Literature DB >> 16830939

Modified beamformers for coherent source region suppression.

Sarang S Dalal1, Kensuke Sekihara, Srikantan S Nagarajan.   

Abstract

Many tomographic source localization algorithms used in biomagnetic imaging assume, explicitly or sometimes implicitly, that the source activity at different brain locations are either independent or that the correlation structure between sources is known. Among these algorithms is a class of adaptive spatial filters known as beamformers, which have superior spatiotemporal resolution abilities. The performance of beamformers is robust to weakly coherent sources. However, these algorithms are extremely sensitive to the presence of strongly coherent sources. A frequent mode of failure in beamformers occurs with reconstruction of auditory evoked fields (AEFs), in which bilateral auditory cortices are highly coherent in their activation. Here, we present a novel beamformer that suppresses activation from regions with interfering coherent sources. First, a volume containing the interfering sources is defined. The lead field matrix for this volume is computed and reduced into a few significant columns using singular value decomposition (SVD). A vector beamformer is then constructed by rejecting the contribution of sources in the suppression region while allowing for source reconstruction at other specified regions. Performance of this algorithm was first validated with simulated data. Subsequent tests of this modified beamformer were performed on bilateral AEF data. An unmodified vector beamformer using whole head coverage misplaces the source medially. After defining a suppression region containing the temporal cortex on one side, the described method consistently results in clear focal activations at expected regions of the contralateral superior temporal plane.

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Year:  2006        PMID: 16830939      PMCID: PMC3066091          DOI: 10.1109/TBME.2006.873752

Source DB:  PubMed          Journal:  IEEE Trans Biomed Eng        ISSN: 0018-9294            Impact factor:   4.538


  13 in total

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4.  Performance of an MEG adaptive-beamformer technique in the presence of correlated neural activities: effects on signal intensity and time-course estimates.

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Journal:  IEEE Trans Biomed Eng       Date:  2002-12       Impact factor: 4.538

Review 5.  Mapping human brain function with MEG and EEG: methods and validation.

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  31 in total

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2.  Early unilateral cochlear implantation promotes mature cortical asymmetries in adolescents who are deaf.

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3.  Speech-induced suppression of evoked auditory fields in children who stutter.

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4.  Localization of coherent sources by simultaneous MEG and EEG beamformer.

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5.  Optimal spatial filtering for brain oscillatory activity using the Relevance Vector Machine.

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6.  Probabilistic algorithms for MEG/EEG source reconstruction using temporal basis functions learned from data.

Authors:  Johanna M Zumer; Hagai T Attias; Kensuke Sekihara; Srikantan S Nagarajan
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7.  Detection and localization of hippocampal activity using beamformers with MEG: a detailed investigation using simulations and empirical data.

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8.  Performance evaluation of the Champagne source reconstruction algorithm on simulated and real M/EEG data.

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9.  MEG source imaging method using fast L1 minimum-norm and its applications to signals with brain noise and human resting-state source amplitude images.

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Journal:  Neuroimage       Date:  2013-09-19       Impact factor: 6.556

10.  Identifying true cortical interactions in MEG using the nulling beamformer.

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Journal:  Neuroimage       Date:  2009-11-05       Impact factor: 6.556

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