# Size of variable arrays: sizeAlgebraic = 17 sizeStates = 11 sizeConstants = 20 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_states[0] = "q_L in component environment (fmol)" legend_states[1] = "q_K1 in component environment (fmol)" legend_states[2] = "q_K2 in component environment (fmol)" legend_states[3] = "q_LK1 in component environment (fmol)" legend_states[4] = "q_P in component environment (fmol)" legend_states[5] = "q_LK1K2 in component environment (fmol)" legend_states[6] = "q_LK1K2P in component environment (fmol)" legend_states[7] = "q_Ubiq in component environment (fmol)" legend_states[8] = "q_LKKPU in component environment (fmol)" legend_states[9] = "q_LKKPUtag in component environment (fmol)" legend_states[10] = "q_LPUtag in component environment (fmol)" legend_algebraic[11] = "v_Re1 in component RTK (fmol_per_sec)" legend_algebraic[12] = "v_Re2 in component RTK (fmol_per_sec)" legend_algebraic[13] = "v_Re3 in component RTK (fmol_per_sec)" legend_algebraic[14] = "v_Re4 in component RTK (fmol_per_sec)" legend_algebraic[15] = "v_Re5 in component RTK (fmol_per_sec)" legend_algebraic[16] = "v_Re6 in component RTK (fmol_per_sec)" legend_constants[0] = "kappa_Re1 in component RTK_parameters (fmol_per_sec)" legend_constants[1] = "kappa_Re2 in component RTK_parameters (fmol_per_sec)" legend_constants[2] = "kappa_Re3 in component RTK_parameters (fmol_per_sec)" legend_constants[3] = "kappa_Re4 in component RTK_parameters (fmol_per_sec)" legend_constants[4] = "kappa_Re5 in component RTK_parameters (fmol_per_sec)" legend_constants[5] = "kappa_Re6 in component RTK_parameters (fmol_per_sec)" legend_constants[6] = "K_L in component RTK_parameters (per_fmol)" legend_constants[7] = "K_K1 in component RTK_parameters (per_fmol)" legend_constants[8] = "K_K2 in component RTK_parameters (per_fmol)" legend_constants[9] = "K_LK1 in component RTK_parameters (per_fmol)" legend_constants[10] = "K_P in component RTK_parameters (per_fmol)" legend_constants[11] = "K_LK1K2 in component RTK_parameters (per_fmol)" legend_constants[12] = "K_LK1K2P in component RTK_parameters (per_fmol)" legend_constants[13] = "K_Ubiq in component RTK_parameters (per_fmol)" legend_constants[14] = "K_LKKPU in component RTK_parameters (per_fmol)" legend_constants[15] = "K_LKKPUtag in component RTK_parameters (per_fmol)" legend_constants[16] = "K_LPUtag in component RTK_parameters (per_fmol)" legend_constants[17] = "R in component constants (J_per_K_per_mol)" legend_constants[18] = "T in component constants (kelvin)" legend_algebraic[0] = "mu_L in component RTK (J_per_mol)" legend_algebraic[1] = "mu_K1 in component RTK (J_per_mol)" legend_algebraic[2] = "mu_K2 in component RTK (J_per_mol)" legend_algebraic[3] = "mu_LK1 in component RTK (J_per_mol)" legend_algebraic[4] = "mu_P in component RTK (J_per_mol)" legend_algebraic[5] = "mu_LK1K2 in component RTK (J_per_mol)" legend_algebraic[6] = "mu_LK1K2P in component RTK (J_per_mol)" legend_algebraic[7] = "mu_Ubiq in component RTK (J_per_mol)" legend_algebraic[8] = "mu_LKKPU in component RTK (J_per_mol)" legend_algebraic[9] = "mu_LKKPUtag in component RTK (J_per_mol)" legend_algebraic[10] = "mu_LPUtag in component RTK (J_per_mol)" legend_constants[19] = "F in component constants (C_per_mol)" legend_rates[0] = "d/dt q_L in component environment (fmol)" legend_rates[1] = "d/dt q_K1 in