OPTIMIZATION AND MODELING OF WATER RESOURCE PROBLEMS BASED ON MACHINE LEARNING AND DEEP LEARNING
Keywords:
machine learning, forecasting, water pollution, water qualityAbstract
This article presents a regression model for water quality classification and forecasting developed using machine learning tools. In aquatic environment research, models and insights derived from machine learning are applied to the design, monitoring, modeling, assessment, and optimization of various water treatment and resource management systems. Furthermore, machine learning can provide solutions for controlling water pollution, improving water quality, and managing the safety of watershed ecosystems.
References
1. J. Pan, T. Leng, Y. Liu Shifosi reservoir water environmental assessment based on grey clustering Prog. Environ. Sci. Eng., 857 (2013), pp. 610-613 http://dio.org/10.4028/www.scientific.net/AMR.610-613.857 View in ScopusGoogle Scholar
2. R. Alam, Z. Ahmed, S.M. Seefat, K.T.K. Nahin Assessment of surface water quality around a landfill using multivariate statistical method, Sylhet, Bangladesh,Environ. Nanotechnol. Monit. Manag., 15 (2021), Article 100422, 10.1016/j.enmm.2020.100422 View PDFView articleView in ScopusGoogle Scholar
3. J.O. Oladipo, A.S. Akinwumiju, O.S. Aboyeji, A.A. Adelodun Comparison between fuzzy logic and water quality index methods: a case of water quality assessment in Ikare community, Southwestern Nigeria Environ. Chall., 3 (2021), Article 100038, 10.1016/j.envc.2021.100038 View PDFView articleView in ScopusGoogle Scholar
4. J. Wang, Z. Fu, H. Qiao, F. Liu Assessment of eutrophication and water quality in the estuarine area of Lake Wuli, Lake Taihu, China Sci. Total Environ., 650 (2019), pp. 1392-1402, 10.1016/j.scitotenv.2018.09.137 View PDFView articleView in ScopusGoogle Scholar
5. B. Wang, Y. Wang, S. Wang Improved water pollution index for determining spatiotemporal water quality dynamics: case study in the Erdao Songhua River Basin, China Ecol. Indicat., 129 (2021), Article 107931, 10.1016/j.ecolind.2021.107931 View PDFView articleView in ScopusGoogle Scholar
6. F.D. Simoes, A.B. Moreira, M.C. Bisinoti, S.M.N. Gimenez, M.J.S. Yabe
7. Water quality index as a simple indicator of aquaculture effects on aquatic bodies Ecol. Indicat., 8 (2008), pp. 476-484, 10.1016/j.ecolind.2007.05.002 View PDFView articleView in ScopusGoogle Scholar
