Radiated Noise Assessment of Shipboard Systems Using Vibration Analysis
Name
elatov-elatov-smme-meche-2022-thesis.pdf
Description
Thesis PDF
Size
27.72 MB
Format
Adobe PDF
Checksum (MD5)
e2d212483f61c255b22b3128b56237b8
Author(s)
Elatov, David
Advisor(s)
Leeb, Steven B.
Date Issued
February 2022
Publisher
Massachusetts Institute of Technology
Abstract
Since the emergence of acoustic warfare, especially in modern times, noise regulation of ships has become a concern, leading to ships being built and tested with rigorous and periodical measures to ensure their noise signatures are minimal. Simultaneously, other predictive maintenance and load monitoring systems are installed on ships for better resource management. This work came from an idea to merge both worlds and used the predictive maintenance system to predict the radiated noise due to vibrations from the ship’s systems.
First, a scientific survey to study the field yielded two plausible theoretical models that could help predict vibro-acoustic transmissions in complex systems - Finite Element Analysis and Statistical Energy Analysis. Those methods were implemented on a simple metal cabinet with limited success—however, a frequency-gain model constructed using a set of planned experiments, performed with reasonable accuracy.
Later on, the experimental-based model construction method was implemented on a test ship to predict its frequency-gain model for different shipboard systems. This method did not yield good accuracy; however, using different data analysis tools such as Recurrent Neural Networks helped improve prediction accuracy. Eventually, this work suggests future directions to follow, based on the experience gathered from the research.
MIT Department
Massachusetts Institute of Technology. Department of Mechanical Engineering
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