Generated Code
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The raw code is available.
# Size of variable arrays:
sizeAlgebraic = 3
sizeStates = 3
sizeConstants = 19
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 (s)"
legend_states[0] = "Z in component Ca (uM)"
legend_states[1] = "Y in component Ca (uM)"
legend_constants[0] = "v_0 in component Ca (uM_per_s)"
legend_constants[1] = "v_1 in component Ca (uM_per_s)"
legend_algebraic[0] = "v_2 in component v_2 (uM_per_s)"
legend_algebraic[2] = "v_3 in component v_3 (uM_per_s)"
legend_constants[2] = "k in component Ca (per_s)"
legend_constants[3] = "k_f in component Ca (per_s)"
legend_constants[4] = "beta in component Ca (dimensionless)"
legend_constants[5] = "V_M2 in component v_2 (uM_per_s)"
legend_constants[6] = "K_2 in component v_2 (uM)"
legend_constants[7] = "n in component v_2 (dimensionless)"
legend_constants[8] = "V_M3 in component v_3 (uM_per_s)"
legend_constants[9] = "K_R in component v_3 (uM)"
legend_constants[10] = "K_A in component v_3 (uM)"
legend_constants[11] = "m in component v_3 (dimensionless)"
legend_constants[12] = "p in component v_3 (dimensionless)"
legend_states[2] = "W_star in component W_star (dimensionless)"
legend_constants[13] = "W_T in component W_star (uM)"
legend_constants[14] = "v_P in component W_star (uM_per_s)"
legend_algebraic[1] = "v_K in component v_K (uM_per_s)"
legend_constants[15] = "K_1 in component W_star (dimensionless)"
legend_constants[16] = "K_2 in component W_star (dimensionless)"
legend_constants[17] = "V_MK in component v_K (uM_per_s)"
legend_constants[18] = "K_a in component v_K (uM)"
legend_rates[0] = "d/dt Z in component Ca (uM)"
legend_rates[1] = "d/dt Y in component Ca (uM)"
legend_rates[2] = "d/dt W_star in component W_star (dimensionless)"
return (legend_states, legend_algebraic, legend_voi, legend_constants)
def initConsts():
constants = [0.0] * sizeConstants; states = [0.0] * sizeStates;
states[0] = 0.5
states[1] = 1.75
constants[0] = 1
constants[1] = 7.3
constants[2] = 10
constants[3] = 1
constants[4] = 0.301
constants[5] = 65
constants[6] = 1
constants[7] = 2
constants[8] = 500
constants[9] = 2
constants[10] = 0.9
constants[11] = 2
constants[12] = 4
states[2] = 0
constants[13] = 1
constants[14] = 5
constants[15] = 0.1
constants[16] = 0.1
constants[17] = 40
constants[18] = 2.5
return (states, constants)
def computeRates(voi, states, constants):
rates = [0.0] * sizeStates; algebraic = [0.0] * sizeAlgebraic
algebraic[1] = constants[17]*(states[0]/(constants[18]+states[0]))
rates[2] = (constants[14]/constants[13])*((algebraic[1]/constants[14])*((1.00000-states[2])/(constants[15]+1.00000+-states[2]))-states[2]/(constants[16]+states[2]))
algebraic[0] = constants[5]*((power(states[0], constants[7]))/(power(constants[6], constants[7])+power(states[0], constants[7])))
algebraic[2] = constants[8]*((power(states[1], constants[11]))/(power(constants[9], constants[11])+power(states[1], constants[11])))*((power(states[0], constants[12]))/(power(constants[10], constants[12])+power(states[0], constants[12])))
rates[0] = constants[0]+constants[1]*constants[4]+-algebraic[0]+algebraic[2]+constants[3]*states[1]+-(constants[2]*states[0])
rates[1] = algebraic[0]+-algebraic[2]+-(constants[3]*states[1])
return(rates)
def computeAlgebraic(constants, states, voi):
algebraic = array([[0.0] * len(voi)] * sizeAlgebraic)
states = array(states)
voi = array(voi)
algebraic[1] = constants[17]*(states[0]/(constants[18]+states[0]))
algebraic[0] = constants[5]*((power(states[0], constants[7]))/(power(constants[6], constants[7])+power(states[0], constants[7])))
algebraic[2] = constants[8]*((power(states[1], constants[11]))/(power(constants[9], constants[11])+power(states[1], constants[11])))*((power(states[0], constants[12]))/(power(constants[10], constants[12])+power(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)
