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高斯白噪声对神经元二维映射模型动力学的影响 被引量:9
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作者 宋杨 赵同军 +2 位作者 刘金伟 王向群 展永 《物理学报》 SCIE EI CAS CSCD 北大核心 2006年第8期4020-4025,共6页
从神经元二维映射模型出发,用高斯白噪声模拟了神经元的噪声环境,进而研究了高斯白噪声对参数空间相图的影响.研究发现,噪声可以提高系统的可兴奋性.通过数值模拟研究了噪声引起的相干共振现象.结果表明,只有当系统参数选取在静息区域... 从神经元二维映射模型出发,用高斯白噪声模拟了神经元的噪声环境,进而研究了高斯白噪声对参数空间相图的影响.研究发现,噪声可以提高系统的可兴奋性.通过数值模拟研究了噪声引起的相干共振现象.结果表明,只有当系统参数选取在静息区域且接近连续点火和静息状态分界线时才可以得到相干共振现象. 展开更多
关键词 高斯白噪声 神经元二维映射模型 相图 相干共振
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双稳态系统中随机共振和相干共振的相关性 被引量:8
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作者 董小娟 晏爱君 《物理学报》 SCIE EI CAS CSCD 北大核心 2013年第7期48-54,共7页
研究了加性噪声和乘性噪声共同驱动的双稳态系统中的随机共振和相干共振现象.针对加性噪声和乘性噪声之间不存在关联性和存在关联性两种情形,引入一种适当的能同时表征随机共振和相干共振的指标,应用一阶欧拉方法,通过数值模拟对系统的... 研究了加性噪声和乘性噪声共同驱动的双稳态系统中的随机共振和相干共振现象.针对加性噪声和乘性噪声之间不存在关联性和存在关联性两种情形,引入一种适当的能同时表征随机共振和相干共振的指标,应用一阶欧拉方法,通过数值模拟对系统的随机共振和相干共振现象进行研究.结果表明在弱噪声驱动下,随着加性噪声强度的增加,当系统出现相干共振时,如果给系统外加一个弱周期驱动力,几乎在同一时刻,系统也出现了随机共振现象;但随着乘性噪声强度的增加,仅当加性噪声和乘性噪声之间相关时,此结论成立.并且系统参数对相干共振和随机共振的影响是一致的. 展开更多
关键词 双稳态系统 随机共振 相干共振
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噪声在慢变系统中的随机Chay神经元模型的自共振 被引量:9
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作者 王青云 陆启韶 《动力学与控制学报》 2004年第3期85-89,共5页
研究了白噪声在慢变系统中的Chay神经元模型的共振.被加到慢变量中的白噪声相当于钙离子的波动,这是更具有生理意义的.随着噪声强度的增加,发现在某一优化噪声水平处,信噪比经过极大值,这意味自共振的发生.同时,也证实了钙离子的波动可... 研究了白噪声在慢变系统中的Chay神经元模型的共振.被加到慢变量中的白噪声相当于钙离子的波动,这是更具有生理意义的.随着噪声强度的增加,发现在某一优化噪声水平处,信噪比经过极大值,这意味自共振的发生.同时,也证实了钙离子的波动可以引起信号的探察和转换. 展开更多
关键词 Chay神经元模型 自共振 白噪声 慢变系统 混沌信号 信噪比
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复合式双稳能量采集系统动力学及相干共振 被引量:8
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作者 李海涛 秦卫阳 +2 位作者 邓王蒸 蓝春波 田瑞兰 《振动与冲击》 EI CSCD 北大核心 2016年第14期119-124,139,共7页
提高能量采集系统的采集效率是一个课题难题。提出了含有压电及电磁效应的复合式能量采集系统,研究了其非线性动力学特性以及相干共振现象。首先建立了压电与电磁耦合的复合式能量采集系统模型,推导了其耦合方程。采用Runge-Kutta和Eule... 提高能量采集系统的采集效率是一个课题难题。提出了含有压电及电磁效应的复合式能量采集系统,研究了其非线性动力学特性以及相干共振现象。首先建立了压电与电磁耦合的复合式能量采集系统模型,推导了其耦合方程。采用Runge-Kutta和Euler-Maruyama方法分析了压电式、电磁式以及复合式结构分别在确定性及随机激励作用下的动力学行为,并进行了实验验证。结果表明,同时考虑压电与电磁耦合的能量采集系统不仅在低频的大幅激励下具有高效的能量采集效果,而且在宽频随机激励下相干共振时的电压输出更高。此研究结果可应用于提高振动能量采集效率,优化电压输出。 展开更多
关键词 随机激励 能量采集系统 相干共振
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多稳态动力系统中随机共振的研究进展 被引量:6
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作者 靳艳飞 许鹏飞 +2 位作者 李永歌 马晋忠 许勇 《力学进展》 EI CSCD 北大核心 2023年第2期357-394,共38页
非线性随机动力学是力学、数学、工程等多个领域关注的热点,在航空航天、机械工程、生物生态等领域有广泛的应用.多稳态动力系统作为其最重要的研究对象,在随机扰动下具有丰富的动力学行为,如随机分岔、随机共振等,尤其是随机共振,已经... 非线性随机动力学是力学、数学、工程等多个领域关注的热点,在航空航天、机械工程、生物生态等领域有广泛的应用.多稳态动力系统作为其最重要的研究对象,在随机扰动下具有丰富的动力学行为,如随机分岔、随机共振等,尤其是随机共振,已经被应用于机械故障诊断、微弱信号检测和振动能量俘获等工程实际问题中.本文主要综述了多稳态动力系统中的随机共振理论、方法及工程应用.首先,通过几类典型的非线性随机动力学系统,介绍了随机共振的经典理论和度量指标;其次,重点阐述了多稳态动力学系统,尤其是三稳态和周期势系统,在各类噪声激励下的随机共振现象,分析了其诱发机理、演化规律和研究方法;最后,介绍了多稳态动力系统中随机共振的几类应用实例,并进一步给出了随机共振当前面临的难题和未来的发展趋势等开放性问题. 展开更多
关键词 随机共振 多稳态动力系统 相干共振 平均首次穿越时间 非高斯Lévy噪声
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Electrical activities of neural systems exposed to sinusoidal induced electric field with random phase 被引量:5
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作者 DU Lin CAO ZiLu +1 位作者 LEI YouMing DENG ZiChen 《Science China(Technological Sciences)》 SCIE EI CAS CSCD 2019年第7期1141-1150,共10页
