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基于改进海洋捕食者算法的输电塔结构优化

Structural optimization of transmission tower based on improved marine predators algorithm

期刊信息

合肥工业大学(自然科学版),2024年4月,第47卷第4期:539-547

DOI: 10.3969/j.issn.1003-5060.2024.04.017

作者信息

周庆丰 $ ^{1} $,余宗斌 $ ^{2} $,张树林 $ ^{3} $,鲁杭 $ ^{2} $,周焕林 $ ^{1} $

(1. 合肥工业大学 土木与水利工程学院,安徽 合肥 230009;2. 国网安徽省电力有限公司 宣城供电公司,安徽 宣城 242000;3. 中国能源建设集团 安徽省电力设计院有限公司,安徽 合肥 230601)

摘要和关键词

摘要: 为确保输电塔架线施工时取消临时拉线工况下输电塔架线施工安全,需对其结构进行优化设计。文章建立输电塔结构的计算模型,采用罚函数法确定海洋捕食者算法(marine predators algorithm, MPA)的目标函数;考虑到MPA易陷入局部最优、收敛速度慢的缺点,提出一种融合折射反向学习策略和黄金正弦算法的改进海洋捕食者算法(improved marine predators algorithm, IMPA),并将其在6个基准测试函数数值实验中与其他算法进行比较,结果表明IMPA具有更好的收敛性和求解精度。利用IMPA对输电塔结构在特殊工况下进行优化,结果表明IMPA可以对三维杆系结构进行优化设计,优化后的输电塔具有较好的力学性能。

关键词: 输电塔;海洋捕食者算法(MPA);结构优化;离散化变量;极限承载力

Authors

ZHOU Qingfeng $ ^{1} $, YU Zongbin $ ^{2} $, ZHANG Shulin $ ^{3} $, LU Hang $ ^{2} $, ZHOU Huanlin $ ^{1} $

(1. School of Civil and Hydraulic Engineering, Hefei University of Technology, Hefei 230009, China; 2. Xuancheng Power Supply Company, State Grid Anhui Electric Power Co., Ltd., Xuancheng 242000, China; 3. China Energy Engineering Group Anhui Electric Power Design Institute Co., Ltd., Hefei 230601, China)

Abstract and Keywords

Abstract: In order to ensure the safety of the transmission tower line construction under the condition of cancelling the temporary pull line, the structure of the transmission tower line needs to be optimized. This paper establishes a computational model of transmission tower structure, and the penalty function method is used to determine the objective function of the marine predators algorithm (MPA). Then, considering the shortcomings of MPA such as easily falling into local optimum and slow convergence speed, an improved marine predators algorithm (IMPA) that integrates the refracted opposition-based learning (ROBL) strategy and the golden sine algorithm (Gold-SA) is proposed and compared with other algorithms on six benchmark test functions in numerical experiments. The results show that the IMPA has better convergence and solution accuracy. The IMPA is used to optimize the transmission tower structure under special working conditions. The results show that the IMPA can optimize the design of the three-dimensional truss structure, and the optimized transmission tower has good mechanical properties.

Keywords: transmission tower; marine predators algorithm(MPA); structural optimization; discrete variables; ultimate bearing capacity

基金信息

国家自然科学基金资助项目(11672098)

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