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Average relative flow of single-wing labyrinth drip irrigation tape based on projection pursuit regression
The hydraulic performance of single-wing labyrinth drip irrigation tapes under the coupling effect of water and fertilizer affects the operating efficiency of the entire drip irrigation system. In this study, three types of single-wing labyrinth drip irrigation tapes were studied. We evaluated the a...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9123216/ https://www.ncbi.nlm.nih.gov/pubmed/35595883 http://dx.doi.org/10.1038/s41598-022-12638-y |
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author | Tao, Hongfei Tao, Juanqin Li, Qiao Aihemaiti, Mahemujiang Jiang, Youwei Yang, Wenxin Wei, Jianqun |
author_facet | Tao, Hongfei Tao, Juanqin Li, Qiao Aihemaiti, Mahemujiang Jiang, Youwei Yang, Wenxin Wei, Jianqun |
author_sort | Tao, Hongfei |
collection | PubMed |
description | The hydraulic performance of single-wing labyrinth drip irrigation tapes under the coupling effect of water and fertilizer affects the operating efficiency of the entire drip irrigation system. In this study, three types of single-wing labyrinth drip irrigation tapes were studied. We evaluated the average relative flow of each type and conducted indoor uniform orthogonal tests of three factors, namely, fertilizer concentration, sediment content, and operating pressure. The results showed that the order of the factors affecting the average relative flow of single-wing labyrinth drip irrigation tape was sediment content > fertilizer concentration > operating pressure. The projection pursuit regression (PPR) models of the average relative flow of three types of single-wing labyrinth drip irrigation tapes (H1, H2, and H3) were established. The root mean square errors (nRMSE) of these three models were 0.66%, 0.74%, 0.34%, respectively, indicating their excellent prediction performance. The optimal performance of the three types of tapes were obtained when the fertilizer concentration was 0.6 g/L, the sediment content was 1 g/L, and the operating pressure was 40 kPa. Under the optimal condition, the average relative flows of H1-type, H2-type, and H3-type were 0.792, 0.764, and 0.700, respectively. |
format | Online Article Text |
id | pubmed-9123216 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-91232162022-05-22 Average relative flow of single-wing labyrinth drip irrigation tape based on projection pursuit regression Tao, Hongfei Tao, Juanqin Li, Qiao Aihemaiti, Mahemujiang Jiang, Youwei Yang, Wenxin Wei, Jianqun Sci Rep Article The hydraulic performance of single-wing labyrinth drip irrigation tapes under the coupling effect of water and fertilizer affects the operating efficiency of the entire drip irrigation system. In this study, three types of single-wing labyrinth drip irrigation tapes were studied. We evaluated the average relative flow of each type and conducted indoor uniform orthogonal tests of three factors, namely, fertilizer concentration, sediment content, and operating pressure. The results showed that the order of the factors affecting the average relative flow of single-wing labyrinth drip irrigation tape was sediment content > fertilizer concentration > operating pressure. The projection pursuit regression (PPR) models of the average relative flow of three types of single-wing labyrinth drip irrigation tapes (H1, H2, and H3) were established. The root mean square errors (nRMSE) of these three models were 0.66%, 0.74%, 0.34%, respectively, indicating their excellent prediction performance. The optimal performance of the three types of tapes were obtained when the fertilizer concentration was 0.6 g/L, the sediment content was 1 g/L, and the operating pressure was 40 kPa. Under the optimal condition, the average relative flows of H1-type, H2-type, and H3-type were 0.792, 0.764, and 0.700, respectively. Nature Publishing Group UK 2022-05-20 /pmc/articles/PMC9123216/ /pubmed/35595883 http://dx.doi.org/10.1038/s41598-022-12638-y Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Tao, Hongfei Tao, Juanqin Li, Qiao Aihemaiti, Mahemujiang Jiang, Youwei Yang, Wenxin Wei, Jianqun Average relative flow of single-wing labyrinth drip irrigation tape based on projection pursuit regression |
title | Average relative flow of single-wing labyrinth drip irrigation tape based on projection pursuit regression |
title_full | Average relative flow of single-wing labyrinth drip irrigation tape based on projection pursuit regression |
title_fullStr | Average relative flow of single-wing labyrinth drip irrigation tape based on projection pursuit regression |
title_full_unstemmed | Average relative flow of single-wing labyrinth drip irrigation tape based on projection pursuit regression |
title_short | Average relative flow of single-wing labyrinth drip irrigation tape based on projection pursuit regression |
title_sort | average relative flow of single-wing labyrinth drip irrigation tape based on projection pursuit regression |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9123216/ https://www.ncbi.nlm.nih.gov/pubmed/35595883 http://dx.doi.org/10.1038/s41598-022-12638-y |
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