The brain neural system is often disturbed by electromagnetic and noise environments, and research on dynamic response of its interaction has received extensive attention. This paper investigates electrical activity o... The brain neural system is often disturbed by electromagnetic and noise environments, and research on dynamic response of its interaction has received extensive attention. This paper investigates electrical activity of Morris-Lecar neural systems exposed to sinusoidal induced electric field(IEF) with random phase generated by electromagnetic effect. By introducing a membrane depolarization model under the effect of random IEF, transition state of firing patterns, including mixed-mode oscillations(MMOs) with layered inter-spike intervals(ISI) and intermittency with a power law distribution in probability density function of ISI, is obtained in a single neuron. Considering the synergistic effects of frequency and noise, coherence resonance is performed by phase noise of IEF under certain parameter conditions. For the neural network without any internal coupling, we demonstrate that synchronous oscillations can be induced by IEF coupling, and suppression of synchronous spiking is achieved effectively by phase noise of IEF. Results of the study enrich the dynamical response to electromagnetic induction and provide insights into mechanisms of noise affecting information coding and transmission in neural systems. 展开更多
关键词 induced electric field random phase ELECTRICAL activity transition coherence resonance SYNCHRONOUS SUPPRESSION
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有限大小神经元细胞膜动作电位的温度效应 被引量:6
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作者 蔡欣 徐晓英 《武汉理工大学学报(交通科学与工程版)》 2006年第3期467-470,共4页
研究了温度对有限大小神经元细胞膜动作电位的影响.发现随着温度的增加,在相同的时间内神经元产生的脉冲数目有先增加再降低的变化.在中等面积下,平均脉冲间间隔有类似于共振的先降低,达到最小值,再增加的现象.通过计算功率谱以及由功... 研究了温度对有限大小神经元细胞膜动作电位的影响.发现随着温度的增加,在相同的时间内神经元产生的脉冲数目有先增加再降低的变化.在中等面积下,平均脉冲间间隔有类似于共振的先降低,达到最小值,再增加的现象.通过计算功率谱以及由功率谱定义的β因子,很清楚地看到β在某些温度时达到了最大值,产生了相干共振. 展开更多
关键词 随机开关 温度效应 相干共振
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Firing rates of coupled noisy excitable elements 被引量:4
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作者 Shuai Liu Zhi-Wei He Meng Zhan 《Frontiers of physics》 SCIE CSCD 2014年第1期120-127,共8页
The dynamics of coupled excitable FitzHugh Nagumo systems under external noisy driving is studied. Different from most of previous work focusing on the noise-induced regularity in the framework of coherence resonance,... The dynamics of coupled excitable FitzHugh Nagumo systems under external noisy driving is studied. Different from most of previous work focusing on the noise-induced regularity in the framework of coherence resonance, here the average frequency (or firing rate) of coupled excitable elements is of much more concern. We find that (i) their frequencies first increase and then decrease with the increase of the coupling, and there is a clear crossover from a rush increase to a smooth increase with the increase of noise strength, and (ii) for nonidentical cases, all elements transit to an identical frequency simultaneously only after a certain coupling strength is achieved. These first-increase-thendecrease non-monotonic frequency behavior and isochronous frequency synchronization are believed to be two basic behaviors in coupled noisy excitable systems. 展开更多
关键词 coupled excitable elements firing rate noise coherence resonance
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Amplified Signal Response by Neuronal Diversity on Complex Networks 被引量:2
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作者 申传胜 陈含爽 张季谦 《Chinese Physics Letters》 SCIE CAS CSCD 2008年第5期1591-1594,共4页
