一种面向色纺过程质量异常波动的因素提取方法A factor extraction method of abnormal quality fluctuation for color spinning process
张奎;邵景峰;
摘要(Abstract):
为探究色纺纺纱过程中质量特征值的波动机理,对色纺纱质量特征值波动原因进行分析。同时,对影响质量波动不确定因素的产生机理及不确定因素对色纺纱质量的影响行为进行研究。利用灰关联分析方法,设计了影响因素与纺纱质量之间的关联系数和关联度函数,进而提出一种色纺纱关键因素提取方法。结合实验和仿真,最终结果表明:关键因素提取方法能够精准得出不确定因素与色纺纱质量特征值之间的关联系数和关联度,并确定其中的关键因素;进而得出:色纺纱质量波动预测模型有利于实现色纺纱质量特征值波动规律的分析和各类不确定因素对色纺纱质量特征值影响的预警,从而为我国纺织行业提供智能分析色纺纱质量问题和提高资源利用率的理论依据。
关键词(KeyWords): 提取方法;异常因素;质量波动;色纺纱
基金项目(Foundation): 陕西省科技计划项目(项目编号:2013KRM07);; 陕西省社科基金项目(项目编号:13D026);; 陕西省社科界重大理论与现实问题研究项目(项目编号:2014Z039);; 中国纺织工业协会指导性计划项目(项目编号:2014076,2013068,2011081);; 陕西省教育科学“十二五”规划课题(项目编号:SGH140649);; 陕西省教育厅科研计划项目(项目编号:2013JK0742,11JK1055)
作者(Author): 张奎;邵景峰;
Email:
DOI: 10.19333/j.mfkj.2015.08.003
参考文献(References):
- [1]Fattahi,S R,Seyed A H,Taheri S M.Two-way prediction of cotton yarn properties and fiber properties using multivariate multiple regression[J].Journal of the Textile Institute,2011,102(10):849-856.
- [2]Malik S A,Tanwari A,Syed U,et al.Blended yarn analysis:part I:influence of blend ratio and break draft on mass variation,hairiness,and physical properties of 15 tex PES/CO blended ringspun yarn[J].Journal of Natural Fibers,2012,9(3):197-206.
- [3]Matthes A,Pusch T,Cherif C.Numerical simulation of yarn tensile force for dynamic yarn supply systems of textile machines[J].Journal of the Textile Institute,2012,103(1):70-79.
- [4]舒桂英.回归统计技术对色纺纱常发性纱疵与条干关系的研究[J].山东纺织科技,2014,56(2):26-29.
- [5]韩江洪,刘小平,杜兆芳,等.基于案例推理的纺纱质量预测模型研究[J].系统仿真学报,2009,21(5):1347-1351.
- [6]徐秋燕,陈少凤,陈益人.色纺纱质量检测与性能分析[J].武汉纺织大学学报,2014,27(3):21-26.
- [7]黄克华.色纺纱的成纱质量控制[J].纺织导报,2013(8):52-54,56.
- [8]Zurek W,Frydrych I,Zakrzewski S.A method of predicting the strength and breaking strain of cotton yarn[J].Textile Research Joural,1987,57(8):439-444.
- [9]Peyravi A,Eskandarnejad S,Moghadam M B.Dual-feed rotor spinning of cotton fiber:trash separation and yarn properties[J].The Journal of The Textile Institute,2014,105(4):377-382.
- [10]李丹,李静,杨玉倩.和声算法在色纺纱智能配色中的应用[J].现代纺织技术,2012,23(4):1-4,12.
- [11]Liang X,Ding Y S,Wang Z D,et al.Bidirectional optimization of the melting spinning process[J].IEEE Transactions on Cybernetics,2014,44(2):240-251.
- [12]Behera B K,Singh M K.Role of filament cross-section in properties of PET multifilament yarn and fabric.Part II:effect of fiber cross-sectional shapes on fabric hand[J].The Journal of The Textile Institute,2014,105(4):365-376.
- [13]邵景峰,崔尊民,王进富,等.大数据下纺织制造执行系统的构建[J].纺织器材,2013,40(6):61-67.
- [14]LüJ,Cao C H.Prediction of yarn quality based on differential evolutionary BP neural network[C]//Proceedings of the 4th International Conference on Computational and Information Sciences(ICCIS 2012).Chongqing:IEEE Press,2012:1232-1235.
- [15]Salvinija P,Petrulisa D.Influence of twisting on linen fancy yarn structure[J].Journal of Natural Fibers,2014,11(1):74-86.
- [16]Admuthe L S,Apte S D.Computational model using ANFIS and GA:Application for textile spinning process[C]//Proceedings of the 2nd IEEE International Conference on Computer Science and Information Technology(ICCSIT 2009).Beijing:IEEE Press,2009:110-114.
- [17]Mwasiagi J I,Huang X B,Wang X H.The use of hybrid algorithms to improve the performance of yarn parameters prediction models[J].Fibers and Polymers,2012,13(9):1201-1208.
- [18]Yang J G,LüZ J,Li B Z.Quality prediction in complex industrial process with support vector machine and genetic algorithm optimization:A case study[J].Applied Mechanics and Materials,2012,232:603-608.
- [19]路军营,朱光宇.基于灰熵关联分析的表面贴装多目标优化[J].计算机集成制造系统,2013,19(4):766-773.
- [20]张健,王晋东,余定坤.基于灰关联分析的连续值属性约减算法[J].计算机应用,2014,34(2):401-405.