Generated Code
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The raw code is available.
# Size of variable arrays:
sizeAlgebraic = 8
sizeStates = 3
sizeConstants = 22
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 (ms)"
legend_algebraic[1] = "Istim in component stimulus_protocol (per_ms)"
legend_constants[0] = "IstimStart in component stimulus_protocol (ms)"
legend_constants[1] = "IstimEnd in component stimulus_protocol (ms)"
legend_constants[2] = "IstimAmplitude in component stimulus_protocol (per_ms)"
legend_constants[3] = "IstimPeriod in component stimulus_protocol (ms)"
legend_constants[4] = "IstimPulseDuration in component stimulus_protocol (ms)"
legend_states[0] = "u in component membrane (dimensionless)"
legend_constants[5] = "Cm in component membrane (uF_per_cm2)"
legend_algebraic[0] = "Vm in component membrane (mV)"
legend_constants[6] = "V_0 in component membrane (mV)"
legend_constants[7] = "V_fi in component membrane (mV)"
legend_algebraic[3] = "J_fi in component fast_inward_current (per_ms)"
legend_algebraic[5] = "J_so in component slow_outward_current (per_ms)"
legend_algebraic[7] = "J_si in component slow_inward_current (per_ms)"
legend_algebraic[2] = "p in component p (dimensionless)"
legend_constants[8] = "u_c in component p (dimensionless)"
legend_algebraic[4] = "q in component q (dimensionless)"
legend_constants[9] = "u_v in component q (dimensionless)"
legend_constants[21] = "tau_d in component fast_inward_current (ms)"
legend_constants[10] = "g_fi_max in component fast_inward_current (mS_per_cm2)"
legend_states[1] = "v in component fast_inward_current_v_gate (dimensionless)"
legend_algebraic[6] = "tau_v_minus in component fast_inward_current_v_gate (ms)"
legend_constants[11] = "tau_v1_minus in component fast_inward_current_v_gate (ms)"
legend_constants[12] = "tau_v2_minus in component fast_inward_current_v_gate (ms)"
legend_constants[13] = "tau_v_plus in component fast_inward_current_v_gate (ms)"
legend_constants[14] = "tau_0 in component slow_outward_current (ms)"
legend_constants[15] = "tau_r in component slow_outward_current (ms)"
legend_constants[16] = "tau_si in component slow_inward_current (ms)"
legend_constants[17] = "u_csi in component slow_inward_current (dimensionless)"
legend_constants[18] = "k in component slow_inward_current (dimensionless)"
legend_states[2] = "w in component slow_inward_current_w_gate (dimensionless)"
legend_constants[19] = "tau_w_minus in component slow_inward_current_w_gate (ms)"
legend_constants[20] = "tau_w_plus in component slow_inward_current_w_gate (ms)"
legend_rates[0] = "d/dt u in component membrane (dimensionless)"
legend_rates[1] = "d/dt v in component fast_inward_current_v_gate (dimensionless)"
legend_rates[2] = "d/dt w in component slow_inward_current_w_gate (dimensionless)"
return (legend_states, legend_algebraic, legend_voi, legend_constants)
def initConsts():
constants = [0.0] * sizeConstants; states = [0.0] * sizeStates;
constants[0] = 100
constants[1] = 50000
constants[2] = -0.2
constants[3] = 1000
constants[4] = 1
states[0] = 0
constants[5] = 1
constants[6] = -85
constants[7] = 15
constants[8] = 0.13
constants[9] = 0
constants[10] = 5.8
states[1] = 1
constants[11] = 18.2
constants[12] = 18.2
constants[13] = 10
constants[14] = 12.5
constants[15] = 130
constants[16] = 127
constants[17] = 0.85
constants[18] = 10
states[2] = 1
constants[19] = 80
constants[20] = 1020
constants[21] = constants[5]/constants[10]
return (states, constants)
def computeRates(voi, states, constants):
rates = [0.0] * sizeStates; algebraic = [0.0] * sizeAlgebraic
algebraic[2] = custom_piecewise([less(states[0] , constants[8]), 0.00000 , True, 1.00000])
rates[2] = ((1.00000-algebraic[2])*(1.00000-states[2]))/constants[19]-(algebraic[2]*states[2])/constants[20]
algebraic[4] = custom_piecewise([less(states[0] , constants[9]), 0.00000 , True, 1.00000])
algebraic[6] = algebraic[4]*constants[11]+(1.00000-algebraic[4])*constants[12]
rates[1] = ((1.00000-algebraic[2])*(1.00000-states[1]))/algebraic[6]-(algebraic[2]*states[1])/constants[13]
algebraic[1] = custom_piecewise([greater_equal(voi , constants[0]) & less_equal(voi , constants[1]) & less_equal((voi-constants[0])-floor((voi-constants[0])/constants[3])*constants[3] , constants[4]), constants[2] , True, 0.00000])
algebraic[3] = (-states[1]*algebraic[2]*(1.00000-states[0])*(states[0]-constants[8]))/constants[21]
algebraic[5] = (states[0]*(1.00000-algebraic[2]))/constants[14]+algebraic[2]/constants[15]
algebraic[7] = (-states[2]*(1.00000+tanh(constants[18]*(states[0]-constants[17]))))/(2.00000*constants[16])
rates[0] = -(algebraic[3]+algebraic[5]+algebraic[7]+algebraic[1])
return(rates)
def computeAlgebraic(constants, states, voi):
algebraic = array([[0.0] * len(voi)] * sizeAlgebraic)
states = array(states)
voi = array(voi)
algebraic[2] = custom_piecewise([less(states[0] , constants[8]), 0.00000 , True, 1.00000])
algebraic[4] = custom_piecewise([less(states[0] , constants[9]), 0.00000 , True, 1.00000])
algebraic[6] = algebraic[4]*constants[11]+(1.00000-algebraic[4])*constants[12]
algebraic[1] = custom_piecewise([greater_equal(voi , constants[0]) & less_equal(voi , constants[1]) & less_equal((voi-constants[0])-floor((voi-constants[0])/constants[3])*constants[3] , constants[4]), constants[2] , True, 0.00000])
algebraic[3] = (-states[1]*algebraic[2]*(1.00000-states[0])*(states[0]-constants[8]))/constants[21]
algebraic[5] = (states[0]*(1.00000-algebraic[2]))/constants[14]+algebraic[2]/constants[15]
algebraic[7] = (-states[2]*(1.00000+tanh(constants[18]*(states[0]-constants[17]))))/(2.00000*constants[16])
algebraic[0] = constants[6]+states[0]*(constants[7]-constants[6])
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)
