Generated Code
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The raw code is available.
# Size of variable arrays: sizeAlgebraic = 14 sizeStates = 7 sizeConstants = 24 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_algebraic[0] = "Vm in component membrane (millivolt)" legend_constants[0] = "Cm in component membrane (microfarad)" legend_algebraic[11] = "I_b in component I_b (nanoampere)" legend_algebraic[2] = "I_Kir in component I_Kir (nanoampere)" legend_algebraic[9] = "I_Shkr in component I_Shkr (nanoampere)" legend_algebraic[13] = "I_stim in component I_stim (nanoampere)" legend_states[0] = "VmReal in component membrane (millivolt)" legend_constants[1] = "GKir in component I_Kir (microsiemens)" legend_constants[2] = "aKir in component I_Kir (dimensionless)" legend_constants[3] = "bKir in component I_Kir (dimensionless)" legend_constants[23] = "EK in component I_Kir (millivolt)" legend_algebraic[1] = "OKir in component I_Kir (dimensionless)" legend_constants[4] = "R in component model_parameters (millijoule_per_kelvin_mole)" legend_constants[5] = "T in component model_parameters (kelvin)" legend_constants[6] = "F in component model_parameters (coulomb_per_mole)" legend_constants[7] = "Ko in component model_parameters (millimolar)" legend_constants[8] = "Ki in component model_parameters (millimolar)" legend_constants[9] = "PShkr in component I_Shkr (microlitre_per_second)" legend_states[1] = "C0ShkrReal in component I_Shkr (dimensionless)" legend_states[2] = "C1ShkrReal in component I_Shkr (dimensionless)" legend_states[3] = "C2ShkrReal in component I_Shkr (dimensionless)" legend_states[4] = "C3ShkrReal in component I_Shkr (dimensionless)" legend_states[5] = "C4ShkrReal in component I_Shkr (dimensionless)" legend_states[6] = "OShkrReal in component I_Shkr (dimensionless)" legend_algebraic[3] = "C0Shkr in component I_Shkr (dimensionless)" legend_algebraic[4] = "C1Shkr in component I_Shkr (dimensionless)" legend_algebraic[5] = "C2Shkr in component I_Shkr (dimensionless)" legend_algebraic[6] = "C3Shkr in component I_Shkr (dimensionless)" legend_algebraic[7] = "C4Shkr in component I_Shkr (dimensionless)" legend_algebraic[8] = "OShkr in component I_Shkr (dimensionless)" legend_algebraic[10] = "kv in component I_Shkr (first_order_rate_constant)" legend_algebraic[12] = "k_v in component I_Shkr (first_order_rate_constant)" legend_constants[10] = "kv0 in component I_Shkr (first_order_rate_constant)" legend_constants[11] = "zv in component I_Shkr (dimensionless)" legend_constants[12] = "k_v0 in component I_Shkr (first_order_rate_constant)" legend_constants[13] = "z_v in component I_Shkr (dimensionless)" legend_constants[14] = "ko in component I_Shkr (first_order_rate_constant)" legend_constants[15] = "k_o in component I_Shkr (first_order_rate_constant)" legend_constants[16] = "Gb in component I_b (microsiemens)" legend_constants[17] = "Eb in component I_b (millivolt)" legend_constants[18] = "stim_start in component I_stim (second)" legend_constants[19] = "stim_end in component I_stim (second)" legend_constants[20] = "stim_period in component I_stim (second)" legend_constants[21] = "stim_duration in component I_stim (second)" legend_constants[22] = "stim_amplitude in component I_stim (nanoampere)" legend_rates[0] = "d/dt VmReal in component membrane (millivolt)" legend_rates[1] = "d/dt C0ShkrReal in component I_Shkr (dimensionless)" legend_rates[2] = "d/dt C1ShkrReal in component I_Shkr (dimensionless)" legend_rates[3] = "d/dt C2ShkrReal in component I_Shkr (dimensionless)" legend_rates[4] = "d/dt C3ShkrReal in component I_Shkr (dimensionless)" legend_rates[5] = "d/dt C4ShkrReal in component I_Shkr (dimensionless)" legend_rates[6] = "d/dt OShkrReal in component I_Shkr (dimensionless)" return (legend_states, legend_algebraic, legend_voi, legend_constants) def initConsts(): constants = [0.0] * sizeConstants; states = [0.0] * sizeStates; constants[0] = 4.5e-6 states[0] = -58.00 constants[1] = 1e-3 constants[2] = 0.94 constants[3] = 1.26 constants[4] = 8310 constants[5] = 295 constants[6] = 9.65e4 constants[7] = 5 constants[8] = 140 constants[9] = 5.4e-9 states[1] = 9.11e-1 states[2] = 8.57e-2 states[3] = 3.02e-3 states[4] = 4.74e-5 states[5] = 2.79e-7 states[6] = 0 constants[10] = 30 constants[11] = 1.28 constants[12] = 2 constants[13] = -1.53 constants[14] = 77 constants[15] = 18 constants[16] = 6.9e-6 constants[17] = 0 constants[18] = 0.1 constants[19] = 10 constants[20] = 1 constants[21] = 0.001 constants[22] = 0.1 constants[23] = ((constants[4]*constants[5])/constants[6])*log(constants[7]/constants[8]) return (states, constants) def computeRates(voi, states, constants): rates = [0.0] * sizeStates; algebraic = [0.0] * sizeAlgebraic