Thalamo-cortical interactions modeled by weakly connected oscillators: could the brain use FM radio principles?

نویسندگان

  • F C Hoppensteadt
  • E M Izhikevich
چکیده

We consider all models of the thalamo-cortical system that satisfy the following two assumptions: (1) each cortical column is an autonomous oscillator; (2) connections between cortical columns and the thalamus are weak. Our goal is to deduce from these assumptions general principles of thalamo-cortical interactions that are independent of the equations describing the system. We find that the existence of synaptic connections between any two cortical columns does not guarantee that the columns interact: They interact only when there is a certain nearly resonant relation between their frequencies, which implies that the interactions are frequency modulated (FM). When the resonance relation holds, the cortical columns interact through phase modulations. Thus, communications between weakly connected cortical oscillators employ a principle similar to that in FM radio: The frequency of oscillation encodes the channel of communication, while the information is transmitted via phase modulations. If the thalamic input has an appropriate frequency, then it can dynamically link any two cortical columns, even those that have non-resonant frequencies and would otherwise be unlinked. Thus, by adjusting its temporal activity, the thalamus has control over information processing taking place in the cortex. Our results suggest that the mean firing rate (frequency) of periodically spiking neuron does not carry any information other than identifying a channel of communication. Information (i.e. neural code) is carried through modulations of interspike intervals.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Thalamo-cortical Interactions Modeled by Weakly Connected Oscillators: Could Brain Use Fm Radio Principles?

We model a thalamo-cortical system using the following two assumptions: 1.) Each cortical column is an autonomous oscillator. 2.) Connections between cortical columns and the thalamus are weak. Our goal is to deduce from these assumptions general principles of thalamo-cortical interactions that are independent of the equations describing the system. We nd that the existence of synaptic connecti...

متن کامل

Thalamo-cortical Interactions Modeled by Forced Weakly Connected Oscillatory Networks

Modeled by Forced Weakly Connected Oscillatory Networks Proceedings of International Conference on Neural Networks 97, Houston TX; I:328{331 Frank C. Hoppensteadt and Eugene M. Izhikevich Center for Systems Science & Engineering Arizona State University, Box 87-7606 Tempe, AZ 85287-7606 [email protected], [email protected] Abstract In this paper we do not discuss what a thalamocortical syst...

متن کامل

Weakly Connected Quasi-periodic Oscillators, FM Interactions, and Multiplexing in the Brain

We prove that weakly connected networks of quasi-periodic (multifrequency) oscillators can be transformed into a phase model by a continuous change of variables. The phase model has the same form as the one for periodic oscillators with the exception that each phase variable is a vector. When the oscillators have mutually nonresonant frequency (rotation) vectors, the phase model uncouples. This...

متن کامل

Oscillatory Neurocomputers with Dynamic Connectivity

Our study of thalamo-cortical systems suggests a new architecture for a neurocomputer that consists of oscillators having different frequencies and that are connected weakly via a common medium forced by an external input. Even though such oscillators are all interconnected homogeneously, the external input imposes a dynamic connectivity. We use Kuramoto’s model to illustrate the idea and to pr...

متن کامل

Dynamic Pattern Recognition through Bio-inspired Oscillatory CNNs

Many studies in neuroscience have shown that nonlinear dynamic networks represent a bio-inspired models for information and image processing. Recent studies on the thalamo-cortical system have shown that weakly connected oscillatory networks have the capability of modelling the architecture of a neurocomputer. In particular they have associative properties and can be exploited for dynamic patte...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

عنوان ژورنال:
  • Bio Systems

دوره 48 1-3  شماره 

صفحات  -

تاریخ انتشار 1998