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Wideband Optical Detector of Ultrasound for Medical Imaging Applications
Published on: May 11, 2014
Coherent Noise Suppression Using Adaptive Homomorphic Filtering for Wideband Electromagnetic Imaging System
1School of Electronic and Information Engineering, Beihang University, Beijing 110191, China. zhuyanju1309@163.com.
This study introduces adaptive homomorphic filtering to remove coherent noise in wideband electromagnetic imaging. The new method significantly enhances image quality by improving maximum sidelobe level and dynamic range.
Area of Science:
- Electromagnetic imaging
- Signal processing
- Interference detection
Background:
- Wideband electromagnetic imaging systems detect electromagnetic interference sources (EMIS).
- Coherent noise from multiple EMIS degrades image quality, posing challenges for conventional iterative denoising methods due to frequency-dependent noise patterns.
- Existing techniques struggle with wideband noise removal where patterns change with frequency.
Purpose of the Study:
- To propose an adaptive homomorphic filtering technique for effective coherent noise removal in wideband electromagnetic images (1 GHz-6 GHz).
- To address the limitations of conventional methods in handling frequency-varying coherent noise patterns.
Main Methods:
- Investigated coherent noise characteristics in electromagnetic images, linking pattern variations to EMIS position, number, and frequency.
- Developed an adaptive Gaussian filter based on coherent noise intensity probability density analysis.
- Utilized the minimum description length (MDL) criterion for adaptive filter parameter selection, enabling localized smoothing.
Main Results:
- The proposed adaptive homomorphic filtering method effectively removes coherent noise across a wide frequency band.
- Demonstrated significant improvements in electromagnetic image quality: a 15 dB reduction in maximum sidelobe level (MSL) and over 20 dB enhancement in dynamic range (DR).
- Outperformed conventional narrowband denoising methods in both experimental and simulation results.
Conclusions:
- Adaptive homomorphic filtering provides a robust solution for coherent noise suppression in wideband electromagnetic imaging.
- The developed method offers substantial improvements in image quality and system dynamic range, crucial for accurate EMIS detection and localization.
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