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Multiobjective Optimization of Steering Mechanism for Rotary Steering System Using Modified NSGA-II and Fuzzy Set Theory

机译:改进的NSGA-II和模糊集理论的旋转转向系统转向机构多目标优化

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摘要

Due to the complicated design process of gear train, optimization is a significant approach to improve design efficiency. However, the design of gear train is a complex multiobjective optimization with mixed continuous-discrete variables under numerous nonlinear constraints, and conventional optimization algorithms are not suitable to deal with such optimization problems. In this paper, based on the established dynamic model of steering mechanism for rotary steering system, the key component of which is a planetary gear set with teeth number difference, the optimization problemof steering mechanism is formulated to achieve minimum dynamic responses and outer diameter by optimizing structural parameters under geometric, kinematic, and strength constraints. An optimization procedure based on modified NSGA-II by incorporating dynamic crowding distance strategies and fuzzy set theory is applied to the multiobjective optimization. For comparative purpose, NSGA-II is also employed to obtain Pareto optimal set, and dynamic responses of original and optimized designs are compared. The results show the optimized design has better dynamic responses with minimum outer diameter and the response decay decreases faster. The optimization procedure is feasible to the design of gear train, and this study can provide guidance for designer at the preliminary design phase of mechanical structures with gear train.
机译:由于齿轮系的设计过程复杂,因此优化是提高设计效率的重要途径。然而,齿轮系的设计是在众多非线性约束下具有混合连续离散变量的复杂多目标优化,并且传统的优化算法不适合解决此类优化问题。本文基于已建立的旋转转向系统转向机构动力学模型,该模型的关键部件是带有齿数差的行星齿轮组,提出了转向机构的优化问题,通过优化实现最小动力响应和外径受几何,运动和强度约束的结构参数。结合动态拥挤距离策略和模糊集理论,基于改进NSGA-II的优化程序被应用于多目标优化。为了进行比较,还使用NSGA-II获得帕累托最优集,并比较了原始设计和优化设计的动态响应。结果表明,优化的设计具有更好的动态响应,且外径最小,响应衰减更快。优化程序对于齿轮系的设计是可行的,这项研究可以为齿轮系机械结构的初步设计阶段的设计人员提供指导。

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  • 来源
    《Mathematical Problems in Engineering》 |2015年第9期|875872.1-875872.13|共13页
  • 作者单位

    Tianjin Univ, Key Lab Mech Theory & Equipment Design, Minist Educ, Tianjin 300072, Peoples R China.;

    Tianjin Univ, Key Lab Mech Theory & Equipment Design, Minist Educ, Tianjin 300072, Peoples R China.;

    CNPC Bohai Drilling Engn Co Ltd, Tianjin 300457, Peoples R China.;

    Tianjin Univ, Key Lab Mech Theory & Equipment Design, Minist Educ, Tianjin 300072, Peoples R China.;

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  • 入库时间 2022-08-17 13:53:47

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