algebraic[7] = custom_piecewise([less(states[5] , 0.00000), 0.00000 , greater(states[5] , 1.00000), 1.00000 , True, states[5]]) algebraic[8] = custom_piecewise([less(states[6] , 0.00000), 0.00000 , greater(states[6] , 1.00000), 1.00000 , True, states[6]]) rates[6] = constants[14]*algebraic[7]-constants[15]*algebraic[8] algebraic[3] = custom_piecewise([less(states[1] , 0.00000), 0.00000 , greater(states[1] , 1.00000), 1.00000 , True, states[1]]) algebraic[4] = custom_piecewise([less(states[2] , 0.00000), 0.00000 , greater(states[2] , 1.00000), 1.00000 , True, states[2]]) algebraic[0] = custom_piecewise([less(fabs(states[0]) , 1.00000e-07), 1.00000e-07 , True, states[0]]) algebraic[10] = constants[10]*exp((algebraic[0]*constants[11]*constants[6])/(constants[4]*constants[5])) algebraic[12] = constants[12]*exp((algebraic[0]*constants[13]*constants[6])/(constants[4]*constants[5])) rates[1] = algebraic[12]*algebraic[4]-4.00000*algebraic[10]*algebraic[3] algebraic[5] = custom_piecewise([less(states[3] , 0.00000), 0.00000 , greater(states[3] , 1.00000), 1.00000 , True, states[3]]) rates[2] = (2.00000*algebraic[12]*algebraic[5]+4.00000*algebraic[10]*algebraic[3])-(3.00000*algebraic[10]+algebraic[12])*algebraic[4] algebraic[6] = custom_piecewise([less(states[4] , 0.00000), 0.00000 , greater(states[4] , 1.00000), 1.00000 , True, states[4]]) rates[3] = (3.00000*algebraic[12]*algebraic[6]+3.00000*algebraic[10]*algebraic[4])-(2.00000*algebraic[10]+2.00000*algebraic[12])*algebraic[5] rates[4] = (4.00000*algebraic[12]*algebraic[7]+2.00000*algebraic[10]*algebraic[5])-(algebraic[10]+3.00000*algebraic[12])*algebraic[6] rates[5] = (constants[15]*algebraic[8]+algebraic[10]*algebraic[6])-(constants[14]+4.00000*algebraic[12])*algebraic[7] algebraic[11] = constants[16]*(algebraic[0]-constants[17]) algebraic[1] = 1.00000/(constants[2]+exp((constants[3]*(algebraic[0]-constants[23])*constants[6])/(constants[4]*constants[5]))) algebraic[2] = constants[1]*algebraic[1]*(power(constants[7]*0.00100000, 1.0/2))*(algebraic[0]-constants[23]) algebraic[9] = (((constants[9]*algebraic[8]*algebraic[0]*(power(constants[6], 2.00000)))/(constants[4]*constants[5]))*(constants[8]-constants[7]*exp((-algebraic[0]*constants[6])/(constants[4]*constants[5]))))/(1.00000-exp((-algebraic[0]*constants[6])/(constants[4]*constants[5]))) algebraic[13] = custom_piecewise([greater_equal(voi , constants[18]) & (less_equal(voi , constants[19]) & less_equal((voi-constants[18])-floor((voi-constants[18])/constants[20])*constants[20] , constants[21])), constants[22] , True, 0.00000]) rates[0] = -((algebraic[2]+algebraic[9]+algebraic[11])-algebraic[13])/constants[0] return(rates) def computeAlgebraic(constants, states, voi): algebraic = array([[0.0] * len(voi)] * sizeAlgebraic) states = array(states) voi = array(voi) algebraic[7] = custom_piecewise([less(states[5] , 0.00000), 0.00000 , greater(states[5] , 1.00000), 1.00000 , True, states[5]]) algebraic[8] = custom_piecewise([less(states[6] , 0.00000), 0.00000 , greater(states[6] , 1.00000), 1.00000 , True, states[6]]) algebraic[3] = custom_piecewise([less(states[1] , 0.00000), 0.00000 , greater(states[1] , 1.00000), 1.00000 , True, states[1]]) algebraic[4] = custom_piecewise([less(states[2] , 0.00000), 0.00000 , greater(states[2] , 1.00000), 1.00000 , True, states[2]]) algebraic[0] = custom_piecewise([less(fabs(states[0]) , 1.00000e-07), 1.00000e-07 , True, states[0]]) algebraic[10] = constants[10]*exp((algebraic[0]*constants[11]*constants[6])/(constants[4]*constants[5])) algebraic[12] = constants[12]*exp((algebraic[0]*constants[13]*constants[6])/(constants[4]*constants[5])) algebraic[5] = custom_piecewise([less(states[3] , 0.00000), 0.00000 , greater(states[3] , 1.00000), 1.00000 , True, states[3]]) algebraic[6] = custom_piecewise([less(states[4] , 0.00000), 0.00000 , greater(states[4] , 1.00000), 1.00000 , True, states[4]]) algebraic[11] = constants[16]*(algebraic[0]-constants[17]) algebraic[1] = 1.00000/(constants[2]+exp((constants[3]*(algebraic[0]-constants[23])*constants[6])/(constants[4]*constants[5]))) algebraic[2] = constants[1]*algebraic[1]*(power(constants[7]*0.00100000, 1.0/2))*(algebraic[0]-constants[23]) algebraic[9] = (((constants[9]*algebraic[8]*algebraic[0]*(power(constants[6], 2.00000)))/(constants[4]*constants[5]))*(constants[8]-constants[7]*exp((-algebraic[0]*constants[6])/(constants[4]*constants[5]))))/(1.00000-exp((-algebraic[0]*constants[6])/(constants[4]*constants[5]))) algebraic[13] = custom_piecewise([greater_equal(voi , constants[18]) & (less_equal(voi , constants[19]) & less_equal((voi-constants[18])-floor((voi-constants[18])/constants[20])*constants[20] , constants[21])), constants[22] , True, 0.00000]) 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)