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A Semiautomatic Cost Estimation Framework based upon Geometry Similarity

机译:基于几何相似性的半自动成本估算框架

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The automation of cost estimation for manufacturing processes is a challenging task in computer-aided manufacturing. In this paper, we introduce a two-step approach to estimate the cost of injection molds. In the analogy step, data of molds are partitioned into homogeneous groups, and in the mathematical step regression models within each group are constructed. The regression models within each group are based upon geometric and topological complexity that can be extracted automatically from one orthographic 2D image of the injection-molded part print. Based upon the 2D image, wavelet and regional descriptors of boundaries as well as other inherent shape properties, including size, and number of boundaries, is used to construct regression models. Mean estimates and prediction intervals are calculated on a subset of relevant molds so that we can evaluate the risk of an inaccurate bid.
机译:制造过程的成本估算自动化是计算机辅助制造中的具有挑战性的任务。 在本文中,我们介绍了一种两步的方法来估计注塑模具的成本。 在类比的步骤中,模具的数据被划分为均相组,并且在每个组内的数学步骤回归模型中被构造。 每个组内的回归模型基于几何和拓扑复杂性,可以从注塑成型部分打印的一个正曲面2D图像自动提取。 基于2D图像,小波和区域的区域描述符以及其他固有形状属性,包括尺寸和边界数,用于构建回归模型。 在相关模具的子集上计算平均估计和预测间隔,以便我们可以评估不准确的出价的风险。

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