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Co-evolutionary design of discrete structures based on the ant colony optimization

机译:基于蚁群优化的离散结构协同进化设计

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摘要

In order to optimize the sizing and topology of discrete structures together and resist the combinatorial explosion of thernsolution space, a co-evolutionary design (CED) method based on ant colony optimization (ACO) for discrete structures is proposed. The tailored ant colony optimization for the sizing of structures (TACO-SS) and the tailored ant colony optimization for the topology of structures (TACO-TS) are implemented respectively. Theoretical analysis shows that the computation complexity of each sub-process in CED based on ACO above is polynomial and it guarantees the efficiency of this method. After the parameter settings in TACO-SS and TACO-TS are discussed, the convergence history of a sub-process is studied through an instance in detail. Finally, according to the design examples of the 10-bar and 15-bar trusses under different cases, the effectiveness of the CED based on ACO is validated and the effects of the loads and the deflection constraints on the co-evolutionary design are discussed.
机译:为了优化离散结构的尺寸和拓扑结构,并抵抗溶解空间的组合爆炸,提出了一种基于蚁群优化(ACO)的离散结构协同进化设计(CED)方法。分别实现了针对结构尺寸的定制蚁群优化(TACO-SS)和针对结构拓扑的定制蚁群优化(TACO-TS)。理论分析表明,上述基于ACO的CED中每个子过程的计算复杂度是多项式,保证了该方法的有效性。在讨论了TACO-SS和TACO-TS中的参数设置之后,通过实例详细研究了子过程的收敛历史。最后,根据不同情况下的10杆和15杆桁架的设计实例,验证了基于ACO的CED的有效性,并讨论了载荷和挠度约束对共同进化设计的影响。

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