{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,7,30]],"date-time":"2025-07-30T13:27:43Z","timestamp":1753882063883,"version":"3.41.2"},"reference-count":23,"publisher":"World Scientific Pub Co Pte Ltd","issue":"04","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["J. Info. Know. Mgmt."],"published-print":{"date-parts":[[2022,12]]},"abstract":"<jats:p> In recent years, there exist few difficulties for textile industries to predict the yarn nep index for small data and data with mutation. To fill this gap, a yarn nep prediction method combining grey correlation analysis and nearest-neighbour prediction method is proposed. In this paper, 26 indicators such as the raw cotton quality indicators and key process parameters are used as the input of the prediction model for yarn nep. The experimental results show that the relative error of the new method is lower than 10%, while the relative error of the individual data predicted by the traditional three-layer BP neural network is very large. Compared with the BP neural network, the average relative error and root-mean-square error of our proposed method are smaller, while the data are stable and the volatility is small. The prediction performance meets the user\u2019s requirements. The effectiveness of the proposed model is proved. <\/jats:p>","DOI":"10.1142\/s0219649222500526","type":"journal-article","created":{"date-parts":[[2022,6,23]],"date-time":"2022-06-23T08:21:38Z","timestamp":1655972498000},"source":"Crossref","is-referenced-by-count":5,"title":["A Yarn Nep Prediction Method Combining Grey Correlation and Nearest Neighbour"],"prefix":"10.1142","volume":"21","author":[{"given":"Fenglong","family":"Wu","sequence":"first","affiliation":[{"name":"Zhengzhou University of Light Industry, Zhengzhou, Henan 450002, P.\u00a0R.\u00a0China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Chunxue","family":"Wei","sequence":"additional","affiliation":[{"name":"Henan Light Industry Vocational College, Zhengzhou, Henan 450002, P.\u00a0R.\u00a0China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Baowei","family":"Zhang","sequence":"additional","affiliation":[{"name":"Zhengzhou University of Light Industry, Zhengzhou, Henan 450002, P.\u00a0R.\u00a0China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"219","published-online":{"date-parts":[[2022,6,23]]},"reference":[{"key":"S0219649222500526BIB001","doi-asserted-by":"publisher","DOI":"10.1016\/j.aej.2021.08.057"},{"issue":"1","key":"S0219649222500526BIB002","first-page":"83","volume":"43","author":"Abdelmoghny AM","year":"2021","journal-title":"Egyptian Journal of Agronomy"},{"key":"S0219649222500526BIB003","doi-asserted-by":"publisher","DOI":"10.21608\/assjm.2019.98115"},{"key":"S0219649222500526BIB004","doi-asserted-by":"publisher","DOI":"10.1533\/joti.2005.0134"},{"key":"S0219649222500526BIB005","doi-asserted-by":"publisher","DOI":"10.1177\/0040517519896761"},{"key":"S0219649222500526BIB006","doi-asserted-by":"publisher","DOI":"10.1016\/j.compag.2018.10.024"},{"key":"S0219649222500526BIB007","doi-asserted-by":"publisher","DOI":"10.1007\/s12665-021-09698-0"},{"key":"S0219649222500526BIB008","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-15740-1_112"},{"key":"S0219649222500526BIB009","doi-asserted-by":"publisher","DOI":"10.1109\/ICNN.1995.488968"},{"issue":"3","key":"S0219649222500526BIB010","first-page":"1009","volume":"9","author":"Kotb NA","year":"2012","journal-title":"Life Science Journal"},{"issue":"4","key":"S0219649222500526BIB011","first-page":"1018","volume":"32","author":"Liu Y","year":"2011","journal-title":"Rock and Soil Mechanics"},{"issue":"5","key":"S0219649222500526BIB013","first-page":"96","volume":"4","author":"Murugan K","year":"2021","journal-title":"International Journal of Research in Engineering, Science and Management"},{"issue":"3","key":"S0219649222500526BIB014","first-page":"52","volume":"14","author":"Ozcelik G","year":"2006","journal-title":"Fibres & Textiles in Eastern Europe"},{"key":"S0219649222500526BIB016","first-page":"7033","volume-title":"Proceedings of the 38th Chinese Control Conference","author":"Shao J","year":"2019"},{"issue":"11","key":"S0219649222500526BIB017","first-page":"51","volume":"38","author":"Si X","year":"2010","journal-title":"Cotton Textile Technology"},{"issue":"4","key":"S0219649222500526BIB018","first-page":"1213","volume":"20","author":"Srinivasan K","year":"2019","journal-title":"Journal of Internet Technology"},{"issue":"4","key":"S0219649222500526BIB019","first-page":"63","volume":"15","author":"Ureyen ME","year":"2007","journal-title":"Fibres & Textiles in Eastern Europe"},{"key":"S0219649222500526BIB020","doi-asserted-by":"publisher","DOI":"10.22581\/muet1982.2201.02"},{"issue":"9","key":"S0219649222500526BIB021","first-page":"158","volume":"2019","author":"Wang D","year":"2019","journal-title":"Shandong Industrial Technology"},{"key":"S0219649222500526BIB022","doi-asserted-by":"publisher","DOI":"10.1016\/j.chemolab.2020.103956"},{"key":"S0219649222500526BIB023","doi-asserted-by":"publisher","DOI":"10.1177\/0040517520924750"},{"key":"S0219649222500526BIB024","doi-asserted-by":"publisher","DOI":"10.1007\/s40034-021-00216-2"},{"key":"S0219649222500526BIB025","doi-asserted-by":"publisher","DOI":"10.1177\/00405175211022619"}],"container-title":["Journal of Information &amp; 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