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Model based optimization of a statistical simulation model for single diamond grinding

机译:基于模型的单金刚石磨削统计仿真模型的优化

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摘要

We present a model for simulating normal forces arising during a grind-ing process in cement for single diamond grinding. Assuming the diamond to havethe shape of a pyramid, a very fast calculation of force and removed volume can beachieved. The basic approach is the simulation of the scratch track. Its triangle profileis determined by the shape of the diamond. The approximation of the scratchtrack is realized by stringing together polyhedra. Their sizes depend on both theactual cutting depth and an error implicitly describing the material brittleness.Each scratch track part can be subdivided into three three-dimensional simplicesfor a straightforward calculation of the removed volume. Since the scratched min-eral subsoil is generally inhomogeneous, the forces at different positions of theworkpiece are expected to vary. This heterogeneous nature is considered by sam-pling from a Gaussian random field.To achieve a realistic outcome the model parameters are adjusted applyingmodel based optimization methods. A noisy Kriging model is chosen as surrogateto approximate the deviation between modelled and observed forces. This devia-tion is minimized and the results of the modelled forces and the actual forces fromconducted experiments are rather similar.
机译:我们提出了一个模型,用于模拟在单金刚石金刚石磨削的水泥磨削过程中产生的法向力。假设钻石具有金字塔形状,可以非常快速地计算力和去除体积。基本方法是对划痕轨迹的模拟。它的三角形轮廓取决于钻石的形状。通过将多面体串在一起可以实现草绘轨迹的近似。它们的尺寸取决于实际的切削深度和隐式描述材料脆性的误差。每个刮痕部分可以细分为三个三维简化符号,以便直接计算去除的体积。由于被刮擦的矿物底层土壤通常是不均匀的,因此预计在工件不同位置的力会发生变化。通过从高斯随机场中采样来考虑这种异质性。为了获得现实的结果,使用基于模型的优化方法来调整模型参数。选择一个嘈杂的克里金模型作为替代,以近似建模和观察到的力之间的偏差。这种偏差被最小化,并且模拟力的结果和来自进行的实验的实际力的结果非常相似。

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