# Size of variable arrays: sizeAlgebraic = 9 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 (second)" legend_algebraic[0] = "P_L in component PluralPressureFunction (mmHg)" legend_algebraic[1] = "dP_Ldt in component PluralPressureFunction (mmHg_per_second)" legend_constants[0] = "P_m in component PluralPressureFunction (mmHg)" legend_constants[23] = "R in component PluralPressureFunction (mmHg_second_per_litre)" legend_constants[1] = "omega in component PluralPressureFunction (radian_per_second)" legend_constants[2] = "V_T in component PluralPressureFunction (litre)" legend_constants[3] = "E in component PluralPressureFunction (mmHg_per_second)" legend_constants[4] = "P_m in component lungMechanics (mmHg)" legend_states[0] = "V_A in component lungMechanics (litre)" legend_constants[5] = "E in component lungMechanics (mmHg_per_second)" legend_states[1] = "P_A in component lungMechanics (mmHg)" legend_constants[6] = "R in component lungMechanics (mmHg_second_per_litre)" legend_algebraic[6] = "Q_A in component gasExchange (litre_per_second)" legend_algebraic[3] = "q in component lungMechanics (litre_per_second)" legend_constants[7] = "D_o in component gasExchange (mole_per_second_mmHg)" legend_states[2] = "f_o in component gasExchange (dimensionless)" legend_algebraic[7] = "f_oi in component gasExchange (dimensionless)" legend_constants[8] = "D_c in component gasExchange (mole_per_second_mmHg)" legend_states[3] = "f_c in component gasExchange (dimensionless)" legend_algebraic[8] = "f_ci in component gasExchange (dimensionless)" legend_constants[9] = "P_w in component gasExchange (mmHg)" legend_algebraic[4] = "p_ao in component gasExchange (mmHg)" legend_states[4] = "p_o in component gasTransport (mmHg)" legend_algebraic[5] = "p_ac in component gasExchange (mmHg)" legend_constants[10] = "f_om in component gasExchange (dimensionless)" legend_constants[11] = "f_cm in component gasExchange (dimensionless)" legend_states[5] = "p_c in component gasTransport (mmHg)" legend_constants[12] = "V_D in component gasExchange (litre)" legend_constants[13] = "V_T in component gasExchange (litre)" legend_algebraic[2] = "df_satdp in component gasTransport (dimensionless)" legend_constants[14] = "L in component gasTransport (dimensionless)" legend_constants[15] = "K_T in component gasTransport (litre_per_mole)" legend_constants[16] = "K_R in component gasTransport (litre_per_mole)" legend_constants[17] = "sigma in component gasTransport (mole_per_litre_mmHg)" legend_constants[18] = "V_c in component gasTransport (litre)" legend_constants[19] = "T_h in component gasTransport (mole_per_litre)" legend_constants[24] = "delta in component gasTransport (dimensionless)" legend_constants[25] = "h in component gasTransport (mole_per_litre)" legend_constants[20] = "l_2 in component gasTransport (litre_per_second_mole)" legend_constants[21] = "r_2 in component gasTransport (per_second)" legend_constants[22] = "sigma_c in component gasTransport (mole_per_litre_mmHg)" legend_states[6] = "z in component gasTransport (dimensionless)" legend_rates[1] = "d/dt P_A in component lungMechanics (mmHg)" legend_rates[0] = "d/dt V_A in component lungMechanics (litre)" legend_rates[2] = "d/dt f_o in component gasExchange (dimensionless)" legend_rates[3] = "d/dt f_c in component gasExchange (dimensionless)" legend_rates[4] = "d/dt p_o in component gasTransport (mmHg)" legend_rates[5] = "d/dt p_c in component gasTransport (mmHg)" legend_rates[6] = "d/dt z in component gasTransport (dimensionless)" return (legend_states, legend_algebraic, legend_voi, legend_constants) def initConsts(): constants = [0.0] * sizeConstants; states = [0.0] * sizeStates; constants[0] = 760 constants[1] = 1.256637 constants[2] = 0.41 constants[3] = 2.5 constants[4] = 760 states[0] = 1 constants[5] = 2.5 states[1] = 760 constants[6] = 1 constants[7] = 0.0000156 states[2] = 0.1368 constants[8] = 0.0000316 states[3] = 0.05263 constants[9] = 47 states[4] = 40 constants[10] = 0.21 constants[11] = 0 states[5] = 46 constants[12] = 0.151 constants[13] = 0.41 constants[14] = 171200000 constants[15] = 10000 constants[16] = 3600000 constants[17] = 0.0000014 constants[18] = 0.071 constants[19] = 0.002 constants[20] = 164000 constants[21] = 0.12 constants[22] = 0.000033 states[6] = 0.00000044219 constants[23] = (2.00000* pi*1.00000)/5.00000 constants[24] = power(10.0000, 1.90000) constants[25] = 1.00000*(power(10.0000, -7.40000)) return (states, constants) def computeRates(voi, states, constants): rates = [0.0] * sizeStates; algebraic = [0.0] * sizeAlgebraic rates[6] = (constants[24]*constants[21]*constants[22]*states[5])/1.00000-constants[24]*constants[20]*constants[25]*states[6] algebraic[0] = (constants[0]-((constants[23]*constants[1]*constants[2])/2.00000)*sin((constants[1]*voi)/1.00000))-constants[3]*(2.50000-((constants[2]*1.00000)/2.00000)*cos((constants[1]*voi)/1.00000)) rates[0] = ((constants[4]-algebraic[0])-(states[0]*constants[5])/1.00000)/constants[6] algebraic[2] = ((constants[14]*(power(1.00000+constants[15]*constants[17]*states[4], 4.00000))+power(1.00000+constants[16]*constants[17]*states[4], 4.00000))*(3.00000*constants[14]*(power(constants[15], 2.00000))*(power(constants[17], 2.00000))*states[4]*1.00000*(power(1.00000+constants[15]*constants[17]*states[4], 2.00000))+constants[14]*constants[15]*constants[17]*1.00000*(power(1.00000+constants[15]*constants[17]*states[4], 3.00000))+3.00000*(power(constants[16], 2.00000))*(power(constants[17], 2.00000))*states[4]*1.00000*(power(1.00000+constants[16]*constants[17]*states[4], 2.00000))+constants[16]*constants[17]*1.00000*(power(1.00000+constants[16]*constants[17]*states[4], 3.00000)))-(constants[14]*constants[15]*constants[17]*states[4]*(power(1.00000+constants[15]*constants[17]*states[4], 3.00000))+constants[16]*constants[17]*states[4]*(power(1.00000+constants[16]*constants[17]*states[4], 3.00000)))*(4.00000*constants[14]*constants[15]*constants[17]*1.00000*(power(1.00000+constants[15]*constants[17]*states[4], 3.00000))+4.00000*constants[16]*constants[17]*1.00000*(power(1.00000+constants[16]*constants[17]*states[4], 3.00000))))/(power(constants[14]*(power(1.00000+constants[15]*constants[17]*states[4], 4.00000))+power(1.00000+constants[16]*constants[17]*states[4], 4.00000), 2.00000)) rates[4] = (constants[7]/(constants[17]*constants[18]))*(power(1.00000+((4.00000*constants[19])/constants[17])*algebraic[2], -1.00000))*(states[2]*(states[1]-constants[9])-states[4]) algebraic[5] = states[3]*(states[1]-constants[9]) rates[5] = ((constants[8]/(constants[22]*constants[18]))*(algebraic[5]-states[5])+((1.00000*constants[24]*constants[20])/constants[22])*constants[25]*states[6])-constants[24]*constants[21]*states[5] algebraic[1] = ((-constants[23]*(power(constants[1], 