Efficient FIR Filter Implementations for Multichannel BCIs Using Xilinx System Generator

Author:

Ghani Usman1,Wasim Muhammad2,Khan Umar Shahbaz3,Mubasher Saleem Muhammad3ORCID,Hassan Ali1,Rashid Nasir3ORCID,Islam Tiwana Mohsin3,Hamza Amir3,Kashif Amir2

Affiliation:

1. Department of Computer Engineering, National University of Sciences and Technology, Islamabad, Pakistan

2. Department of Electrical Engineering, National University of Sciences and Technology, Islamabad, Pakistan

3. Department of Mechatronics Engineering, National University of Sciences and Technology, Islamabad, Pakistan

Abstract

Background. Brain computer interface (BCI) is a combination of software and hardware communication protocols that allow brain to control external devices. Main purpose of BCI controlled external devices is to provide communication medium for disabled persons. Now these devices are considered as a new way to rehabilitate patients with impunities. There are certain potentials present in electroencephalogram (EEG) that correspond to specific event. Main issue is to detect such event related potentials online in such a low signal to noise ratio (SNR). In this paper we propose a method that will facilitate the concept of online processing by providing an efficient filtering implementation in a hardware friendly environment by switching to finite impulse response (FIR). Main focus of this research is to minimize latency and computational delay of preprocessing related to any BCI application. Four different finite impulse response (FIR) implementations along with large Laplacian filter are implemented in Xilinx System Generator. Efficiency of 25% is achieved in terms of reduced number of coefficients and multiplications which in turn reduce computational delays accordingly.

Publisher

Hindawi Limited

Subject

General Immunology and Microbiology,General Biochemistry, Genetics and Molecular Biology,General Medicine

Cited by 6 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Hardware/Software Co-design of an ECG- PPG Preprocessor: A Qualitative & Quantitative Analysis;2023 International Conference on Electrical, Computer and Communication Engineering (ECCE);2023-02-23

2. Multirate FIR Filter Using Radix Sort Booth Algorithm In Xilinx System Generator;2022 International Conference on Emerging Technologies in Electronics, Computing and Communication (ICETECC);2022-12-07

3. Time-Sliced Architecture for Efficient Accelerator to Detrend High-Definition Electroencephalograms;IEEE Transactions on Instrumentation and Measurement;2022

4. Catalogic Systematic Literature Review of Hardware-Accelerated Neurodiagnostic Systems;Biomedical Signals Based Computer-Aided Diagnosis for Neurological Disorders;2022

5. SPECTRA: a tool for enhanced brain wave signal recognition;BMC Bioinformatics;2021-06

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