# Size of variable arrays: sizeAlgebraic = 3 sizeStates = 1 sizeConstants = 8 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_constants[0] = "PRA in component volume_receptors (mmHg)" legend_constants[7] = "AHZ in component effect_of_pressure_on_volume_receptors (dimensionless)" legend_constants[1] = "AH10 in component parameter_values (dimensionless)" legend_constants[2] = "AH9 in component parameter_values (per_mmHg)" legend_constants[6] = "AHZ1 in component effect_of_pressure_on_volume_receptors (dimensionless)" legend_states[0] = "AHY in component time_dependent_volume_receptor_adaptation (dimensionless)" legend_constants[3] = "AH11 in component parameter_values (minute)" legend_algebraic[0] = "AH7 in component total_volume_nervous_feedback (dimensionless)" legend_algebraic[1] = "ATRRFB in component volume_effect_on_arteries (dimensionless)" legend_constants[4] = "ATRFBM in component parameter_values (dimensionless)" legend_algebraic[2] = "ATRVFB in component volume_effect_on_unstressed_venous_volume (litre)" legend_constants[5] = "ATRVM in component parameter_values (litre)" legend_rates[0] = "d/dt AHY in component time_dependent_volume_receptor_adaptation (dimensionless)" return (legend_states, legend_algebraic, legend_voi, legend_constants) def initConsts(): constants = [0.0] * sizeConstants; states = [0.0] * sizeStates; constants[0] = 0.00852183 constants[1] = 0.333 constants[2] = 1 states[0] = 0.301963 constants[3] = 1000 constants[4] = 0 constants[5] = 0 constants[6] = (power(fabs(constants[0]), constants[1]))*constants[2] constants[7] = custom_piecewise([less(constants[0] , 0.00000), -constants[6] , True, constants[6]]) return (states, constants) def computeRates(voi, states, constants): rates = [0.0] * sizeStates; algebraic = [0.0] * sizeAlgebraic rates[0] = (constants[7]-states[0])/constants[3] return(rates) def computeAlgebraic(constants, states, voi): algebraic = array([[0.0] * len(voi)] * sizeAlgebraic) states = array(states) voi = array(voi) algebraic[0] = constants[7]-states[0] algebraic[1] = algebraic[0]*constants[4]+1.00000 algebraic[2] = algebraic[0]*constants[5] return algebraic def custom_piecewise(cases): """Compute result of a piecewise function""" return select(cases[0::2],cases[1::2]) 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)