# Size of variable arrays: sizeAlgebraic = 1 sizeStates = 1 sizeConstants = 11 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 (millisecond)" legend_constants[0] = "C in component membrane (microF_per_mm2)" legend_constants[1] = "T in component membrane (per_millisecond)" legend_states[0] = "Y in component membrane (dimensionless)" legend_constants[7] = "Y_infinity_Vm in component membrane (dimensionless)" legend_constants[2] = "Vm in component membrane (millivolt)" legend_algebraic[0] = "I_ion in component membrane (microA_per_mm2)" legend_constants[8] = "i1_Vm in component membrane (microA_per_mm2)" legend_constants[10] = "i0_Vm in component membrane (microA_per_mm2)" legend_constants[9] = "f_Vm in component membrane (microA_per_mm2)" legend_constants[3] = "af in component membrane (dimensionless)" legend_constants[4] = "bf in component membrane (dimensionless)" legend_constants[5] = "cf in component membrane (dimensionless)" legend_constants[6] = "df in component membrane (dimensionless)" legend_rates[0] = "d/dt Y in component membrane (dimensionless)" return (legend_states, legend_algebraic, legend_voi, legend_constants) def initConsts(): constants = [0.0] * sizeConstants; states = [0.0] * sizeStates; constants[0] = 0.01 constants[1] = 50.0 states[0] = 0.07 constants[2] = -78.6 constants[3] = 0.00003837854 constants[4] = 0.00584649 constants[5] = 0.2531834 constants[6] = 2.356256 constants[7] = custom_piecewise([less(constants[2] , -80.0000), 0.00000 , greater(constants[2] , -60.0000), 1.00000 , True, (constants[2]+80.0000)/20.0000]) constants[8] = custom_piecewise([less(constants[2] , -70.0000), 0.0500000+0.00500000*(constants[2]+70.0000) , greater(constants[2] , 0.00000), 0.0600000+0.00425000*constants[2] , True, 0.0500000+(0.0100000*(constants[2]+70.0000))/70.0000]) constants[9] = custom_piecewise([less(constants[2] , -74.3000), 0.0784000+0.0200000*(constants[2]+74.3000) , greater(constants[2] , -27.8000), -0.988400+0.0171000*(constants[2]+27.8000) , True, constants[3]*(power(constants[2], 3.00000))+constants[4]*(power(constants[2], 2.00000))+constants[5]*constants[2]+constants[6]]) constants[10] = constants[8]+constants[9] return (states, constants) def computeRates(voi, states, constants): rates = [0.0] * sizeStates; algebraic = [0.0] * sizeAlgebraic rates[0] = (1.00000/constants[1])*(constants[7]-states[0]) return(rates) def computeAlgebraic(constants, states, voi): algebraic = array([[0.0] * len(voi)] * sizeAlgebraic) states = array(states) voi = array(voi) algebraic[0] = -states[0]*constants[8]-(1.00000-states[0])*constants[10] return algebraic def custom_piecewise(cases): """Compute result of a piecewise function""" return select(cases[0::2],cases[1::2]) 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)