The effect of diversity on dynamics of coupled FitzHugh-Nagumo neurons on complex networks is numerically investigated, where each neuron is subjected to an external subthreshold signal. With the diversity the network... The effect of diversity on dynamics of coupled FitzHugh-Nagumo neurons on complex networks is numerically investigated, where each neuron is subjected to an external subthreshold signal. With the diversity the network is a mixture of excitable and oscillatory neurons, and the diversity is determined by the variance of the system's parameter. The complex network is constructed by randomly adding long-range connections (shortcuts) on a nearest-neighbouring coupled one-dimensional chain. Numerical results show that external signals are maximally magnified at an intermediate value of the diversity, as in the case of well-known stochastic resonance, burthermore, the effects of the number of shortcuts and coupled strength on the diversity-induced phenomena are also discussed. These findings exhibit that the diversity may play a constructive role in response to external signal, and highlight the importance of the diversity on such complex networks. 展开更多
关键词 SMALL-WORLD NETWORKS STOCHASTIC resonance coherence resonance NEURAL-NETWORKS SYNCHRONIZATION SYSTEMS INFORMATION MECHANISM DISORDER NOISE
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小世界生物神经网络的相干共振研究 被引量:5
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作者 周小荣 罗晓曙 《物理学报》 SCIE EI CAS CSCD 北大核心 2008年第5期2849-2853,共5页
研究了无外界周期信号时Hodgkin-Huxley模型小世界生物神经网络的非线性响应.数值模拟结果显示:当噪声强度取某一有限值时,峰序列有序度可以达到最大,即产生相干共振现象.同时发现:随着网络规模N的变化,相干共振系数cv的极小值不是一个... 研究了无外界周期信号时Hodgkin-Huxley模型小世界生物神经网络的非线性响应.数值模拟结果显示:当噪声强度取某一有限值时,峰序列有序度可以达到最大,即产生相干共振现象.同时发现:随着网络规模N的变化,相干共振系数cv的极小值不是一个,而是多个.这表明相干共振可发生在神经元集群数目特定的不同规模的网络中. 展开更多
关键词 相干共振 有序度 小世界网络 生物神经网络
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简谐噪声激励下FitzHugh-Nagumo神经元的动力学行为 被引量:5
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作者 宋艳丽 《物理学报》 SCIE EI CAS CSCD 北大核心 2010年第4期2334-2338,共5页
研究了简谐噪声激励下的FitzHugh-Nagumo神经元模型,其放电形式、相干共振等动力学行为均受噪声阻尼参数和频率参数的影响.选择不同的参数所得到的神经元的放电形式不同.神经元存在共振特性,对某一频率的噪声有更强的响应,在此频率参数... 研究了简谐噪声激励下的FitzHugh-Nagumo神经元模型,其放电形式、相干共振等动力学行为均受噪声阻尼参数和频率参数的影响.选择不同的参数所得到的神经元的放电形式不同.神经元存在共振特性,对某一频率的噪声有更强的响应,在此频率参数下的峰序列更有序,出现相干共振系数的极小值.噪声的阻尼参数越大,不同的频率成分越多,神经元的响应也变得杂乱,进而导致神经元与噪声的同步变弱,峰序列相干共振系数也相应增大. 展开更多
关键词 简谐噪声 FitzHugh-Nagumo神经元 相干共振 峰峰间隔
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Parameter Diversity Induced Multiple Spatial Coherence Resonances and Spiral Waves in Neuronal Network with and Without Noise 被引量:5
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作者 李玉叶 贾冰 +1 位作者 古华光 安书成 《Communications in Theoretical Physics》 SCIE CAS CSCD 2012年第5期817-824,共8页
Diversity in the neurons and noise are inevitable in the real neuronal network.In this paper,parameter diversity induced spiral waves and multiple spatial coherence resonances in a two-dimensional neuronal network wit... Diversity in the neurons and noise are inevitable in the real neuronal network.In this paper,parameter diversity induced spiral waves and multiple spatial coherence resonances in a two-dimensional neuronal network without or with noise are simulated.The relationship between the multiple resonances and the multiple transitions between patterns of spiral waves are identified.The coherence degrees induced by the diversity are suppressed when noise is introduced and noise density is increased.The results suggest that natural nervous system might profit from both parameter diversity and noise,provided a possible approach to control formation and transition of spiral wave by the cooperation between the diversity and noise. 展开更多
关键词 multiple spatial coherence resonance spiral wave DIVERSITY neuronal network
