Robust spline adaptive filter

An adaptive filter and self-adaptive technology, applied in the direction of digital adaptive filter, adaptive network, impedance network, etc., can solve the problems of inestimable nonlinear system and deterioration of adaptive filter filtering effect, and achieve strong sticky effect

Active Publication Date: 2018-03-13
苏州容润通信技术有限公司
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

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Problems solved by technology

[0003] In reality, in the actual nonlinear distortion situation, in addition to the interference of additive Gaussian white noise, the instrument or communication equipment sometimes also receives the interference of impulse noise. In this case, the impulse noise will m...

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Embodiment

[0021] In this embodiment, the performance of the spline robust adaptive filter disclosed in the present invention is verified by means of computer experiments. In the experiment, the robust spline adaptive filter disclosed by the present invention is used to identify the unknown nonlinear system in the environment of impulse noise interference, and its performance is compared with that of the spline adaptive filter in the literature. The spline adaptive filter in the document [Scarpiniti M, Comminiello D, Parisi R, Uncini A.Nonlinear spline adaptive filtering, Signal Procesing, 2013, 93(4):772-783] is denoted as SAF, and the robust The spline adaptive filter is denoted RSAF.

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Abstract

The invention discloses a robust spline adaptive filter, and belongs to the field of digital filter design. According to the spline adaptive filter, an optimal nonlinear unknown system is approximatedby adopting a spline function, and the resistance to pulse interference is enhanced by adopting a method of performing symbolic operation on error signals. The spline adaptive filter can be used foroccasions where electronic, speech and communication systems are subjected to nonlinear distortion and pulse noise interference.

Description

technical field [0001] The invention discloses a robust spline adaptive filter, which belongs to the field of digital filter design. Background technique [0002] Adaptive filtering has been widely used in the fields of channel equalization, noise elimination, noise control and so on. Many problems of adaptive filtering can be summarized as system identification problems, but in practical applications, there are often nonlinear distortions, and some nonlinear adaptive filters are proposed to solve the problem, such as the Volterra adaptive filter (VAF), Function Link Adaptive Filter (FLAF), Spline Adaptive Filter (SAF) [Scarpiniti M, Comminiello D, Parisi R, Uncini A.Nonlinear spline adaptive filtering, Signal Proceing, 2013, 93(4) :772–783] and so on, where the spline adaptive filter has a control point vector, which can make the spline control point simulate and approach nonlinear distortion through iteration, so that the unknown system can be well estimated. [0003] In...

Claims

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Application Information

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IPC IPC(8): H03H21/00
CPCH03H21/0043H03H2021/0094
Inventor 倪锦根周楠
Owner 苏州容润通信技术有限公司
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