期刊文献+

多种化学突触性能比较的数值模拟 被引量:4

Performance comparison of numerical simulation of various chemical synapses
下载PDF
导出
摘要 目的:运用数值模拟的方法实现不同化学突触模型。方法:通过化学突触将两个Hodgkin-Huxley神经元连接构建简单的化学突触连接模型。运用Simulink软件和DSP Builder软件分别对5种化学突触数学模型建模,得到化学突触的突触电流模拟结果。采用相关系数法量化分析这几种化学突触的模拟结果。结果:不同化学突触的数学模型突触电流波形不同;数学描述和建模过程最简单的是化学突触模型1;化学突触模型1、突触模型2和突触模型3的相关系数较接近且较小,其次是化学突触模型4的相关系数,相关系数最大的是化学突触模型5,该模型实现了高精度神经元动作电位的传递。结论:突触模型5是最接近于生物学实际的化学突触;化学突触的模拟结果为后续运用硬件实现化学突触奠定了基础。 Objective To establish different chemical synapse models using numerical simulation method. Methods A simple chemical synapse connection model was constructed by connecting two Hodgkin-Huxley neurons through chemical synapses.The mathematical models of 5 kinds of chemical synapse were modeled with Simulink software and DSP Builder software,respectively, so as to simulate chemical synaptic current. The simulation results of these chemical synapses were quantitatively analyzed with correlation coefficient method. Results The synaptic current waveforms of different mathematical synapse models were different. The chemical synapse mode 1 had the simplest mathematical description and modeling process. The correlation coefficients of chemical synapse model 1, synapse model 2 and synapse model 3 were closer and minimum, followed by the correlation coefficient of chemical synapse model 4. The chemical synapse model 5 with the largest correlation coefficient realized the transmission of high precision neuronal action potential. Conclusion The synapse model 5 was closest to the biological reality of chemical synapses. The simulation results of chemical synapses laid the foundation for the subsequent use of hardware to achieve the simulation of chemical synapses.
作者 陈凯 逯迈 闻佳 CHEN Kai LU Mai WEN Jia(Key Laboratory of Optoelectronic Technology and Intelligent Control (Ministry of Education), Lanzhou Jiaotong University, Lanzhou 730070, China School of Automation and Electrical Engineering, Lanzhou Jiaotong University, Lanzhou 730070, China)
出处 《中国医学物理学杂志》 CSCD 2017年第9期933-940,共8页 Chinese Journal of Medical Physics
基金 国家自然科学基金(51267010 51567015)
关键词 化学突触 数学模型 Hodgkin-Huxley神经元 突触电流 数值模拟 chemical synapse mathematical model Hodgkin-Huxley neuron synaptic current numerical simulation
  • 相关文献

参考文献7

二级参考文献45

  • 1原亮,丁国良,吴文术,娄建安,赵强.以FPGA和QUARTUS为基础平台的EHW环境实现[J].计算机与数字工程,2006,34(5):1-3. 被引量:6
  • 2[1]Gray C.M.,Konig P.,Engel A.K.,et al.Oscillatory responses in cat visual cortex exhibit inter-columnar synchronization which reflects global stimulus properties.Nature,1989,338:334~337 被引量:1
  • 3[2]Steinmeta P.N,Roy A.,Fitzgerald P.J.,et al.Attention modulates synchronized neuronal firing in primate somatosensory cortex.Nature,2000,404:187~190 被引量:1
  • 4[3]Fell J.,Fernandez G.,Klaver P.,et al.Is synchronized neuronal gamma activity relevant for selective attentions?Brain Research Reviews,2003,42:265~272 被引量:1
  • 5[4]Niebur E.,Hsiao S.S.,Johnson K.O.Synchrony:a neuronal mechanism for attentional selection.Current Opinion in Neurobiology,2002,12:190~194 被引量:1
  • 6[5]Canavier C.C.Reciprocal excitatory synapses convert pacemaker-like firing into burst firing in a simple model of coupled neurons.Neurocomputing,2000,32-33:331~338 被引量:1
  • 7[6]Booth V.,Bose A.Transitions between different synchronous firing modes using synaptic depression.Neurocomputing,2002,(44-46):61~67 被引量:1
  • 8[7]Pablo B.,Jordi G.Role of chemical synapses in coupled neurons with noise.Phys.Rev.E,2005,72:021901 被引量:1
  • 9[8]Solinas S.,Hertz J.Stability of asynchronous firing states in networks with synaptic adaptation.Neurocomputing,2001,(38-40):915~920 被引量:1
  • 10[9]Zhigulin V.P.,Rabinovich M.I.,Huerta R.,et al.Robustness and enhancement of neural synchronization by activity-dependent coupling.Phys.Rev.E,2003,67:021901 被引量:1

共引文献87

同被引文献25

引证文献4

二级引证文献6

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部