Novel implementation technique for a wavelet-based broadband signal detection system
Cheng, Sheng, 1979- (2010) Novel implementation technique for a wavelet-based broadband signal detection system. PhD thesis, University of Warwick.
WRAP_THESIS_Cheng_2010.pdf - Requires a PDF viewer such as GSview, Xpdf or Adobe Acrobat Reader
Official URL: http://webcat.warwick.ac.uk/record=b2482495~S15
This thesis reports on the design, simulation and implementation of a novel
Implementation for a Wavelet-based Broadband Signal Detection System.
There is a strong interest in methods of increasing the resolution of sonar systems for
the detection of targets at sea. A novel implementation of a wideband active sonar
signal detection system is proposed in this project. In the system the Continuous
Wavelet Transform is used for target motion estimation and an
Adaptive-Network-based Fuzzy inference System (ANFIS) is adopted to minimize the
noise effect on target detection. A local optimum search algorithm is introduced in this
project to reduce the computation load of the Continuous Wavelet Transform and make
it suitable for practical applications.
The proposed system is realized on a Xilinx University Program Virtex-II Pro
Development System which contains a Virtex II pro XC2VP30 FPGA chip with 2
powerPC 405 cores. Testing for single target detection and multiple target detection
shows the proposed system is able to accurately locate targets under
reverberation-limited underwater environment with a Signal-Noise-Ratio of up to -30db,
with location error less than 10 meters and velocity estimation error less than 1 knot.
In the proposed system the combination of CWT and local optimum search algorithm
significantly saves the computation time for CWT and make it more practical to real
applications. Also the implementation of ANFIS on the FPGA board indicates in the
future a real-time ANFIS operation with VLSI implementation would be possible.
|Item Type:||Thesis or Dissertation (PhD)|
|Subjects:||Q Science > QA Mathematics
T Technology > TK Electrical engineering. Electronics Nuclear engineering
|Library of Congress Subject Headings (LCSH):||Signal detection, Broadband communication systems, Wavelets (Mathematics), Sonar|
|Official Date:||August 2010|
|Institution:||University of Warwick|
|Theses Department:||School of Engineering|
This is an abridged version for electronic use; please see the official URL for details on how to access the full version.
|Extent:||viii, 250,  leaves : ill., charts|
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