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Spatiotemporal multiple coherence resonances and calcium waves in a coupled hepatocyte system 被引量:3
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作者 王宝华 陆启韶 +1 位作者 吕淑娟 郎秀锋 《Chinese Physics B》 SCIE EI CAS CSCD 2009年第3期872-880,共9页
Spatiotemporal multiple coherence resonances coupled hepatocytes are studied. It is shown that for calcium activities induced by weak Gaussian white noise in bi-resonances in hepatocytes are induced by the interplay a... Spatiotemporal multiple coherence resonances coupled hepatocytes are studied. It is shown that for calcium activities induced by weak Gaussian white noise in bi-resonances in hepatocytes are induced by the interplay and competition between noise and coupling of cells, in other words, the cell in network can be excited either by noise or by its neighbour via gap junction which can transfer calcium ions between cells. Furthermore, the intercellular annular calcium waves induced by noise are observed, in which the wave length decreases with noise intensity augmenting but increases monotonically with coupling strength increasing. And for a fixed noise level, there is an optimal coupling strength that makes the coherence resonance reach maximum. 展开更多
关键词 multiple resonance coherence intercellular calcium wave noise
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Dynamics and coherence resonance in a thermosensitive neuron driven by photocurrent 被引量:4
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作者 Ying Xu Minghua Liu +1 位作者 Zhigang Zhu Jun Ma 《Chinese Physics B》 SCIE EI CAS CSCD 2020年第9期597-608,共12页
A feasible neuron model can be effective to estimate the mode transition in neural activities in a complex electromagnetic environment.When neurons are exposed to electromagnetic field,the continuous magnetization and... A feasible neuron model can be effective to estimate the mode transition in neural activities in a complex electromagnetic environment.When neurons are exposed to electromagnetic field,the continuous magnetization and polarization can generate nonlinear effect on the exchange and propagation of ions in the cell,and then the firing patterns can be regulated completely.The conductivity of ion channels can be affected by the temperature and the channel current is adjusted for regulating the excitability of neurons.In this paper,a phototube and a thermistor are used to the functions of neural circuit.The phototube is used to capture external illumination for energy injection,and a continuous signal source is obtained.The thermistor is used to percept the changes of temperature,and the channel current is changed to adjust the excitability of neuron.This functional neural circuit can encode the external heat(temperature)and illumination excitation,and the dynamics of neural activities is investigated in detail.The photocurrent generated in the phototube can be used as a signal source for the neural circuit,and the thermistor is used to estimate the conduction dependence on the temperature for neurons under heat effect.Bifurcation analysis and Hamilton energy are calculated to explore the mode selection.It is found that complete dynamical properties of biological neurons can be reproduced in spiking,bursting,and chaotic firing when the phototube is activated as voltage source.The functional neural circuit mainly presents spiking states when the photocurrent is handled as a stable current source.Gaussian white noise is imposed to detect the occurrence of coherence resonance.This neural circuit can provide possible guidance for investigating dynamics of neural networks and potential application in designing sensitive sensors. 展开更多
