A real-time FPGA-based implementation for detection and sorting of bio-signals

被引:5
|
作者
Iniguez-Lomeli, Francisco Javier [1 ]
Bornat, Yannick [2 ]
Renaud, Sylvie [2 ]
Barron-Zambrano, Jose Hugo [3 ]
Rostro-Gonzalez, Horacio [1 ]
机构
[1] Univ Guanajuato, DICIS, Dept Elect, Lab Sistemas Bioinspirados, Salamanca, Mexico
[2] Univ Bordeaux, CNRS, UMR 5218, Bordeaux INP,Lab Integrat Mat Syst IMS, Bordeaux, France
[3] Univ Autonoma Tamaulipas, Fac Ingn & Ciencias, Ciudad Victoria, Tamaulipas, Mexico
来源
NEURAL COMPUTING & APPLICATIONS | 2021年 / 33卷 / 18期
关键词
FPGA; Bio-signals; VHDL; Sorting; Action; SPIKE DETECTION; POTENTIALS;
D O I
10.1007/s00521-021-05853-7
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Extracting and analyzing relevant information from bio-signal recordings are complex tasks in which action potential detection and sorting processes take place, moreover if these are performed in real time. In this regard, the present paper introduces real-time FPGA-based architectures for detection and sorting of bio-signals, in particular macaque and human pancreatic signals. Action potential detection is performed by using an adaptive threshold. Also, during this process we have identified six different action potential shapes from the signals, which have been used to classify the action potentials. Our implementation runs at a frequency of 100 MHz with a low resource consumption for both architectures, and action potentials can be also observed in real time during a simulation in an OLED display.
引用
收藏
页码:12121 / 12140
页数:20
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