...
首页> 外文期刊>Journal of the Brazilian Society of Mechanical Sciences and Engineering >Multi-objective optimal design of a novel multi-function rescue attachment based on improved NSGA-II
【24h】

Multi-objective optimal design of a novel multi-function rescue attachment based on improved NSGA-II

机译:基于改进NSGA-II的新型多功能救援附件的多目标优化设计

获取原文
获取原文并翻译 | 示例

摘要

A novel multi-function rescue attachment with tonging, shearing and grasping capabilities is proposed to improve the rescue operation efficiency and save time when switching between different attachments during rescue operations. The tonging and shearing form, as well as the grasping form, of the rescue attachment, is analyzed. Furthermore, the tonging diameter, shearing diameter and grasping force are simultaneously chosen as objective functions, and respective mathematical models are established for estimating the attachment's performance. The nondominated sorting genetic algorithm (NSGA-II) is used for multi-objective optimization of the attachment. To improve the population diversity and increase the search capability and uniformity of the distribution of Pareto fronts of NSGA-II, the elitist strategy, crossover operator and mutation operator are improved. The Pareto front is visualized in a specific polygon, and the best solution is then selected. More importantly, the simulation results indicate that the astringency, population diversity and search ability of the proposed algorithm can be improved. The uniformity of the Pareto front distribution can also be improved, which may lead to an increased number of available design schemes. The values of the three objectives of the best solution obtained via the improved algorithm are superior to those for other algorithms.
机译:提出了一种具有钳、剪、抓能力的新型多功能救援附件,以提高救援作业效率,节省救援作业中不同附件切换的时间。分析了救援附件的夹剪形式以及抓取形式。此外,同时选择钳齿直径、剪切直径和抓取力作为目标函数,并建立相应的数学模型来估计附件的性能。采用非支配分选遗传算法(NSGA-II)对附着物进行多目标优化。为了提高NSGA-II的种群多样性,提高搜索能力和帕累托前沿分布的均匀性,改进了精英策略、交叉算子和突变算子。帕累托正面在特定多边形中可视化,然后选择最佳解决方案。更重要的是,仿真结果表明,所提算法的涩味、种群多样性和搜索能力都有待提高。帕累托正面分布的均匀性也可以提高,这可能会导致可用设计方案数量的增加。通过改进算法获得的最佳解的三个目标的值优于其他算法。

著录项

相似文献

  • 外文文献
  • 中文文献
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号