# Size of variable arrays: sizeAlgebraic = 4 sizeStates = 1 sizeConstants = 17 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] = "CNA in component antidiuretic_hormone (monovalent_mEq_per_litre)" legend_constants[1] = "PA1 in component antidiuretic_hormone (mmHg)" legend_constants[12] = "ADHNA in component osmotic_control_of_ADH_secretion (dimensionless)" legend_constants[2] = "CNR in component parameter_values (monovalent_mEq_per_litre)" legend_constants[11] = "ADHNA1 in component osmotic_control_of_ADH_secretion (dimensionless)" legend_constants[14] = "ADHPR in component pressure_control_of_ADH_secretion (dimensionless)" legend_constants[3] = "ADHPUL in component parameter_values (mmHg)" legend_constants[4] = "ADHPAM in component parameter_values (per_mmHg2)" legend_constants[13] = "ADHPA in component pressure_control_of_ADH_secretion (mmHg)" legend_constants[16] = "ADH in component total_ADH_secretion (dimensionless)" legend_constants[5] = "ADHINF in component parameter_values (dimensionless)" legend_constants[15] = "ADH1 in component total_ADH_secretion (dimensionless)" legend_states[0] = "ADHC in component ADH_in_blood (dimensionless)" legend_constants[6] = "ADHTC in component parameter_values (minute)" legend_algebraic[2] = "ADHMV in component ADH_effect_on_nonrenal_vascular_resistance (dimensionless)" legend_constants[7] = "ADHVUL in component parameter_values (dimensionless)" legend_constants[8] = "ADHVLL in component parameter_values (dimensionless)" legend_algebraic[0] = "ADHMV1 in component ADH_effect_on_nonrenal_vascular_resistance (dimensionless)" legend_algebraic[3] = "ADHMK in component ADH_effect_on_kidney (dimensionless)" legend_constants[9] = "ADHKLL in component parameter_values (dimensionless)" legend_constants[10] = "ADHKUL in component parameter_values (dimensionless)" legend_algebraic[1] = "ADHMK1 in component ADH_effect_on_kidney (dimensionless)" legend_rates[0] = "d/dt ADHC in component ADH_in_blood (dimensionless)" return (legend_states, legend_algebraic, legend_voi, legend_constants) def initConsts(): constants = [0.0] * sizeConstants; states = [0.0] * sizeStates; constants[0] = 142.035 constants[1] = 103.525 constants[2] = 139 constants[3] = 85 constants[4] = 0.3 constants[5] = 0 states[0] = 1.0 constants[6] = 15 constants[7] = 2.5 constants[8] = 0.93617 constants[9] = 0.2 constants[10] = 5 constants[11] = (constants[0]-constants[2])/(142.000-constants[2]) constants[12] = custom_piecewise([less(constants[11] , 0.00000), 0.00000 , True, constants[11]]) constants[13] = custom_piecewise([greater(constants[1] , constants[3]), constants[3] , True, constants[1]]) constants[14] = (power(constants[3]-constants[13], 2.00000))*constants[4] constants[15] = constants[12]+constants[14]+constants[5] constants[16] = custom_piecewise([less(constants[15] , 0.00000), 0.00000 , True, constants[15]]) return (states, constants) def computeRates(voi, states, constants): rates = [0.0] * sizeStates; algebraic = [0.0] * sizeAlgebraic rates[0] = (constants[16]-states[0])/constants[6] return(rates) def computeAlgebraic(constants, states, voi): algebraic = array([[0.0] * len(voi)] * sizeAlgebraic) states = array(states) voi = array(voi) algebraic[0] = constants[7]-(constants[7]-1.00000)/(((constants[8]-1.00000)/(constants[8]-constants[7]))*(states[0]-1.00000)+1.00000) algebraic[1] = constants[10]-(constants[10]-1.00000)/(((constants[9]-1.00000)/(constants[9]-constants[10]))*(states[0]-1.00000)+1.00000) algebraic[2] = custom_piecewise([less(algebraic[0] , constants[8]), constants[8] , True, algebraic[0]]) algebraic[3] = custom_piecewise([less(algebraic[1] , constants[9]), constants[9] , True, algebraic[1]]) 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)