dc.contributor.author |
Project Supervisor Dr Muhammad Zeeshan, Ehzaz Ashraf Natiq Ali Sana-ur-Rehman |
|
dc.date.accessioned |
2025-03-06T08:52:13Z |
|
dc.date.available |
2025-03-06T08:52:13Z |
|
dc.date.issued |
2021 |
|
dc.identifier.other |
DE-ELECT-39 |
|
dc.identifier.uri |
http://10.250.8.41:8080/xmlui/handle/123456789/50659 |
|
dc.description |
Project Supervisor Dr Muhammad Zeeshan |
en_US |
dc.description.abstract |
In order for underwater acoustic signals to convey valuable information, the highly dynamic
broadband noise must be separated adequately from the narrowband gated signal pulses. It is
intricate for a single system with a non-adaptive filter to recover the narrowband signals with
varying frequencies. In an orthodox setup, an adaptive filter is reliant on a reference signal. In
this paper, we propose a system, based on the leaky normalized least means square (leaky
NLMS) adaptive filter, to accurately retrieve the gated acoustic signal pulses. The design works
by exploiting the correlation of the required signal with its time-delayed version by using its
delayed version as the reference signal. The broadband noise, produced by the highly vibrant
underwater environment, has a sizeable variance inhibiting the filter coefficients from adapting
to it. Moreover, down sampling the signal shrewdly reduces the high filter order obligations.
The fixed- and floating-point results from the MATLAB and HDL designs attest that signals
are retrieved with a high Signal to Noise Ratio (SNR), brisk convergence rate, and a negligible
quantization error validating the performance of the designed system. |
en_US |
dc.language.iso |
en |
en_US |
dc.publisher |
College of Electrical & Mechanical Engineering (CEME), NUST |
en_US |
dc.subject |
Acoustic signal, broadband, narrowband gated signal, adaptive filter, leaky NLMS, filter order, fixed- and floating- point, MATLAB, HDL, convergence rate, quantization error. |
en_US |
dc.title |
Design Of Feedback Control System For Noise Removal From Underwater Acoustic Data |
en_US |
dc.type |
Project Report |
en_US |