Brain architecture: a design for natural computation

被引:55
作者
Kaiser, Marcus
机构
[1] Univ Newcastle, Sch Comp Sci, Newcastle Upon Tyne NE1 7RU, Tyne & Wear, England
[2] Univ Newcastle, Inst Neurosci, Newcastle Upon Tyne NE2 4HH, Tyne & Wear, England
来源
PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES | 2007年 / 365卷 / 1861期
基金
英国工程与自然科学研究理事会;
关键词
neural networks; computational neuroanatomy; network science; spatial graph; robustness; recovery;
D O I
10.1098/rsta.2007.0007
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Fifty years ago, John von Neumann compared the architecture of the brain with that of the computers he invented and which are still in use today. In those days, the organization of computers was based on concepts of brain organization. Here, we give an update on current results on the global organization of neural systems. For neural systems, we outline how the spatial and topological architecture of neuronal and cortical networks facilitates robustness against failures, fast processing and balanced network activation. Finally, we discuss mechanisms of self-organization for such architectures. After all, the organization of the brain might again inspire computer architecture.
引用
收藏
页码:3033 / 3045
页数:13
相关论文
共 35 条
[1]   A resilient, low-frequency, small-world human brain functional network with highly connected association cortical hubs [J].
Achard, S ;
Salvador, R ;
Whitcher, B ;
Suckling, J ;
Bullmore, ET .
JOURNAL OF NEUROSCIENCE, 2006, 26 (01) :63-72
[2]   Statistical mechanics of complex networks [J].
Albert, R ;
Barabási, AL .
REVIEWS OF MODERN PHYSICS, 2002, 74 (01) :47-97
[3]   Error and attack tolerance of complex networks [J].
Albert, R ;
Jeong, H ;
Barabási, AL .
NATURE, 2000, 406 (6794) :378-382
[4]   Emergence of scaling in random networks [J].
Barabási, AL ;
Albert, R .
SCIENCE, 1999, 286 (5439) :509-512
[5]  
Brodmann K., 1909, LOKALISATIONSLEHRE G
[6]   Interneuron Diversity series:: Circuit complexity and axon wiring economy of cortical interneurons [J].
Buzsáki, G ;
Geisler, C ;
Henze, DA ;
Wang, XJ .
TRENDS IN NEUROSCIENCES, 2004, 27 (04) :186-193
[7]  
CHERNIAK C, 1994, J NEUROSCI, V14, P2418
[8]   BACKWARDNESS OF HUMAN NEUROANATOMY [J].
CRICK, F ;
JONES, E .
NATURE, 1993, 361 (6408) :109-110
[9]   The substantia nigra of the human brain - II. Patterns of loss of dopamine-containing neurons in Parkinson's disease [J].
Damier, P ;
Hirsch, EC ;
Agid, Y ;
Graybiel, AM .
BRAIN, 1999, 122 :1437-1448
[10]   Topological determinants of epileptogenesis in large-scale structural and functional models of the dentate gyrus derived from experimental data [J].
Dyhrfjeld-Johnsen, Jonas ;
Santhakumar, Vijayalakshmi ;
Morgan, Robert J. ;
Huerta, Ramon ;
Tsimring, Lev ;
Soltesz, Ivan .
JOURNAL OF NEUROPHYSIOLOGY, 2007, 97 (02) :1566-1587