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连续压缩感知叶端定时频率估计方法

金若尘 杨志勃 杨来浩 乔百杰 冯军楠 张欢 杨志军 陈雪峰

航空学报2025,Vol.46Issue(17):121-131,11.
航空学报2025,Vol.46Issue(17):121-131,11.DOI:10.7527/S1000-6893.2025.31620

连续压缩感知叶端定时频率估计方法

Frequency estimation method for blade tip timing using continuous compressed sensing

金若尘 1杨志勃 1杨来浩 1乔百杰 1冯军楠 2张欢 2杨志军 2陈雪峰1

作者信息

  • 1. 航空动力系统与等离子体技术全国重点实验室,西安 710049||西安交通大学 机械工程学院,西安 710049
  • 2. 中国航发商用航空发动机有限责任公司,上海 200241
  • 折叠

摘要

Abstract

Due to the harsh operating environment,turbine blades are highly susceptible to failures,posing significant risks to equipment safety.Therefore,research on blade monitoring and diagnosis is of critical importance.Blade Tip-Timing(BTT)is a promising measurement technique that enables the monitoring of all blades within a stage using only a small number of probes.However,due to the limited number of probes,BTT signals often suffer from severe under-sampling,making high-accuracy signal reconstruction a key research focus in this field.Gridless frequency estimation methods based on continuous compressed sensing have been considered an effective solution to this issue.How-ever,these traditional methods are limited to ideal signals obtained under uniform probe layouts,significantly restrict-ing their applicability to real-world BTT signals.To address this limitation,this paper proposes a gridless frequency es-timation method that is independent of probe layout,overcoming the constraints of traditional gridless approaches.First,a manifold separation-based Vandermonde decomposition is developed,effectively eliminating the impact of ir-regular probe layouts on the signal covariance matrix,enabling accurate frequency recovery from irregular Toeplitz ma-trices.Based on this,an alternating projection algorithm is proposed to achieve gridless frequency estimation under ir-regular layouts.Finally,extensive simulations and experiments demonstrate that the proposed method exhibits signifi-cant advantages in robustness,high resolution,and estimation accuracy.

关键词

叶片振动/叶端定时/无网格频率估计/范德蒙德分解/流形分离

Key words

blade vibration/blade tip-timing/gridless frequency estimation/Vandermonde decomposition/mani-fold separation

分类

航空航天

引用本文复制引用

金若尘,杨志勃,杨来浩,乔百杰,冯军楠,张欢,杨志军,陈雪峰..连续压缩感知叶端定时频率估计方法[J].航空学报,2025,46(17):121-131,11.

基金项目

国家自然科学基金重大研究计划集成项目(92360306) (92360306)

国家自然科学基金优秀青年科学基金(52222504) The Major Research Plan of National Natural Science Foundation of China(92360306) (52222504)

National Natural Sci-ence Foundation of China Excellent Young Scientist Fund(52222504) (52222504)

航空学报

OA北大核心

1000-6893

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