# Size of variable arrays: sizeAlgebraic = 12 sizeStates = 7 sizeConstants = 26 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_states[0] = "Cgen_pp in component Cgen_pp (micromolar)" legend_constants[22] = "Qpp in component Cgen_pp (litre_hour)" legend_constants[0] = "Ppp in component Cgen_pp (dimensionless)" legend_algebraic[0] = "H_Cgen_pp in component Cgen_pp (dimensionless)" legend_constants[1] = "Vpp in component Cgen_pp (litre)" legend_algebraic[8] = "H_Cgen_B in component Cgen_B (dimensionless)" legend_constants[19] = "Qt in component model_parameters (litre_hour)" legend_algebraic[6] = "Cgen_B in component Cgen_B (micromolar)" legend_states[1] = "Cgen_rp in component Cgen_rp (micromolar)" legend_constants[2] = "Prp in component Cgen_rp (dimensionless)" legend_constants[23] = "Qrp in component Cgen_rp (litre_hour)" legend_algebraic[1] = "H_Cgen_rp in component Cgen_rp (dimensionless)" legend_constants[3] = "Vrp in component Cgen_rp (litre)" legend_constants[4] = "kgen_urine in component Cgen_rp (first_order_rate_constant)" legend_states[2] = "Cgen_l in component Cgen_l (micromolar)" legend_constants[24] = "Ql in component Cgen_l (litre_hour)" legend_algebraic[2] = "H_Cgen_l in component Cgen_l (dimensionless)" legend_constants[5] = "Vl in component Cgen_l (litre)" legend_constants[6] = "Pl in component Cgen_l (dimensionless)" legend_constants[7] = "Vmax in component model_parameters (micromolar_hour)" legend_constants[8] = "Km in component model_parameters (micromolar)" legend_algebraic[11] = "vinf in component model_parameters (micromole_hour)" legend_algebraic[3] = "H_Cgen_GI in component Cgen_GI (dimensionless)" legend_constants[25] = "QGI in component Cgen_GI (litre_hour)" legend_states[3] = "Cgen_GI in component Cgen_GI (micromolar)" legend_constants[9] = "VGI in component Cgen_GI (litre)" legend_states[4] = "Ccon_l in component Ccon_l (micromolar)" legend_algebraic[4] = "H_Ccon_l in component Ccon_l (dimensionless)" legend_constants[10] = "kbile in component model_parameters (first_order_rate_constant)" legend_algebraic[7] = "H_Ccon_ROB in component Ccon_ROB (dimensionless)" legend_states[5] = "Ccon_ROB in component Ccon_ROB (micromolar)" legend_constants[11] = "VROB in component Ccon_ROB (litre)" legend_constants[12] = "kcon_urine in component Ccon_ROB (first_order_rate_constant)" legend_states[6] = "Acon_b in component Acon_b (micromole)" legend_algebraic[5] = "d_t_Cgen_l in component Acon_b (hour)" legend_constants[13] = "tbasal in component Acon_b (hour)" legend_constants[14] = "ct in component Acon_b (hour)" legend_constants[15] = "cgen in component Acon_b (litre_hour_micromole)" legend_constants[16] = "cv in component model_parameters (micromole_hour)" legend_algebraic[9] = "F in component model_parameters (dimensionless)" legend_constants[20] = "G in component model_parameters (dimensionless)" legend_algebraic[10] = "H in component model_parameters (dimensionless)" legend_constants[21] = "I in component model_parameters (dimensionless)" legend_constants[17] = "epsilon in component model_parameters (hour)" legend_constants[18] = "m_rat in component model_parameters (dimensionless)" legend_rates[0] = "d/dt Cgen_pp in component Cgen_pp (micromolar)" legend_rates[1] = "d/dt Cgen_rp in component Cgen_rp (micromolar)" legend_rates[2] = "d/dt Cgen_l in component Cgen_l (micromolar)" legend_rates[3] = "d/dt Cgen_GI in component Cgen_GI (micromolar)" legend_rates[4] = "d/dt Ccon_l in component Ccon_l (micromolar)" legend_rates[5] = "d/dt Ccon_ROB in component Ccon_ROB (micromolar)" legend_rates[6] = "d/dt Acon_b in component Acon_b (micromole)" return (legend_states, legend_algebraic, legend_voi, legend_constants) def initConsts(): constants = [0.0] * sizeConstants; states = [0.0] * sizeStates; states[0] = 0 constants[0] = 0.59 constants[1] = 0.188 states[1] = 0 constants[2] = 1.94 constants[3] = 0.012 constants[4] = 9.5 states[2] = 0 constants[5] = 0.0092 constants[6] = 3.61 constants[7] = 25.25 constants[8] = 0.6231 states[3] = 0 constants[9] = 0.011 states[4] = 0 constants[10] = 111.72 states[5] = 0 constants[11] = 0.2408 constants[12] = 0.0 states[6] = 0 constants[13] = 0.0865 constants[14] = 1.0107 constants[15] = 0.06561 constants[16] = 1.0 constants[17] = 0.1 constants[18] = 0.25 constants[19] = 14.1000*(power(constants[18], 0.750000)) constants[20] = 1.00000 constants[21] = 0.00000 constants[22] = 0.528000*constants[19] constants[23] = 0.289000*constants[19] constants[24] = 0.0300000*constants[19] constants[25] = 0.153000*constants[19] return (states, constants) def