关键词 thermosensitive neuron THERMISTOR phototube BIFURCATION coherence resonance
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化学振荡体系相干共振的诱导和增强 被引量:3
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作者 施建成 罗敏 +1 位作者 董涛 陈汉光 《高等学校化学学报》 SCIE EI CAS CSCD 北大核心 2009年第9期1856-1860,共5页
采用数值模拟的方法研究了乘性和加性噪音对化学振荡体系相干共振的影响作用.结果表明,乘性和加性噪音同时对体系进行调制时,所得的相干共振强于只有其中一种噪音调制的共振;相对于加性噪音而言,体系能更好地利用乘性噪音来增宽使体系... 采用数值模拟的方法研究了乘性和加性噪音对化学振荡体系相干共振的影响作用.结果表明,乘性和加性噪音同时对体系进行调制时,所得的相干共振强于只有其中一种噪音调制的共振;相对于加性噪音而言,体系能更好地利用乘性噪音来增宽使体系处于振荡状态的控制参数区域;控制参数效应和噪音效应相比,前者对体系相干共振的产生和增强起主要的影响作用.另外,当噪音增到临界强度时,乘性和加性噪音分别对体系进行调制的动力学行为差异被湮没,说明此时乘性和加性噪音对体系动力学行为的影响趋于一致. 展开更多
关键词 噪音 控制参数 相干共振 化学振荡体系
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随机激励下双稳态压电俘能系统的相干共振及实验验证 被引量:4
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作者 蓝春波 秦卫阳 李海涛 《物理学报》 SCIE EI CAS CSCD 北大核心 2015年第8期72-79,共8页
随着压电晶体材料的迅速发展,基于压电效应的能量采集系统是俘获环境中的宽带随机振动能量的一种有效途径.研究了有限宽带随机激励作用下,磁斥力双稳态压电俘能系统的相干共振俘能机理,并进行了实验验证.运用Euler-Maruyama方法求解了... 随着压电晶体材料的迅速发展,基于压电效应的能量采集系统是俘获环境中的宽带随机振动能量的一种有效途径.研究了有限宽带随机激励作用下,磁斥力双稳态压电俘能系统的相干共振俘能机理,并进行了实验验证.运用Euler-Maruyama方法求解了随机非线性压电振动耦合方程,比较分析了相干共振发生前后系统的动力学特性和俘能效率,然后基于Kramers逃逸速率解释了相干共振.最后的随机振动实验结果验证了双稳态压电俘能系统的相干共振俘能机理.并且观察到:当相干共振发生时,系统会在两个势能阱之间剧烈运动,此时宽带随机振动能量会被转化为大幅值窄带低频振动响应,从而极大地提高了宽带随机振动能量的俘获效率. 展开更多
关键词 双稳态系统 能量俘获 相干共振 随机振动
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Spiral Waves and Multiple Spatial Coherence Resonances Induced by Colored Noise in Neuronal Network 被引量:4
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作者 TANG Zhao LI Yu-Ye +2 位作者 XI Lei JIA Bing GU Hua-Guang 《Communications in Theoretical Physics》 SCIE CAS CSCD 2012年第1期61-67,共7页
Gaussian colored noise induced spatial patterns and spatial coherence resonances in a square lattice neuronal network composed of Morris-Lecar neurons are studied.Each neuron is at resting state near a saddle-node bif... Gaussian colored noise induced spatial patterns and spatial coherence resonances in a square lattice neuronal network composed of Morris-Lecar neurons are studied.Each neuron is at resting state near a saddle-node bifurcation on invariant circle,coupled to its nearest neighbors by electronic coupling.Spiral waves with different structures and disordered spatial structures can be alternately induced within a large range of noise intensity.By calculating spatial structure function and signal-to-noise ratio(SNR),it is found that SNR values are higher when the spiral structures are simple and are lower when the spatial patterns are complex or disordered,respectively.SNR manifest multiple local maximal peaks,indicating that the colored noise can induce multiple spatial coherence resonances.The maximal SNR values decrease as the correlation time of the noise increases.These results not only provide an example of multiple resonances,but also show that Gaussian colored noise play constructive roles in neuronal network. 展开更多
关键词 multiple spatial coherence resonance spiral wave colored noise neuronal network
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随机信号在神经元网络中诱发的双空间相干共振 被引量:3
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作者 李玉叶 张慧敏 +3 位作者 魏春玲 杨明浩 古华光 任维 《动力学与控制学报》 2009年第3期230-234,共5页
对确定性行为为静息的神经元网络施加随机信号进行控制,随着信号强度的增加,网络行为由无序到有序的空间行为-螺旋波再到无序,螺旋波的结构由复杂到简单再到复杂到简单的交替,由网络行为的空间结构函数计算出的信噪比会两次达到极大值,... 对确定性行为为静息的神经元网络施加随机信号进行控制,随着信号强度的增加,网络行为由无序到有序的空间行为-螺旋波再到无序,螺旋波的结构由复杂到简单再到复杂到简单的交替,由网络行为的空间结构函数计算出的信噪比会两次达到极大值,即发生了两次空间相干共振.结果不仅展示了该随机信号控制下的网络的动力学行为,还为通过施加控制因素诱导产生空间共振来提高神经系统的信息处理能力提供了可能的方法. 展开更多
