生物医学工程 |
|
|
|
|
基于偏最小二乘的大鼠初级运动皮层解码 |
朱凡1,3,李悦1,2,蒋 凯1,叶树明1,郑筱祥1,2 |
1.浙江大学 生物医学工程教育部重点实验室, 浙江 杭州 310027;2.浙江大学 求是高等研究院, 浙江 杭州 310027;3.浙江农林大学 信息工程学院,浙江 杭州 311300 |
|
Decoding of rat’s primary motor cortex by partial least square |
ZHU Fan1 , LI Yue1,2, JIANG Kai1, YE Shu-ming1, ZHENG Xiao-xiang2 |
1. Key Laboratory of Biomedical Engineering of Ministry of Education, Zhejiang University, Hangzhou 310027,
China|2. Qiushi Academy for Advanced Studies, Zhejiang University, Hangzhou 310027, China;
3.Information Engineering College, Zhejiang Agriculture and Forestry University, Hangzhou 311300,China |
引用本文:
朱凡,李悦,蒋 凯,叶树明,郑筱祥. 基于偏最小二乘的大鼠初级运动皮层解码[J]. J4, 2013, 47(5): 901-905.
ZHU Fan , LI Yue, JIANG Kai, YE Shu-ming, ZHENG Xiao-xiang. Decoding of rat’s primary motor cortex by partial least square. J4, 2013, 47(5): 901-905.
链接本文:
http://www.zjujournals.com/eng/CN/10.3785/j.issn.1008-973X.2013.05.024
或
http://www.zjujournals.com/eng/CN/Y2013/V47/I5/901
|
[1] WOLPAW J R, BIRBAUMER N, MCFARLAND D J, et al. Brain–computer interfaces for communication and control [J]. Clinical Neurophysiology, 2002,113(6): 767-791.
[2] NICOLELIS M A L, GHAZANFAR A, FAGGIN B M, et al. Reconstructing the engram: simultanrous, multisite, many single neuron recordings[J]. Neuron, 1997, 18(4):529-537.
[3] HATSOPOULOS N G, XU Q Q, AMIT Y. Encoding of movement frag- ments in the motor cortex [J]. Journal of Neuroscience, 2007,27(19):5105-5114.
[4] 代建华, 章怀坚, 张韶岷, 等. 大鼠运动皮层神经元集群锋电位时空模式解析[J]. 中国科学: C 辑,2009,39(8): 736-745.
DAI Jian-hua, ZHANG Huai-jian, ZHANG Shao-min, et al. Neurons cluster spike potential of rat motor cortex in time and space analytic model [J]. Science in China series C:Life science, 2009,39(8): 736-745.
[5] CHAPIN J K, MOXON K A, MARKOWITZ R S, et al. Real-time control of a robot arm using simul- taneously recorded neurons in the motor cortex [J]. Nature Neuroscience, 1999, 2(7): 664-670.
[6] HARRIS K D. , HENZE D A. , CSICSVARI J, et al. Accuracy of tetrode spike separation as determined by simultaneous intracellular and extracellular measure- ments [J].Journal of Neurophysiology, 2000,84(1):401-414.
[7] MATTHEW S M, WARREN H M, MIGUEL A L N. Interval timing and encoding of signal duration by ensembles of cortical and striatal neurons [J]. Behavioral Neuroscience, 2003, 117(4): 760-772.
[8] TAYLOR D M, TILLERY S I, SCH- WARTZ A B. Direct cortical control of 3D neuroprosthetic devices [J].Science, 2002,296(5574) 1829-1832.
[9] WU WEI, BLACK MICHAEL J, MEMBER, et al. Modeling and decoding motor cortical activity using a switching kalman filter [J]. IEEE Transactions on Biomedical Engineering,2004, 51(6): 933-942.
[10] ZHANG H J, DAI, J H, ZHANG S M, et al. Neuronal ensemble decoding of rats motor cortex by Kalman filter and optimal linear estimation [C]∥ International Congress on Image and Signal Processing. Tianjin: IEEE,2009:15.
[11] CHAO Z C, NAGASAKA Y, FUJI N. Long-term asynchronous decoding of arm motion using electrocorticographic signals in monkeys [J]. Frontiers in Neuroengineering, 2010, 3(3): 1-10.
[12] FUAYAMA O, Morishita Y, et al. Estimation of walking speed for controlling vehicle using neural signals from primary motor cortex of rat [C] ∥ The 2nd International IEEE EMBS Conference on Neural Engineering. Arlington: Institute of Electrical and Electronics Engineers Computer Society,2005:442-445.
[13] 朱 凡,蒋 凯,吕荣坤,等. 小量程大行程压杆检测系统及在脑-机接口的应用[J]. 浙江大学学报:工学版,2011,45(9):1693-1696.
ZHU fan, JIANG Kai, LV Rong-kun,et al. Small-range big-trip pressure lever detection system and its application in brain-computer interface [J]. Journal of Zhejiang University: Engineering Science, 2011,45(9):1693-1696.
[14] 张韶岷,陈卫东,孙超,等. 动物脑电-行为同步记录及分析系统[J].浙江大学学报:工学版,2009,43(11):2028-2033.
ZHANG Shao-min, CHEN Wei-dong,SUN Chao,et al. Synchronous recording and analyzing system for animals neuronal activity and behavior[J]. Journal of Zhejiang University: Engineering Science, 2009,43(11):2028-2033.
[15] WOLD S, SJOSTROM M, ERIKSSON L. PLS-regression: a basic tool of chemometrics [J]. Chemometrics and Intelligent Laboratory Systems, 2001, 58(2): 109-130.
[16] 蒋红卫, 夏结来. 偏最小二乘回归及其应用[J]. 第四军医大学学报, 2003, 24(3): 280-283.
JIANG Hong-wei, XIA Jie-lai. Partial least square and its application [J]. Journals of the Fourth Military Medical University, 2003, 24(3): 280-283. |
|
Viewed |
|
|
|
Full text
|
|
|
|
|
Abstract
|
|
|
|
|
Cited |
|
|
|
|
|
Shared |
|
|
|
|
|
Discussed |
|
|
|
|