computeRates(voi, states, constants): rates = [0.0] * sizeStates; algebraic = [0.0] * sizeAlgebraic algebraic[4] = custom_piecewise([less(states[4] , 0.00000), 0.00000 , True, 1.00000]) rates[6] = constants[10]*algebraic[4]*states[4]*constants[5] algebraic[2] = custom_piecewise([less(states[2] , 0.00000), 0.00000 , True, 1.00000]) algebraic[7] = custom_piecewise([less(states[5] , 0.00000), 0.00000 , True, 1.00000]) rates[4] = (constants[7]*algebraic[2]*states[2])/(constants[8]+algebraic[2]*states[2])-(constants[10]*algebraic[4]*states[4]+((constants[24]+constants[25])*(algebraic[4]*states[4]-algebraic[7]*states[5]))/constants[5]) rates[5] = ((constants[24]+constants[25])*(algebraic[4]*states[4]-algebraic[7]*states[5]))/constants[11]-constants[12]*algebraic[7]*states[5] algebraic[0] = custom_piecewise([less(states[0] , 0.00000), 0.00000 , True, 1.00000]) algebraic[1] = custom_piecewise([less(states[1] , 0.00000), 0.00000 , True, 1.00000]) algebraic[6] = ((constants[23]*algebraic[1]*states[1])/constants[2]+(constants[22]*algebraic[0]*states[0])/constants[0]+((constants[24]+constants[25])*algebraic[2]*states[2])/constants[6])/constants[19] algebraic[8] = custom_piecewise([less(algebraic[6] , 0.00000), 0.00000 , True, 1.00000]) rates[0] = (constants[22]*algebraic[8]*algebraic[6]-(constants[22]*algebraic[0]*states[0])/constants[0])/constants[1] rates[1] = (constants[23]*algebraic[8]*algebraic[6]-(constants[23]*algebraic[1]*states[1])/constants[2])/constants[3]-constants[4]*algebraic[1]*states[1] algebraic[3] = custom_piecewise([less(states[3] , 0.00000), 0.00000 , True, 1.00000]) rates[3] = (constants[25]*algebraic[8]*algebraic[6]-(constants[25]*algebraic[3]*states[3])/constants[2])/constants[9] algebraic[9] = (-2.00000/(power(constants[17], 3.00000)))*(power(voi, 3.00000))+(3.00000/(power(constants[17], 2.00000)))*(power(voi, 2.00000)) algebraic[10] = (3.00000*(power(1.00000-voi, 2.00000)))/(power(constants[17], 2.00000))-(2.00000*(power(1.00000-voi, 3.00000)))/(power(constants[17], 3.00000)) algebraic[11] = custom_piecewise([less(voi , constants[17]) & greater_equal(voi , 0.00000), constants[16]*algebraic[9] , less_equal(voi , 1.00000-constants[17]) & greater_equal(voi , constants[17]), constants[16]*constants[20] , less_equal(voi , 1.00000) & greater(voi , 1.00000-constants[17]), constants[16]*algebraic[10] , less_equal(voi , 1.00000+5.00000/60.0000) & greater(voi , 1.00000), constants[16]*constants[21] , True, float('nan')]) rates[2] = ((constants[24]*algebraic[8]*algebraic[6]-((constants[24]+constants[25])*algebraic[2]*states[2])/constants[6])+algebraic[11]+(constants[25]*algebraic[3]*states[3])/constants[2])/constants[5]-(constants[7]*algebraic[2]*states[2])/(constants[8]+algebraic[2]*states[2]) return(rates) def computeAlgebraic(constants, states, voi): algebraic = array([[0.0] * len(voi)] * sizeAlgebraic) states = array(states) voi = array(voi) algebraic[4] = custom_piecewise([less(states[4] , 0.00000), 0.00000 , True, 1.00000]) algebraic[2] = custom_piecewise([less(states[2] , 0.00000), 0.00000 , True, 1.00000]) algebraic[7] = custom_piecewise([less(states[5] , 0.00000), 0.00000 , True, 1.00000]) algebraic[0] = custom_piecewise([less(states[0] , 0.00000), 0.00000 , True, 1.00000]) algebraic[1] = custom_piecewise([less(states[1] , 0.00000), 0.00000 , True, 1.00000]) algebraic[6] = ((constants[23]*algebraic[1]*states[1])/constants[2]+(constants[22]*algebraic[0]*states[0])/constants[0]+((constants[24]+constants[25])*algebraic[2]*states[2])/constants[6])/constants[19] algebraic[8] = custom_piecewise([less(algebraic[6] , 0.00000), 0.00000 , True, 1.00000]) algebraic[3] = custom_piecewise([less(states[3] , 0.00000), 0.00000 , True, 1.00000]) algebraic[9] = (-2.00000/(power(constants[17], 3.00000)))*(power(voi, 3.00000))+(3.00000/(power(constants[17], 2.00000)))*(power(voi, 2.00000)) algebraic[10] = (3.00000*(power(1.00000-voi, 2.00000)))/(power(constants[17], 2.00000))-(2.00000*(power(1.00000-voi, 3.00000)))/(power(constants[17], 3.00000)) algebraic[11] = custom_piecewise([less(voi , constants[17]) & greater_equal(voi , 0.00000), constants[16]*algebraic[9] , less_equal(voi , 1.00000-constants[17]) & greater_equal(voi , constants[17]), constants[16]*constants[20] , less_equal(voi , 1.00000) & greater(voi , 1.00000-constants[17]), constants[16]*algebraic[10] , less_equal(voi , 1.00000+5.00000/60.0000) & greater(voi , 1.00000), constants[16]*constants[21] , True, float('nan')]) algebraic[5] = constants[13]+constants[15]*algebraic[2]*states[2]*exp(-(voi/constants[14])) 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)