Purpose

We hope to study the functional relationship between adaptive phenomena and cortical networks in the primary visual cortex. For this reason, we have adopted a full model of our predecessors. In the first step, we tried to simplify the model to get a large number of results quickly.

full model

> main_mutimodel

IVMM: Reduced Model 1

method

Replace variance information with mean value information of current and voltage

code useage

Calculate the probability transfer matrix
> load('full_model_res.mat')
> [estate_mat,istate_mat] = compute_IVrefMM(res_full_model,params);
> load('full_model_res.mat2')
> [estate_mat,istate_mat] = compute_IVrefMM(res_full_model,params,estate_mat,istate_mat);
Run IVMM (This step can be directly carried out when there is a transfer matrix “eirefstate_mat.mat”)
> IVrefMM_list = generate_IVrefMM(estate_mat,istate_mat);
> plot_fft(IVrefMM_list(1,:),IVrefMM_list(2,:));

DIF-ODE: Reduced Model 2

method

Mean field and ODE. Treat neurons with similar voltages as a distribution

code useage

Run the model
> main_mutimodel
Calculate Jacobian matrix
> [J_mat,D_vac] = get_jacobian_matrix(res_ODEfull_model,params, time_index);