Compressor Blade Vibration Measurement Using Radio Frequency Amplitude and Frequency Modulation

Abstract Radio Frequency (RF) sensors are a novel, non-contact, low-power measurement technology that offers potential for engine health monitoring. A series of experiments were conducted in a single-stage compressor to study the RF sensor response to blade vibrations. Dual-polarized 18 GHz waveguide antennas were placed over the rotor while synchronous and asynchronous vibrations were induced. A mathematical model based on amplitude and frequency modulation is proposed. The RF signal is amplitude modulated by the blade passage and blade vibrations, and frequency modulated due to Doppler shift from blade passage. The model showed qualitative agreement with the RF data in the frequency domain. The RF data was pre-conditioned based on the mathematical model and used as the input into a simple, multi-layer neural network for regression analysis. The results demonstrated that blade vibration deflection by nodal diameter can be predicted from RF measurements using a simple, artificial neural network based regression algorithm.

Authors

Institutions

Publication Details

Published
2025-06-16
DOI
https://doi.org/10.1115/gt2025-154063
Primary Topic
Bladed Disk Vibration Dynamics
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Compressor Blade Vibration Measurement Using Radio Frequency Amplitude and Frequency Modulation

Thomas G. Pratt, Yuko Inoue, Scott Morris, Nathaniel Griggs
Bladed Disk Vibration Dynamics
article

Compressor Blade Vibration Measurement Using Radio Frequency Amplitude and Frequency Modulation

Thomas G. Pratt, Yuko Inoue, Scott Morris, Nathaniel Griggs
article en

Abstract

Abstract Radio Frequency (RF) sensors are a novel, non-contact, low-power measurement technology that offers potential for engine health monitoring. A series of experiments were conducted in a single-stage compressor to study the RF sensor response to blade vibrations. Dual-polarized 18 GHz waveguide antennas were placed over the rotor while synchronous and asynchronous vibrations were induced. A mathematical model based on amplitude and frequency modulation is proposed. The RF signal is amplitude modulated by the blade passage and blade vibrations, and frequency modulated due to Doppler shift from blade passage. The model showed qualitative agreement with the RF data in the frequency domain. The RF data was pre-conditioned based on the mathematical model and used as the input into a simple, multi-layer neural network for regression analysis. The results demonstrated that blade vibration deflection by nodal diameter can be predicted from RF measurements using a simple, artificial neural network based regression algorithm.

University of Notre Dame (US)
Affordable and clean energy
Openalex Percentile: Top 78%
Bladed Disk Vibration Dynamics
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Compressor Blade Vibration Measurement Using Radio Frequency Amplitude and Frequency Modulation — Thomas G. Pratt, Yuko Inoue, et al. · (2025) | TGRS Research Map | TGRS