{"title":"Research on the filtration efficiency and influencing factors of pontoon mesh rotary filters for micro-sprinkler irrigation","authors":"Lingwei Chen, Zhen Jin, Qiao Li, Aihemaiti Mahemujing, Youwei Jiang, Hongfei Tao","doi":"10.1038/s41545-025-00443-9","DOIUrl":null,"url":null,"abstract":"<p>In order to solve the high energy consumption and other problems of the post-pump filter, an efficient pre-pump filter, pontoon mesh rotary filter, has been developed. In this study, the physical full test under the factors of flow rate, sand content, flushing flow rate, and filtration time was carried out using filtration efficiency as an index. The results were analyzed using quantile analysis, PPR, MLP, and Sobol index, and a prediction model was established, in which the MLP-based prediction model was more effective. The influence ranking of single and double factors were determined and the optimum working conditions were proposed. The results of the study provide a reference for filters, enrich the theory of micro-pressure filtration, and provide operational parameters for filter applications.</p>","PeriodicalId":19375,"journal":{"name":"npj Clean Water","volume":"23 1","pages":""},"PeriodicalIF":10.4000,"publicationDate":"2025-03-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"npj Clean Water","FirstCategoryId":"5","ListUrlMain":"https://doi.org/10.1038/s41545-025-00443-9","RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ENGINEERING, CHEMICAL","Score":null,"Total":0}
引用次数: 0
Abstract
In order to solve the high energy consumption and other problems of the post-pump filter, an efficient pre-pump filter, pontoon mesh rotary filter, has been developed. In this study, the physical full test under the factors of flow rate, sand content, flushing flow rate, and filtration time was carried out using filtration efficiency as an index. The results were analyzed using quantile analysis, PPR, MLP, and Sobol index, and a prediction model was established, in which the MLP-based prediction model was more effective. The influence ranking of single and double factors were determined and the optimum working conditions were proposed. The results of the study provide a reference for filters, enrich the theory of micro-pressure filtration, and provide operational parameters for filter applications.
npj Clean WaterEnvironmental Science-Water Science and Technology
CiteScore
15.30
自引率
2.60%
发文量
61
审稿时长
5 weeks
期刊介绍:
npj Clean Water publishes high-quality papers that report cutting-edge science, technology, applications, policies, and societal issues contributing to a more sustainable supply of clean water. The journal's publications may also support and accelerate the achievement of Sustainable Development Goal 6, which focuses on clean water and sanitation.