关键词 神经元网络 空间共振 相干共振 螺旋波 信噪比
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Multiple enhancements of rate oscillations by non-Gaussian noise in NO reduction with CO on Pt(100) 被引量:2
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作者 GONG YuBing,XIE YanHang & HAO YingHang School of Physics and Electronic Engineering,Ludong University,Yantai 264025,China 《Science China Chemistry》 SCIE EI CAS 2010年第1期226-230,共5页
The effect of the non-Gaussian colored noise(NGN) on the dynamics of nonlinear systems has attracted increasing attention.This work numerically studied the effect of a particular kind of the NGN,mainly in terms of its... The effect of the non-Gaussian colored noise(NGN) on the dynamics of nonlinear systems has attracted increasing attention.This work numerically studied the effect of a particular kind of the NGN,mainly in terms of its departure from Gaussian noise,on the rate oscillations(RO) in the catalytic reduction of NO with CO on Pt(100) surfaces.It was found that power spectrum density changes non-monotonically and the signal-to-noise ratio shows several peaks with increasing departure,demonstrating the presence of"departure-induced multiple resonance".Since the departure of the NGN determines the probability distribution and hence denotes the type of the noise,the phenomenon of"departure-induced multiple resonance"not only gives multiple enhancements of the RO by virtue of the departure of the NGN,but also implies that,besides Gaussian noise,various other types of noise may enhance the RO in the surface catalytic reaction systems. 展开更多
关键词 NON-GAUSSIAN COLORED noise catalytic reduction of NO with CO on Pt(100) reaction RATE oscillation coherence resonance
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Stochastic Resonance in Neural Systems with Small-World Connections 被引量:2
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作者 袁五届 罗晓曙 杨仁桓 《Chinese Physics Letters》 SCIE CAS CSCD 2007年第3期835-838,共4页
We study the stochastic resonance (SR) in Hodgkin-Huxley (HH) neural systems with small-world (SW) connections under the noise synaptic current and periodic stimulus, focusing on the dependence of properties of ... We study the stochastic resonance (SR) in Hodgkin-Huxley (HH) neural systems with small-world (SW) connections under the noise synaptic current and periodic stimulus, focusing on the dependence of properties of SR on coupling strength c. It is found that there exists a critical coupling strength c^* such that if c 〈 c^*, then the SR can appear on the SW neural network. Especially, dependence of the critical coupling strength c^* on the number of neurons N shows the monotonic even almost linear increase of c^* as N increases and c^* on the SW network is smaller than that on the random network. For the effect of the SW network on the phenomenon of SR, we show that decreasing the connection-rewiring probability p of the network topology leads to an enhancement of SR. This indicates that the SR on the SW network is more prominent than that on the random network (p = 1.0). In addition, it is noted that the effect becomes remarkable as coupling strength increases. Moreover, it is found that the SR weakens but resonance range becomes wider with the increase of c on the SW neural network. 展开更多
关键词 coherence resonance FIRE NEURON LEAKY INTEGRATE NETWORKS MODELS NOISE SYNCHRONIZATION ENSEMBLE DYNAMICS SIGNALS
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