# Size of variable arrays: sizeAlgebraic = 0 sizeStates = 3 sizeConstants = 18 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 (hour)" legend_constants[15] = "F_b in component gastrointestinal_compartment (dimensionless)" legend_states[0] = "A_dopa_b in component gastrointestinal_compartment (umole)" legend_constants[0] = "ka_b in component gastrointestinal_compartment (per_hour)" legend_constants[9] = "F_G in component gastrointestinal_compartment (dimensionless)" legend_constants[13] = "F_H in component gastrointestinal_compartment (dimensionless)" legend_constants[11] = "CL_H in component gastrointestinal_compartment (liter_per_hour)" legend_constants[1] = "Q in component gastrointestinal_compartment (liter_per_hour)" legend_constants[2] = "f_H in component gastrointestinal_compartment (dimensionless)" legend_constants[3] = "CL_dopa_0 in component L_dopa_clearance (liter_per_hour)" legend_states[1] = "C_dopa_b in component body_compartment_L_dopa (uM)" legend_constants[4] = "V_dopa in component body_compartment_L_dopa (liter)" legend_constants[17] = "CL_dopa in component L_dopa_clearance (liter_per_hour)" legend_states[2] = "C_OMD_b in component body_compartment_3_OMD (uM)" legend_constants[5] = "CL_OMD_b in component body_compartment_3_OMD (liter_per_hour)" legend_constants[6] = "V_OMD_b in component body_compartment_3_OMD (liter)" legend_constants[14] = "CL_COMT in component L_dopa_clearance (liter_per_hour)" legend_constants[12] = "CL_AADC in component L_dopa_clearance (liter_per_hour)" legend_constants[10] = "CL_AADC0 in component L_dopa_clearance (liter_per_hour)" legend_constants[7] = "C1_M in component L_dopa_clearance (uM)" legend_constants[16] = "CL_REST in component L_dopa_clearance (liter_per_hour)" legend_constants[8] = "ki in component L_dopa_clearance (uM)" legend_rates[0] = "d/dt A_dopa_b in component gastrointestinal_compartment (umole)" legend_rates[1] = "d/dt C_dopa_b in component body_compartment_L_dopa (uM)" legend_rates[2] = "d/dt C_OMD_b in component body_compartment_3_OMD (uM)" return (legend_states, legend_algebraic, legend_voi, legend_constants) def initConsts(): constants = [0.0] * sizeConstants; states = [0.0] * sizeStates; states[0] = 101 constants[0] = 2.11 constants[1] = 0.828 constants[2] = 0.13 constants[3] = 0.823 states[1] = 0 constants[4] = 0.496 states[2] = 0 constants[5] = 0.012 constants[6] = 0.196 constants[7] = 0 constants[8] = 0.00246 constants[9] = 0.244000 constants[10] = constants[3]*0.690000 constants[11] = constants[2]*constants[3] constants[12] = constants[10]/(1.00000+constants[7]/constants[8]) constants[13] = 1.00000-constants[11]/constants[1] constants[14] = constants[3]*0.100000 constants[15] = constants[13]*constants[9] constants[16] = constants[3]*0.210000 constants[17] = constants[12]+constants[14]+constants[16] return (states, constants) def computeRates(voi, states, constants): rates = [0.0] * sizeStates; algebraic = [0.0] * sizeAlgebraic rates[0] = -constants[0]*states[0] rates[1] = (1.00000/constants[4])*(constants[0]*states[0]*constants[15]-constants[17]*states[1]) rates[2] = (1.00000/constants[6])*(constants[14]*states[1]-constants[5]*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)