Multi-Objective Optimization of Modified Cycloidal-Toothed Gerotor Pumps by Genetic Algorithm

Andrew J. Robison, A. Vacca
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引用次数: 1

Abstract

Cycloidal-toothed gerotors are formed by the combination of epicycloid and a hypocyloid arcs that use the pitch circles as their base circles. They are a common profile type used in industry likely because they can be generated by simple parametric equations. One of the problems with the cycloidal-toothed profile type is that the radius of curvature of both the inner and outer gear are zero when the gears contact at the pitch point which can lead to high contact stress. A gear generation algorithm has been developed that modifies the hypocycloid tooth form to eliminate contact in regions with very low radii of curvature that is yet to be described in scientific literature. Seven performance metrics are developed to evaluate size, flow ripple, adhesive wear, contact stress, radial gap leakage, lateral gap leakage, and inlet throttling that are used as objective functions in a multi-objective optimization. The pump geometry is optimized by applying the NSGA-II algorithm with a population size of 1000 for 500 generations to produce a pareto front, and the results are compared to two cycloidal-toothed gerotors used in the automotive industry. Two designs were found that significantly reduce the contact stress in the profiles while giving the same performance in the other six objective functions in comparison to the profiles used in industry. Another two designs are found that can significantly reduce several objective functions if the size of the pump can be increased slightly.
改进摆线齿转子泵的遗传算法多目标优化
摆线齿转子由外摆线和以节圆为基圆的准摆线弧组合而成。它们是工业中常用的轮廓类型,可能是因为它们可以由简单的参数方程生成。摆线齿廓型的问题之一是,当齿轮在节点接触时,内外齿轮的曲率半径都为零,这可能导致高接触应力。一种齿轮生成算法已经开发,修改准摆线齿形,以消除接触与非常低的曲率半径的区域,尚未在科学文献中描述。开发了七个性能指标来评估尺寸、流动脉动、粘接磨损、接触应力、径向间隙泄漏、侧向间隙泄漏和进口节流,这些指标被用作多目标优化中的目标函数。采用人口规模为1000的NSGA-II算法优化了泵的几何形状,产生了500代的帕雷托前,并将结果与汽车工业中使用的两个摆线齿转子进行了比较。与工业中使用的轮廓相比,发现两种设计显着降低了轮廓中的接触应力,同时在其他六个目标函数中提供相同的性能。另外两种设计发现,如果泵的尺寸可以稍微增加,可以显着降低几个目标函数。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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