JOURNAL ARTICLE

Improved detection in correlated impulsive noise using wavelet denoising

Abstract

It is widely acknowledged that the effect of impulsive noise is a major source of performance degradation within a wide range of communication systems. This is due to the fact that non-Gaussian interference is neglected within the system design philosophy for reasons of complexity and tractability. Performance degradation is exacerbated further when the impulsive component is no longer independent identically distributed, but correlated. When this situation arises, the impulsive component can be masked by the underlying background noise process, and reside over many data samples, which in turn renders classical suppression techniques ineffective. We directly address the problem of signal detection in correlated impulsive noise using a novel 'denoising' technique in which significant performance gains are achieved with low-complexity.

Keywords:
Noise reduction Noise (video) Degradation (telecommunications) Computer science Interference (communication) Component (thermodynamics) Gaussian noise Independent and identically distributed random variables SIGNAL (programming language) Process (computing) Range (aeronautics) Wavelet Detection theory Signal-to-noise ratio (imaging) Algorithm Electronic engineering Artificial intelligence Mathematics Telecommunications Detector Statistics Engineering Physics Random variable

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Topics

Image and Signal Denoising Methods
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Blind Source Separation Techniques
Physical Sciences →  Computer Science →  Signal Processing
Power Line Communications and Noise
Physical Sciences →  Engineering →  Electrical and Electronic Engineering

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