Co-emergence of multi-scale cortical activities of irregular firing, oscillations and avalanches achieves cost-efficient information capacity
文献类型:期刊论文
作者 | Yang, DP (reprint author), Univ Sydney, Sch Phys, Sydney, NSW, Australia.; Yang, DP; Zhou, HJ![]() |
刊名 | PLOS COMPUTATIONAL BIOLOGY
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出版日期 | 2017 |
卷号 | 13期号:2页码:e1005384 |
DOI | http://dx.doi.org/10.1371/journal.pcbi.1005384 |
英文摘要 | The brain is highly energy consuming, therefore is under strong selective pressure to achieve cost-efficiency in both cortical connectivities and activities. However, cost-efficiency as a design principle for cortical activities has been rarely studied. Especially it is not clear how cost-efficiency is related to ubiquitously observed multi-scale properties: irregular firing, oscillations and neuronal avalanches. Here we demonstrate that these prominent properties can be simultaneously observed in a generic, biologically plausible neural circuit model that captures excitation-inhibition balance and realistic dynamics of synaptic conductance. Their co-emergence achieves minimal energy cost as well as maximal energy efficiency on information capacity, when neuronal firing are coordinated and shaped by moderate synchrony to reduce otherwise redundant spikes, and the dynamical clusterings are maintained in the form of neuronal avalanches. Such cost-efficient neural dynamics can be employed as a foundation for further efficient information processing under energy constraint. |
学科主题 | Biochemistry & Molecular Biology ; Mathematical & Computational Biology |
语种 | 英语 |
源URL | [http://ir.itp.ac.cn/handle/311006/22143] ![]() |
专题 | 理论物理研究所_理论物理所1978-2010年知识产出 |
通讯作者 | Yang, DP (reprint author), Univ Sydney, Sch Phys, Sydney, NSW, Australia.; Yang, DP; Zhou, CS (reprint author), Hong Kong Baptist Univ, Dept Phys, Kowloon Tong, Hong Kong, Peoples R China.; Zhou, CS (reprint author), Hong Kong Baptist Univ, Ctr Nonlinear Studies, Kowloon Tong, Hong Kong, Peoples R China.; Zhou, CS (reprint author), Hong Kong Baptist Univ, Beijing Hong Kong Singapore Joint Ctr Nonlinear &, Inst Computat & Theoret Studies, Kowloon Tong, Hong Kong, Peoples R China.; Zhou, CS (reprint author), Beijing Computat Sci Res Ctr, Beijing, Peoples R China.; Zhou, CS (reprint author), Virtual Univ, HKBU Inst Res & Continuing Educ, Res Ctr, Pk Bldg,South Area Hitech Ind Pk, Shenzhen, Peoples R China. |
推荐引用方式 GB/T 7714 | Yang, DP ,Yang, DP,Zhou, HJ,et al. Co-emergence of multi-scale cortical activities of irregular firing, oscillations and avalanches achieves cost-efficient information capacity[J]. PLOS COMPUTATIONAL BIOLOGY,2017,13(2):e1005384. |
APA | Yang, DP .,Yang, DP.,Zhou, HJ.,Zhou, CS.,Zhou, CS .,...&Zhou, CS .(2017).Co-emergence of multi-scale cortical activities of irregular firing, oscillations and avalanches achieves cost-efficient information capacity.PLOS COMPUTATIONAL BIOLOGY,13(2),e1005384. |
MLA | Yang, DP ,et al."Co-emergence of multi-scale cortical activities of irregular firing, oscillations and avalanches achieves cost-efficient information capacity".PLOS COMPUTATIONAL BIOLOGY 13.2(2017):e1005384. |
入库方式: OAI收割
来源:理论物理研究所
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