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基于机器学习的管材数控弯曲质量预测 被引量:6
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作者 葛宇龙 李晓星 +1 位作者 郎利辉 程鹏志 《北京航空航天大学学报》 EI CAS CSCD 北大核心 2016年第8期1691-1697,共7页
在管材数控(NC)弯曲过程中,可能出现起皱、过度减薄的质量缺陷,同时会不可避免地发生回弹,都将严重影响成形质量。为了对数控弯曲成形质量进行预测,提出了使用有限元模拟与机器学习相结合的方法,并建立了快速的成形质量预测方法。首先,... 在管材数控(NC)弯曲过程中,可能出现起皱、过度减薄的质量缺陷,同时会不可避免地发生回弹,都将严重影响成形质量。为了对数控弯曲成形质量进行预测,提出了使用有限元模拟与机器学习相结合的方法,并建立了快速的成形质量预测方法。首先,建立了有效的管材数控弯曲的参数化有限元模型,在工艺参数取值范围中随机选择进行大量的模拟实验作为样本,完成学习数据的挖掘。随后,基于径向基函数(RBF)神经网络建立壁厚减薄与回弹程度的预测模型并使用支持向量机(SVM)建立管材起皱的预测模型。最后,使用模型对新的实例进行预测,并利用模拟与数控弯曲实验对预测模型进行验证。该方法可以对大直径薄壁管材数控弯曲质量进行有效的预测,提高弯曲管件零件设计效率。 展开更多
关键词 管材数控(nc)弯曲 起皱 回弹 壁厚减薄 径向基神经网络 支持向量机(SVM)
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Effect of mandrel on cross section quality of thin-walled tube numerical controlled bending 被引量:7
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作者 谷瑞杰 杨合 +2 位作者 詹梅 李恒 王光祥 《中国有色金属学会会刊:英文版》 EI CSCD 2005年第6期1264-1274,共11页
The effect of mandrel with the structure of ball and socket on the cross section quality of thin-walled tube numerical controlled(NC) bending was studied by numerical simulation method, combined with theoretical (anal... The effect of mandrel with the structure of ball and socket on the cross section quality of thin-walled tube numerical controlled(NC) bending was studied by numerical simulation method, combined with theoretical (analysis) and experiment. Influencing factors of the mandrel include the count of mandrel heads, the diameter of mandrel and its position. According to the principle of NC tube bending, quality defects possibly produced in thin-walled tube NC bending process were analyzed and two parameters were proposed in order to describe the cross section quality of thin-walled tube NC bending. According to the geometrical dimension of tube and dies, the range of mandrel protrusion was derived. The finite element model of thin-walled tube NC bending was established based on the DYNAFORM platform, and key technological problems were solved. The model was verified by experiment. The effect of the number of mandrel heads, the diameter of mandrel and the protrusion length of mandrel on the cross section quality of thin-walled tube NC bending was revealed and how to choose mandrel parameters was presented. 展开更多
关键词 芯棒 数控弯曲 薄壁管 横截面质量
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Integrated Systemfor Tube Bending Digital Manufacturing 被引量:2
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作者 吕波 唐承统 +1 位作者 宁汝新 宋月英 《Journal of Beijing Institute of Technology》 EI CAS 2006年第2期127-132,共6页
An integrated CAD/CAPP/CAM system of tube manufacturing based on integration frame is presented. In this system, two kinds of data conventions describing tube shape are presented in tube CAD subsystem, the object-orie... An integrated CAD/CAPP/CAM system of tube manufacturing based on integration frame is presented. In this system, two kinds of data conventions describing tube shape are presented in tube CAD subsystem, the object-oriented concept and the goal-driven inference mechanism have been applied in the development of the knowledge-based CAPP subsystem and simulation of tube processing under tube bending simulation subsystem is performed based on the tube model's piecewise representation. A tube product case is considered to give the application of the integrated system, and the advantages of the system in the use of tube bending are revealed. 展开更多
关键词 numerical control nc tube bending CAD/CAPP/CAM integration process decision bending simulation
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