一种基于改进的灰狼优化器的传输线塔的新型起重点位置优化方法
Guolin Wang1, Pengjie Ding2, Chaosheng Huang1
1Zhejiang Electric Transmission and Transformation Co., Ltd., Hangzhou, 310000, China.
Scientific reports
|December 11, 2023
概括
一个改进的灰狼优化算法增强了传输塔升降点的定位. 这种方法提高了效率和稳定性,通过避免局部最小值,防止了立期间的塔楼损坏.
科学领域:
- 工程 工程师 工程师 工程师
- 优化算法 优化算法
- 结构稳定性 结构稳定性
背景情况:
- 精确的起重点选择对于稳定的输电线塔架构至关重要.
- 现有的优化方法面临着效率和局部最小值捕获方面的挑战.
研究的目的:
- 开发一个改进的灰狼优化算法,用于输电线塔起重点优化.
- 为了提高优化过程的效率,稳定性和本地最佳逃避能力.
主要方法:
- 改进了灰狼优化算法,结合了良好的点设初始化策略.
- 随机运算符的集成,以增强种群突变和局部最佳逃生.
- 利用趋势信息和人口中位数来改善优化稳定性.
主要成果:
- 拟议的算法展示了优越的优化性能和更快的融合.
- 有效地克服了传统遗传,粒子群和人工鱼群算法的局限性.
- 成功地解决了优化输电线塔的起重点位置的挑战.
结论:
- 改进的灰狼优化算法为传输塔架构提供了强大的解决方案.
- 增强的初始化和突变策略显著改善了优化结果.
- 该算法为关键结构工程任务提供了更稳定,更有效的方法.
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