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首页> 外文期刊>Journal of The institution of engineers (India), Series C >A Study on the Optimization Performance of Fireworks and Cuckoo Search Algorithms in Laser Machining Processes
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A Study on the Optimization Performance of Fireworks and Cuckoo Search Algorithms in Laser Machining Processes

机译:烟花加工中烟火和布谷鸟搜索算法的优化性能研究

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摘要

Laser machining is a promising non-contact process for effective machining of difficult-to-process advanced engineering materials. Increasing interest in the use of lasers for various machining operations can be attributed to its several unique advantages, like high productivity, non-contact processing, elimination of finishing operations, adaptability to automation, reduced processing cost, improved product quality, greater material utilization, minimum heat-affected zone and green manufacturing. To achieve the best desired machining performance and high quality characteristics of the machined components, it is extremely important to determine the optimal values of the laser machining process parameters. In this paper, fireworks algorithm and cuckoo search (CS) algorithm are applied for single as well as multi-response optimization of two laser machining processes. It is observed that although almost similar solutions are obtained for both these algorithms, CS algorithm outperforms fireworks algorithm with respect to average computation time, convergence rate and performance consistency.
机译:激光加工是一种有前途的非接触式工艺,可以有效地加工难以加工的高级工程材料。激光在各种机械加工中的使用越来越引起人们的兴趣,这归因于其几个独特的优势,例如高生产率,非接触式加工,无需精加工操作,对自动化的适应性,降低的加工成本,提高的产品质量,更高的材料利用率,最小的热影响区和绿色制造。为了获得最佳的加工性能和加工零件的高质量特性,确定激光加工参数的最佳值极为重要。本文将烟花算法和布谷鸟搜索(CS)算法应用于两种激光加工过程的单响应和多响应优化。可以看出,尽管对于这两种算法都获得了几乎相似的解决方案,但是在平均计算时间,收敛速度和性能一致性方面,CS算法要比烟花算法好。

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