# Size of variable arrays: sizeAlgebraic = 5 sizeStates = 3 sizeConstants = 14 from math import * from numpy import * def createLegends(): legend_states = [""] * sizeStates legend_rates = [""] * sizeStates legend_algebraic = [""] * sizeAlgebraic legend_voi = "" legend_constants = [""] * sizeConstants legend_voi = "time in component environment (second)" legend_states[0] = "V in component membrane (millivolt)" legend_constants[0] = "Cm in component membrane (picoF)" legend_algebraic[0] = "i_s in component calcium_channel (femtoA)" legend_algebraic[2] = "i_K in component potassium_channel (femtoA)" legend_algebraic[3] = "i_K_ACh in component acetyl_choline_activated_potassium_channel (femtoA)" legend_algebraic[4] = "i_j in component coupling_current (femtoA)" legend_constants[1] = "g_s in component calcium_channel (picoS)" legend_constants[2] = "V_s in component calcium_channel (millivolt)" legend_constants[3] = "V_1 in component calcium_channel (millivolt)" legend_constants[4] = "V_2 in component calcium_channel (millivolt)" legend_constants[5] = "g_K in component potassium_channel (picoS)" legend_constants[6] = "V_K in component potassium_channel (millivolt)" legend_states[1] = "w in component potassium_channel_w_gate (dimensionless)" legend_constants[7] = "lambda_w in component potassium_channel_w_gate (per_second)" legend_constants[8] = "V_3 in component potassium_channel_w_gate (millivolt)" legend_constants[9] = "V_4 in component potassium_channel_w_gate (millivolt)" legend_states[2] = "u in component acetyl_choline_activated_potassium_channel_u_gate (dimensionless)" legend_constants[13] = "alpha in component acetyl_choline_activated_potassium_channel_u_gate (per_second)" legend_algebraic[1] = "beta in component acetyl_choline_activated_potassium_channel_u_gate (per_second)" legend_constants[10] = "ACh in component acetyl_choline_activated_potassium_channel_u_gate (molar)" legend_constants[11] = "g_j in component coupling_current (picoS)" legend_constants[12] = "V_B in component coupling_current (millivolt)" legend_rates[0] = "d/dt V in component membrane (millivolt)" legend_rates[1] = "d/dt w in component potassium_channel_w_gate (dimensionless)" legend_rates[2] = "d/dt u in component acetyl_choline_activated_potassium_channel_u_gate (dimensionless)" return (legend_states, legend_algebraic, legend_voi, legend_constants) def initConsts(): constants = [0.0] * sizeConstants; states = [0.0] * sizeStates; states[0] = -52.07606 constants[0] = 60 constants[1] = 382.9118 constants[2] = 214.1429 constants[3] = -35.9358 constants[4] = 7.8589 constants[5] = 536.1093 constants[6] = -259.0783 states[1] = 0.0008971 constants[7] = 20.7796 constants[8] = -27.9375 constants[9] = 6.321 states[2] = 0.2344555 constants[10] = 1e-6 constants[11] = 0 constants[12] = -50 constants[13] = 0.0123320/(1.00000+4.20000e-06/constants[10]) return (states, constants) def computeRates(voi, states, constants): rates = [0.0] * sizeStates; algebraic = [0.0] * sizeAlgebraic rates[1] = constants[7]*cosh((states[0]-constants[8])/(2.00000*constants[9]))*((1.00000/2.00000)*(1.00000+tanh((states[0]-constants[8])/constants[9]))-states[1]) algebraic[1] = 0.0100000*exp(0.0133000*(states[0]+40.0000)) rates[2] = constants[13]*(1.00000-states[2])-algebraic[1]*states[2] algebraic[0] = (1.00000/2.00000)*constants[1]*(1.00000+tanh((states[0]-constants[3])/constants[4]))*(states[0]-constants[2]) algebraic[2] = constants[5]*states[1]*(states[0]-constants[6]) algebraic[3] = 1.00000*0.270000*states[2]*(states[0]+90.0000) algebraic[4] = constants[11]*(states[0]-constants[12]) rates[0] = -(algebraic[0]+algebraic[2]+algebraic[3]+algebraic[4])/constants[0] return(rates) def computeAlgebraic(constants, states, voi): algebraic = array([[0.0] * len(voi)] * sizeAlgebraic) states = array(states) voi = array(voi) algebraic[1] = 0.0100000*exp(0.0133000*(states[0]+40.0000)) algebraic[0] = (1.00000/2.00000)*constants[1]*(1.00000+tanh((states[0]-constants[3])/constants[4]))*(states[0]-constants[2]) algebraic[2] = constants[5]*states[1]*(states[0]-constants[6]) algebraic[3] = 1.00000*0.270000*states[2]*(states[0]+90.0000) algebraic[4] = constants[11]*(states[0]-constants[12]) return algebraic def solve_model(): """Solve model with ODE solver""" from scipy.integrate import ode # Initialise constants and state variables (init_states, constants) = initConsts() # Set timespan to solve over voi = linspace(0, 10, 500) # Construct ODE object to solve r = ode(computeRates) r.set_integrator('vode', method='bdf', atol=1e-06, rtol=1e-06, max_step=1) r.set_initial_value(init_states, voi[0]) r.set_f_params(constants) # Solve model states = array([[0.0] * len(voi)] * sizeStates) states[:,0] = init_states for (i,t) in enumerate(voi[1:]): if r.successful(): r.integrate(t) states[:,i+1] = r.y else: break # Compute algebraic variables algebraic = computeAlgebraic(constants, states, voi) return (voi, states, algebraic) def plot_model(voi, states, algebraic): """Plot variables against variable of integration""" import pylab (legend_states, legend_algebraic, legend_voi, legend_constants) = createLegends() pylab.figure(1) pylab.plot(voi,vstack((states,algebraic)).T) pylab.xlabel(legend_voi) pylab.legend(legend_states + legend_algebraic, loc='best') pylab.show() if __name__ == "__main__": (voi, states, algebraic) = solve_model() plot_model(voi, states, algebraic)