A Hybrid Genetic/Powell Algorithm for Wind Measurement in Doppler Lidar

Author:

Jiang Shan,Wang Zhiping,Ning An,Liu Shaoshuai,Wang Di,Feng Junsheng,Yu Longbao

Abstract

Doppler peaks extraction from massive raw data is a tricky part of coherent Doppler wind Lidar (CDWL) optimization. In this paper, a hybrid genetic/Powell algorithm (HGAP) is proposed to process the power spectrum of the measured signal from CDWL. The HGAP has excellent global exploration capability, which likes traditional genetic algorithms and fast convergence, which like the Powell method. Hence, the HGAP has advantages to find the center frequency of the Doppler peaks from massive raw data, especially to search multiple peaks in complex wind field measurement. Compared with other notable algorithms, the HGAP shows excellent performance in numerical optimization when we use it to solve 27 typical benchmark functions. Then, our algorithm is used to process the raw data in a field experiment of radial wind measurement. The results show that the HGAP can obtain wind speed components quickly and accurately and has value for application in complex wind field analysis.

Funder

The Collaborative Innovation Project in Colleges and Universities of Anhui Province

Publisher

MDPI AG

Subject

Radiology, Nuclear Medicine and imaging,Instrumentation,Atomic and Molecular Physics, and Optics

Cited by 1 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Global optimization using a combination of differential evolution and modified Powell method;2023 3rd International Conference on Neural Networks, Information and Communication Engineering (NNICE);2023-02-24

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