Integration of uniform design and quantum-behaved particle swarm optimization to the robust design for a railway vehicle suspension system under different wheel conicities and wheel rolling radii

被引:5
作者
Cheng, Yung-Chang [1 ]
Lee, Cheng-Kang [2 ]
机构
[1] Kaohsiung First Univ Sci & Technol, Dept Mech & Automat Engn, Kaohsiung 811, Taiwan
[2] Cheng Shiu Univ, Dept Ind Engn & Management, Kaohsiung 833, Taiwan
关键词
Speed-dependent nonlinear creep model; Quantum-behaved particle swarm optimization; Uniform design; Wheel rolling radius; Hunting stability; HUNTING STABILITY; LATERAL STABILITY; MODEL; SPEED; CONVERGENCE; DYNAMICS; SAFETY;
D O I
10.1007/s10409-017-0658-7
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
This paper proposes a systematic method, integrating the uniform design (UD) of experiments and quantum-behaved particle swarm optimization (QPSO), to solve the problem of a robust design for a railway vehicle suspension system. Based on the new nonlinear creep model derived from combining Hertz contact theory, Kalker's linear theory and a heuristic nonlinear creep model, the modeling and dynamic analysis of a 24 degree-of-freedom railway vehicle system were investigated. The Lyapunov indirect method was used to examine the effects of suspension parameters, wheel conicities and wheel rolling radii on critical hunting speeds. Generally, the critical hunting speeds of a vehicle system resulting from worn wheels with different wheel rolling radii are lower than those of a vehicle system having original wheels without different wheel rolling radii. Because of worn wheels, the critical hunting speed of a running railway vehicle substantially declines over the long term. For safety reasons, it is necessary to design the suspension system parameters to increase the robustness of the system and decrease the sensitive of wheel noises. By applying UD and QPSO, the nominal-the-best signal-to-noise ratio of the system was increased from -48.17 to -34.05 dB. The rate of improvement was 29.31%. This study has demonstrated that the integration of UD and QPSO can successfully reveal the optimal solution of suspension parameters for solving the robust design problem of a railway vehicle suspension system.
引用
收藏
页码:963 / 980
页数:18
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