A semi-automatic mold cost estimation framework based upon geometry similarity

被引:6
作者
Hillsman, Cyrus [1 ]
Wang, Yan [2 ]
Nazzal, Dima [3 ]
机构
[1] Vet Adm Ctr Appl Syst Engn, Indianapolis, IN 46222 USA
[2] Georgia Inst Technol, George W Woodruff Sch Mech Engn, Atlanta, GA 30332 USA
[3] Georgia Inst Technol, H Milton Stewart Sch Ind & Syst Engn, Atlanta, GA 30332 USA
关键词
Injection molding; Cost estimation; Geometry similarity; Wavelets; Image processing; Topological descriptors; Pattern recognition; SYSTEM;
D O I
10.1007/s00170-013-4929-6
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The automation of cost estimation for manufacturing processes is a challenging task in computer-aided manufacturing. In this paper, we introduce a two-step analogy and mathematical approach to estimate the cost of injection molding. In the analogy step, data of molds are partitioned into homogeneous groups based on mold type and mold design. In the prediction step, regression models based upon geometry, topology, and other inherent shape properties are constructed within each group. The variables in the regression models within each group are extracted automatically from one orthographic two-dimensional (2D) image of the injection-molded part. Mean and variance estimates are calculated on a subset of relevant molds so that the risk of an inaccurate bid can be assessed on a subset of relevant molds.
引用
收藏
页码:1387 / 1399
页数:13
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