# Size of variable arrays: sizeAlgebraic = 0 sizeStates = 3 sizeConstants = 13 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 (dimensionless)" legend_states[0] = "x in component x (dimensionless)" legend_constants[0] = "a1 in component model_parameters (dimensionless)" legend_constants[1] = "k1 in component model_parameters (dimensionless)" legend_constants[2] = "b1 in component model_parameters (dimensionless)" legend_states[1] = "y in component y (dimensionless)" legend_constants[3] = "epsilon in component model_parameters (dimensionless)" legend_constants[4] = "a2 in component model_parameters (dimensionless)" legend_constants[5] = "a3 in component model_parameters (dimensionless)" legend_constants[6] = "k2 in component model_parameters (dimensionless)" legend_constants[7] = "b2 in component model_parameters (dimensionless)" legend_states[2] = "z in component z (dimensionless)" legend_constants[8] = "delta in component model_parameters (dimensionless)" legend_constants[9] = "a4 in component model_parameters (dimensionless)" legend_constants[10] = "a5 in component model_parameters (dimensionless)" legend_constants[11] = "k3 in component model_parameters (dimensionless)" legend_constants[12] = "b3 in component model_parameters (dimensionless)" legend_rates[0] = "d/dt x in component x (dimensionless)" legend_rates[1] = "d/dt y in component y (dimensionless)" legend_rates[2] = "d/dt z in component z (dimensionless)" return (legend_states, legend_algebraic, legend_voi, legend_constants) def initConsts(): constants = [0.0] * sizeConstants; states = [0.0] * sizeStates; states[0] = 2.0 constants[0] = 0.05 constants[1] = 0.1 constants[2] = 0.1 states[1] = 1.0 constants[3] = 0.1 constants[4] = 0.009 constants[5] = 0.675 constants[6] = 0.5 constants[7] = 0.3 states[2] = 0.15 constants[8] = 0.9 constants[9] = 0.01 constants[10] = 0.005 constants[11] = 0.025 constants[12] = 0.01 return (states, constants) def computeRates(voi, states, constants): rates = [0.0] * sizeStates; algebraic = [0.0] * sizeAlgebraic rates[0] = constants[0]/(constants[1]+states[1])-constants[2]*states[0] rates[1] = constants[3]*(((constants[4]+constants[5]*states[0])*states[1]*states[2])/(constants[6]+power(states[0], 2.00000))-constants[7]*states[1]) rates[2] = constants[3]*constants[8]*(constants[9]*states[0]-((constants[10]*states[0]*states[2])/(constants[11]+states[0])+constants[12]*states[2])) 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)