NDLI: Sensitivity analysis of Hilbert transform with band-pass FIR filters for robust brain computer interface

Please wait, while we are loading the content...

Sensitivity analysis of Hilbert transform with band-pass FIR filters for robust brain computer interface

Content Provider	IEEE Xplore Digital Library
Author	Davis, J.J. Kozma, R.
Copyright Year	2014
Description	Author affiliation: Center for Large-Scale Integrated Optimization Networks, Univ. of Memphis, Memphis, TN, USA (Davis, J.J.) \|\| Dept. Math. Sci., Univ. of Memphis, Memphis, TN, USA (Kozma, R.)
Abstract	Transient cortical oscillations in the form of rapid synchronization-desynchronization transitions are key candidates of neural correlates of higher cognitive activity monitored by scalp EEG and intracranial ECoG arrays. The transition period is in the order of 20-30 ms, and standard signal processing methodologies such as Fourier analysis are inadequate for proper characterization of the phenomenon. Hilbert transform-based (HT) analysis has shown great promise in detecting rapid changes in the synchronization properties of the cortex measured by high-density EEG arrays. Therefore, HT is a primary candidate of operational principles of brain computer interfaces (BCI). Hilbert transform over narrow frequency bands has been applied successfully to develop robust BCI methods, but optimal filtering is a primary concern. Here we systematically evaluate the performance of FIR filters over various narrow frequency bands before applying Hilbert transforms. The conclusions are illustrated using rabbit ECoG data. The results are applicable for the analysis of scalp EEG data for advanced BCI devices.
Starting Page	16
Ending Page	23
File Size	3882979
Page Count	8
File Format	PDF
ISBN	9781479945436
DOI	10.1109/CIBCI.2014.7007787
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2014-12-09
Publisher Place	USA
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Analytic Amplitude Rabbits Hilbert Transform Electrocorticogram Transforms Instantaneous Frequency Cognition Synchronization Oscillators Standards Band-pass filters Analytic Phase Finite impulse response filters
Content Type	Text
Resource Type	Article

Sl.	Authority	Responsibilities	Communication Details
1	Ministry of Education (GoI), Department of Higher Education	Sanctioning Authority	https://www.education.gov.in/ict-initiatives
2	Indian Institute of Technology Kharagpur	Host Institute of the Project: The host institute of the project is responsible for providing infrastructure support and hosting the project	https://www.iitkgp.ac.in
3	National Digital Library of India Office, Indian Institute of Technology Kharagpur	The administrative and infrastructural headquarters of the project	Dr. B. Sutradhar bsutra@ndl.gov.in
4	Project PI / Joint PI	Principal Investigator and Joint Principal Investigators of the project	Dr. B. Sutradhar bsutra@ndl.gov.in Prof. Saswat Chakrabarti will be added soon
5	Website/Portal (Helpdesk)	Queries regarding NDLI and its services	support@ndl.gov.in
6	Contents and Copyright Issues	Queries related to content curation and copyright issues	content@ndl.gov.in
7	National Digital Library of India Club (NDLI Club)	Queries related to NDLI Club formation, support, user awareness program, seminar/symposium, collaboration, social media, promotion, and outreach	clubsupport@ndl.gov.in
8	Digital Preservation Centre (DPC)	Assistance with digitizing and archiving copyright-free printed books	dpc@ndl.gov.in
9	IDR Setup or Support	Queries related to establishment and support of Institutional Digital Repository (IDR) and IDR workshops	idr@ndl.gov.in

On the invariance of cortical synchronization measures across a broad range of frequencies

Detection of spatiotemporal phase patterns in ECoG using adaptive mixture models

Creation of knowledge & meaning manifested via cortical singularities in cognition: Towards a methodology to understand intentionality and critical behavior in neural correlates of awareness

FPGA-based instantaneous estimation of unbalance/symmetrical components through the Hilbert transform

Analysis of phase relationship in ECoG using Hilbert transform and information theoretic measures

Event related synchronization and Hilbert Huang transform in the study of motor adaptation: A comparison of methods

Optimal Design Of FIR Digital Band-Pass Filters On Type Three

Implementation of Different Non-recursive FIR Band-Pass Filters Using Fractional Fourier Transform

FIR fractional Hilbert transformers with raised-cosine magnitude response

Sensitivity analysis of Hilbert transform with band-pass FIR filters for robust brain computer interface

Similar Documents

On the invariance of cortical synchronization measures across a broad range of frequencies

Detection of spatiotemporal phase patterns in ECoG using adaptive mixture models

Creation of knowledge & meaning manifested via cortical singularities in cognition: Towards a methodology to understand intentionality and critical behavior in neural correlates of awareness

FPGA-based instantaneous estimation of unbalance/symmetrical components through the Hilbert transform

Analysis of phase relationship in ECoG using Hilbert transform and information theoretic measures

Event related synchronization and Hilbert Huang transform in the study of motor adaptation: A comparison of methods

Optimal Design Of FIR Digital Band-Pass Filters On Type Three

Implementation of Different Non-recursive FIR Band-Pass Filters Using Fractional Fourier Transform

FIR fractional Hilbert transformers with raised-cosine magnitude response

Sensitivity analysis of Hilbert transform with band-pass FIR filters for robust brain computer interface