基于神经网络的氮爆型液压破碎机救援性能优化

Tao Jiang, Xinlei Ye, Ning Cheng, Zheng Li, Caiping Zhang
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引用次数: 0

摘要

液压破碎机的设计初衷是作为道路、矿山、废墟中的一种拆除设备。由于其优异的拆除性能,起到了一定的救援作用。并且与其他专业救援设备相比,设计成本更低。但由于其安全性无法保证,存在着救援效能不足的问题。因此,采用大型多功能救援附件综合性能评价体系对氮爆型液压破碎机进行评价,确定冲击能量和频率作为救援性能指标。采用功率键合图法建立了液压破碎机的仿真模型,并验证了模型的准确性。通过分析液压破碎机各参数对救援性能的影响,确定了关键因素;综合运用均匀设计-神经网络遗传算法优化救援性能。结果表明,优化后的液压破碎机的救援性能评价得到了提高。对现有其他土方机械改造为救援设备具有借鉴意义。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Neural Network-based Optimization of Rescue Performance of Nitrogen Explosion Type Hydraulic Breaker
The original intention of hydraulic breaker design is to be used as a demolition equipment in roads, mines and ruins. Because of its excellent demolition performance, it played a certain role in rescue. And compared with other professional rescue equipment, the design cost is lower. However, because its safety cannot be guaranteed, there is a problem of insufficient rescue performance. Therefore, the comprehensive performance evaluation system of large multi-functional rescue attachments is used to evaluate a nitrogen explosion type hydraulic breaker, and the impact energy and frequency are determined as the rescue performance indicators. Establish a simulation model of hydraulic breaker using power bond graph method and verify its accuracy. The key factors are determined by analyzing the impact of various parameters of the hydraulic breaker on the rescue performance; Comprehensive utilization of uniform design-neural network-genetic algorithm to optimize the rescue performance. The results show that the rescue performance evaluation of the optimized hydraulic breaker is improved. It has reference significance for the conversion of other existing earth-moving machinery into rescue equipment.
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