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Communication Dans Un Congrès Année : 2015

Fetal ECG Extraction using piTucker Decomposition

Résumé

In this paper, we introduce a novel approach based on Tucker Decomposition and quasi-periodic nature of ECG signal for fetal ECG extraction from abdominal ECG mixture. We adapt variable periodicity constraint of the ECG components to main objective function of the Tucker Decomposition and shape it to matrix form in order to simply optimize the objective function. We form a 3rd order tensor by stacking the mixed multichannel ECG and reconstructed fetal and maternal subspaces using BSS methods in order to have the benefit of further artificial observations, and apply our proposed penalized decomposition on it. The proposed method is evaluated on synthetic and real datasets using the criteria Signal to Interference plus Noise Ratio (SINR) for fetal component considering mother component as interference. Results and evaluations show a superior SINR improvement of 1 to 4 dB compared to other state of the art methods.
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Dates et versions

hal-01211202 , version 1 (03-10-2015)

Identifiants

  • HAL Id : hal-01211202 , version 1

Citer

Hassan Akbari, Mohammad Bagher Shamsollahi, Ronald Phlypo. Fetal ECG Extraction using piTucker Decomposition. IWSSIP 2015 - 22nd International Conference on Systems, Signals and Image Processing (IWSSIP 2015), City University London, Sep 2015, Londres, United Kingdom. ⟨hal-01211202⟩
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