Low Power 16-channel Electronic Neuronal Brain Interface Design

被引:0
作者
Cai, Wei [1 ]
Wu, Nansong [2 ]
机构
[1] Univ Calif Irvine, Irvine, CA 92697 USA
[2] Arkansas Tech Univ, Russellville, AR 72801 USA
来源
2018 IEEE 8TH ANNUAL COMPUTING AND COMMUNICATION WORKSHOP AND CONFERENCE (CCWC) | 2018年
关键词
Brain machine interface; spike sorting; neuronal activity; multichannel; BIG BLUESTEM; PRECIPITATION GRADIENT; PLANTING LOCATION; SPIKE-DETECTION; WAVE HEIGHT; CLASSIFICATION; ALGORITHMS; ECOTYPE;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Objective: The purpose of this study is to provide a connection between the neural behavior and external behavior of animals for potential brain machine interface (BMI) and other further applications. Methods: The present work proposes a 16-channel neural recording based on hardware-software co-design. The spike detection and feature extraction of the neural signal processor on this system is implemented in hardware design, and the clustering and classification of the neural spike sorter is designed in software. The two-stage spike detection, combining the benefit of threshold method and nonlinear energy operator, is presented as the initial step of the spike sorting process. The adaptive threshold and the feedback rule are utilized for adaptively adjusting the threshold and the discriminate factor with fluctuant surroundings. Results: The results suggest a significant improvement for spike separation on feature space, with the help of the discrete derivative method. Conclusion: The proposed spike sorting system is feasible as the first step for neuroscientist to figure out the brain function of animals. The accuracy of the spike sorting was enhanced on an indistinguishable data set from the result. Significance: The proposed spike sorting system could simultaneously record 16 channel neuronal activities on real-time and the whole spike sorting process is automatic without any supervision.
引用
收藏
页码:786 / 795
页数:10
相关论文
共 64 条
[1]   MULTI-SPIKE TRAIN ANALYSIS [J].
ABELES, M ;
GOLDSTEIN, MH .
PROCEEDINGS OF THE IEEE, 1977, 65 (05) :762-773
[2]  
[Anonymous], INT J ENHANCED RES S
[3]  
Cai W., 2016, INFORM ENG INT J, V4, P9, DOI DOI 10.5121/IEIJ.2016.4202
[4]  
Cai W, INT J VLSI DESIGN CO, V8, P1
[5]  
Cai Wei, 2017, INT J ELECT COMMUNIC, V8, P134
[6]  
Cai Wei, 2016, INT J PHARM PHARM SC, V8, P22
[7]   The influence of cellulose nanocrystals on the microstructure of cement paste [J].
Cao, Yizheng ;
Tian, Nannan ;
Bahr, David ;
Zavattieri, Pablo D. ;
Youngblood, Jeffrey ;
Moon, Robert J. ;
Weiss, Jason .
CEMENT & CONCRETE COMPOSITES, 2016, 74 :164-173
[8]   The relationship between cellulose nanocrystal dispersion and strength [J].
Cao, Yizheng ;
Zavattieri, Pablo ;
Youngblood, Jeffrey ;
Moon, Robert ;
Weiss, Jason .
CONSTRUCTION AND BUILDING MATERIALS, 2016, 119 :71-79
[9]   The influence of cellulose nanocrystal additions on the performance of cement paste [J].
Cao, Yizheng ;
Zavaterri, Pablo ;
Youngblood, Jeff ;
Moon, Robert ;
Weiss, Jason .
CEMENT & CONCRETE COMPOSITES, 2015, 56 :73-83
[10]   A 128-Channel 6 mW Wireless Neural Recording IC With Spike Feature Extraction and UWB Transmitter [J].
Chae, Moo Sung ;
Yang, Zhi ;
Yuce, Mehmet R. ;
Hoang, Linh ;
Liu, Wentai .
IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING, 2009, 17 (04) :312-321