2.00000))*constants[2])/(2.00000*1.00000))*cos((constants[1]*voi)/1.00000)-constants[3]*(2.50000-(constants[2]/2.00000)*sin((constants[1]*voi)/1.00000)) algebraic[3] = (constants[4]-states[1])/constants[6] algebraic[4] = states[2]*(states[1]-constants[9]) algebraic[6] = algebraic[3]+1.00000*constants[8]*(states[5]-algebraic[5])+1.00000*constants[7]*(states[4]-algebraic[4]) rates[1] = (constants[4]*constants[5]*algebraic[6])/(states[1]*1.00000)+algebraic[1] algebraic[7] = custom_piecewise([greater_equal(constants[13] , constants[12]), (states[2]*constants[12]+constants[10]*(constants[13]-constants[12]))/constants[13] , True, states[2]]) rates[2] = (1.00000/states[0])*((1.00000*constants[7]*(states[4]-algebraic[4])+(algebraic[7]-states[2])*algebraic[3])-states[2]*(1.00000*constants[8]*(states[5]-algebraic[5])+1.00000*constants[7]*(states[4]-algebraic[4]))) algebraic[8] = custom_piecewise([greater_equal(constants[13] , constants[12]), (states[3]*constants[12]+constants[11]*(constants[13]-constants[12]))/constants[13] , True, states[3]]) rates[3] = (1.00000/states[0])*((1.00000*constants[8]*(states[5]-algebraic[5])+(algebraic[8]-states[3])*algebraic[3])-states[3]*(1.00000*constants[7]*(states[4]-algebraic[4])+1.00000*constants[8]*(states[5]-algebraic[5]))) return(rates) def computeAlgebraic(constants, states, voi): algebraic = array([[0.0] * len(voi)] * sizeAlgebraic) states = array(states) voi = array(voi) algebraic[0] = (constants[0]-((constants[23]*constants[1]*constants[2])/2.00000)*sin((constants[1]*voi)/1.00000))-constants[3]*(2.50000-((constants[2]*1.00000)/2.00000)*cos((constants[1]*voi)/1.00000)) algebraic[2] = ((constants[14]*(power(1.00000+constants[15]*constants[17]*states[4], 4.00000))+power(1.00000+constants[16]*constants[17]*states[4], 4.00000))*(3.00000*constants[14]*(power(constants[15], 2.00000))*(power(constants[17], 2.00000))*states[4]*1.00000*(power(1.00000+constants[15]*constants[17]*states[4], 2.00000))+constants[14]*constants[15]*constants[17]*1.00000*(power(1.00000+constants[15]*constants[17]*states[4], 3.00000))+3.00000*(power(constants[16], 2.00000))*(power(constants[17], 2.00000))*states[4]*1.00000*(power(1.00000+constants[16]*constants[17]*states[4], 2.00000))+constants[16]*constants[17]*1.00000*(power(1.00000+constants[16]*constants[17]*states[4], 3.00000)))-(constants[14]*constants[15]*constants[17]*states[4]*(power(1.00000+constants[15]*constants[17]*states[4], 3.00000))+constants[16]*constants[17]*states[4]*(power(1.00000+constants[16]*constants[17]*states[4], 3.00000)))*(4.00000*constants[14]*constants[15]*constants[17]*1.00000*(power(1.00000+constants[15]*constants[17]*states[4], 3.00000))+4.00000*constants[16]*constants[17]*1.00000*(power(1.00000+constants[16]*constants[17]*states[4], 3.00000))))/(power(constants[14]*(power(1.00000+constants[15]*constants[17]*states[4], 4.00000))+power(1.00000+constants[16]*constants[17]*states[4], 4.00000), 2.00000)) algebraic[5] = states[3]*(states[1]-constants[9]) algebraic[1] = ((-constants[23]*(power(constants[1], 2.00000))*constants[2])/(2.00000*1.00000))*cos((constants[1]*voi)/1.00000)-constants[3]*(2.50000-(constants[2]/2.00000)*sin((constants[1]*voi)/1.00000)) algebraic[3] = (constants[4]-states[1])/constants[6] algebraic[4] = states[2]*(states[1]-constants[9]) algebraic[6] = algebraic[3]+1.00000*constants[8]*(states[5]-algebraic[5])+1.00000*constants[7]*(states[4]-algebraic[4]) algebraic[7] = custom_piecewise([greater_equal(constants[13] , constants[12]), (states[2]*constants[12]+constants[10]*(constants[13]-constants[12]))/constants[13] , True, states[2]]) algebraic[8] = custom_piecewise([greater_equal(constants[13] , constants[12]), (states[3]*constants[12]+constants[11]*(constants[13]-constants[12]))/constants[13] , True, states[3]]) 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)