# Size of variable arrays: sizeAlgebraic = 0 sizeStates = 3 sizeConstants = 12 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_states[0] = "a in component a (micromolar)" legend_constants[0] = "k1 in component model_parameters (dimensionless)" legend_constants[1] = "k2 in component model_parameters (dimensionless)" legend_constants[2] = "k3 in component model_parameters (dimensionless)" legend_states[1] = "b in component b (micromolar)" legend_states[2] = "c in component c (micromolar)" legend_constants[3] = "K4 in component model_parameters (dimensionless)" legend_constants[4] = "k5 in component model_parameters (dimensionless)" legend_constants[5] = "K6 in component model_parameters (dimensionless)" legend_constants[6] = "k7 in component model_parameters (dimensionless)" legend_constants[7] = "k8 in component model_parameters (dimensionless)" legend_constants[8] = "K9 in component model_parameters (dimensionless)" legend_constants[9] = "k10 in component model_parameters (dimensionless)" legend_constants[10] = "k11 in component model_parameters (dimensionless)" legend_constants[11] = "K12 in component model_parameters (dimensionless)" legend_rates[0] = "d/dt a in component a (micromolar)" legend_rates[1] = "d/dt b in component b (micromolar)" legend_rates[2] = "d/dt c in component c (micromolar)" return (legend_states, legend_algebraic, legend_voi, legend_constants) def initConsts(): constants = [0.0] * sizeConstants; states = [0.0] * sizeStates; states[0] = 0.01 constants[0] = 0.212 constants[1] = 2.9259 constants[2] = 1.52 states[1] = 0.01 states[2] = 0.01 constants[3] = 0.19 constants[4] = 4.88 constants[5] = 1.18 constants[6] = 1.24 constants[7] = 32.24 constants[8] = 29.09 constants[9] = 13.58 constants[10] = 153 constants[11] = 0.16 return (states, constants) def computeRates(voi, states, constants): rates = [0.0] * sizeStates; algebraic = [0.0] * sizeAlgebraic rates[0] = ((constants[0]+constants[1]*states[0])-(constants[2]*states[0]*states[1])/(states[0]+constants[3]))-(constants[4]*states[0]*states[2])/(states[0]+constants[5]) rates[1] = constants[6]*states[0]-(constants[7]*states[1])/(constants[8]+states[1]) rates[2] = constants[9]*states[0]-(constants[10]*states[2])/(states[2]+constants[11]) 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)