and reservoir operation.
英文关键词	Input selection GA ANN SSL Climate zones
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:001241234600001
WOS关键词	MACHINE
WOS类目	Engineering, Multidisciplinary
WOS研究方向	Engineering
资源类型	期刊论文
条目标识符	http://119.78.100.177/qdio/handle/2XILL650/402804
推荐引用方式 GB/T 7714	Afan, Haitham Abdulmohsin,Mohtar, Wan Hanna Melini Wan,Aksoy, Muammer,et al. Geneticizing input selection based advanced neural network model for sediment prediction in different climate zone[J],2024,15(7).
APA	Afan, Haitham Abdulmohsin.,Mohtar, Wan Hanna Melini Wan.,Aksoy, Muammer.,Ahmed, Ali Najah.,Khaleel, Faidhalrahman.,...&El-Shafie, Ahmed.(2024).Geneticizing input selection based advanced neural network model for sediment prediction in different climate zone.AIN SHAMS ENGINEERING JOURNAL,15(7).
MLA	Afan, Haitham Abdulmohsin,et al."Geneticizing input selection based advanced neural network model for sediment prediction in different climate zone".AIN SHAMS ENGINEERING JOURNAL 15.7(2024).