# Size of variable arrays: sizeAlgebraic = 0 sizeStates = 2 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 (minute)" legend_states[0] = "GSH in component GSH (millimolar)" legend_constants[0] = "V in component GSH (flux)" legend_constants[1] = "Kms in component GSH (millimolar)" legend_constants[2] = "Kmp in component GSH (millimolar)" legend_constants[3] = "Kmq in component GSH (millimolar)" legend_constants[4] = "Keq in component GSH (millimolar)" legend_states[1] = "SDLGSH in component SDLGSH (millimolar)" legend_constants[5] = "D_lactate in component D_lactate (millimolar)" legend_constants[6] = "HTA in component HTA (millimolar)" legend_constants[7] = "V in component SDLGSH (flux)" legend_constants[8] = "Kms in component SDLGSH (millimolar)" legend_constants[9] = "Kmp in component SDLGSH (millimolar)" legend_constants[10] = "Keq in component SDLGSH (dimensionless)" legend_rates[0] = "d/dt GSH in component GSH (millimolar)" legend_rates[1] = "d/dt SDLGSH in component SDLGSH (millimolar)" return (legend_states, legend_algebraic, legend_voi, legend_constants) def initConsts(): constants = [0.0] * sizeConstants; states = [0.0] * sizeStates; states[0] = 1.0 constants[0] = 3.44E-3 constants[1] = 0.49 constants[2] = 0.49 constants[3] = 0.49 constants[4] = 0.49 states[1] = 1.0 constants[5] = 0.0 constants[6] = 1.0 constants[7] = 8.12E-2 constants[8] = 0.61 constants[9] = 0.61 constants[10] = 0.61 return (states, constants) def computeRates(voi, states, constants): rates = [0.0] * sizeStates; algebraic = [0.0] * sizeAlgebraic rates[0] = ((constants[0]/constants[1])*(states[1]-(states[0]*constants[5])/constants[4]))/(1.00000+states[1]/constants[1]+states[0]/constants[2]+constants[5]/constants[3]) rates[1] = ((constants[7]/constants[8])*(constants[6]-states[1]/constants[10]))/(1.00000+constants[6]/constants[8]+states[1]/constants[9]) return(rates) def computeAlgebraic(constants, states, voi): algebraic = array([[0.0] * len(voi)] * sizeAlgebraic) states = array(states) voi = array(voi) 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)