# Size of variable arrays: sizeAlgebraic = 0 sizeStates = 2 sizeConstants = 16 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] = "Pha in component Pha (millimolar)" legend_constants[0] = "V_1 in component Pha (per_minute)" legend_constants[1] = "K_1 in component Pha (dimensionless)" legend_constants[2] = "K_2 in component Pha (dimensionless)" legend_constants[3] = "V_M2 in component Pha (per_minute)" legend_constants[4] = "alpha in component Pha (dimensionless)" legend_constants[5] = "GLC in component Pha (millimolar)" legend_constants[6] = "K_a1 in component Pha (millimolar)" legend_constants[7] = "K_a2 in component Pha (millimolar)" legend_states[1] = "GSa in component GSa (millimolar)" legend_constants[8] = "V_M3 in component GSa (per_minute)" legend_constants[9] = "beta in component GSa (dimensionless)" legend_constants[10] = "G6P in component GSa (millimolar)" legend_constants[11] = "K_a3 in component GSa (millimolar)" legend_constants[12] = "K_3 in component GSa (dimensionless)" legend_constants[13] = "K_4 in component GSa (dimensionless)" legend_constants[14] = "K_a4 in component GSa (millimolar)" legend_constants[15] = "V_4 in component GSa (per_minute)" legend_rates[0] = "d/dt Pha in component Pha (millimolar)" legend_rates[1] = "d/dt GSa in component GSa (millimolar)" return (legend_states, legend_algebraic, legend_voi, legend_constants) def initConsts(): constants = [0.0] * sizeConstants; states = [0.0] * sizeStates; states[0] = 0.845 constants[0] = 1.25 constants[1] = 0.1 constants[2] = 0.2 constants[3] = 0.22 constants[4] = 9 constants[5] = 32.5 constants[6] = 10 constants[7] = 10 states[1] = 0.02 constants[8] = 0.05 constants[9] = 9 constants[10] = 0.4 constants[11] = 0.5 constants[12] = 0.4 constants[13] = 0.4 constants[14] = 0.5 constants[15] = 0.2 return (states, constants) def computeRates(voi, states, constants): rates = [0.0] * sizeStates; algebraic = [0.0] * sizeAlgebraic rates[0] = (constants[0]*(1.00000-states[0]))/((constants[1]+1.00000)-states[0])-(constants[3]*states[0]*(1.00000+(constants[4]*constants[5])/(constants[6]+constants[5])))/(constants[2]/(1.00000+constants[5]/constants[7])+states[0]) rates[1] = (constants[8]*(1.00000+(constants[9]*constants[10])/(constants[11]+constants[10]))*(constants[1]/(constants[1]+states[0]))*(1.00000-states[1]))/((constants[12]/(1.00000+constants[10]/constants[14])+1.00000)-states[1])-(constants[15]*states[1])/(constants[13]+states[1]*1.00000) 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)