component environment (fmol)" legend_rates[2] = "d/dt q_K2 in component environment (fmol)" legend_rates[3] = "d/dt q_LK1 in component environment (fmol)" legend_rates[4] = "d/dt q_P in component environment (fmol)" legend_rates[5] = "d/dt q_LK1K2 in component environment (fmol)" legend_rates[6] = "d/dt q_LK1K2P in component environment (fmol)" legend_rates[7] = "d/dt q_Ubiq in component environment (fmol)" legend_rates[8] = "d/dt q_LKKPU in component environment (fmol)" legend_rates[9] = "d/dt q_LKKPUtag in component environment (fmol)" legend_rates[10] = "d/dt q_LPUtag in component environment (fmol)" return (legend_states, legend_algebraic, legend_voi, legend_constants) def initConsts(): constants = [0.0] * sizeConstants; states = [0.0] * sizeStates; states[0] = 1 states[1] = 1e-3 states[2] = 1e-3 states[3] = 1e-6 states[4] = 1 states[5] = 1e-9 states[6] = 1e-9 states[7] = 1 states[8] = 1e-88 states[9] = 1e-88 states[10] = 1e-88 constants[0] = 1.31758e-07 constants[1] = 0.0862846 constants[2] = 0.00038952 constants[3] = 2.66799e-09 constants[4] = 26.6799 constants[5] = 2667.99 constants[6] = 8.32274e+08 constants[7] = 0.000770619 constants[8] = 44390 constants[9] = 0.22063 constants[10] = 6.4394e+12 constants[11] = 3.36906e-07 constants[12] = 7.46298e-05 constants[13] = 4.24411e+13 constants[14] = 10.8958 constants[15] = 1.08958e-11 constants[16] = 2.69163e-14 constants[17] = 8.31 constants[18] = 310 constants[19] = 96485 return (states, constants) def computeRates(voi, states, constants): rates = [0.0] * sizeStates; algebraic = [0.0] * sizeAlgebraic algebraic[0] = constants[17]*constants[18]*log(constants[6]*states[0]) algebraic[1] = constants[17]*constants[18]*log(constants[7]*states[1]) algebraic[3] = constants[17]*constants[18]*log(constants[9]*states[3]) algebraic[11] = constants[0]*(exp((algebraic[0]+algebraic[1])/(constants[17]*constants[18]))-exp(algebraic[3]/(constants[17]*constants[18]))) rates[0] = -algebraic[11] algebraic[2] = constants[17]*constants[18]*log(constants[8]*states[2]) algebraic[5] = constants[17]*constants[18]*log(constants[11]*states[5]) algebraic[12] = constants[1]*(exp((algebraic[3]+algebraic[2])/(constants[17]*constants[18]))-exp(algebraic[5]/(constants[17]*constants[18]))) rates[3] = algebraic[11]-algebraic[12] algebraic[4] = constants[17]*constants[18]*log(constants[10]*states[4]) algebraic[6] = constants[17]*constants[18]*log(constants[12]*states[6]) algebraic[13] = constants[2]*(exp((algebraic[4]+algebraic[5])/(constants[17]*constants[18]))-exp(algebraic[6]/(constants[17]*constants[18]))) rates[4] = -algebraic[13] rates[5] = algebraic[12]-algebraic[13] algebraic[7] = constants[17]*constants[18]*log(constants[13]*states[7]) algebraic[8] = constants[17]*constants[18]*log(constants[14]*states[8]) algebraic[14] = constants[3]*(exp((algebraic[7]+algebraic[6])/(constants[17]*constants[18]))-exp(algebraic[8]/(constants[17]*constants[18]))) rates[6] = algebraic[13]-algebraic[14] rates[7] = -algebraic[14] algebraic[10] = constants[17]*constants[18]*log(constants[16]*states[10]) algebraic[15] = constants[4]*(exp(algebraic[8]/(constants[17]*constants[18]))-exp((algebraic[1]+algebraic[2]+algebraic[10])/(constants[17]*constants[18]))) rates[1] = -algebraic[11]+algebraic[15] rates[2] = -algebraic[12]+algebraic[15] rates[10] = algebraic[15] algebraic[9] = constants[17]*constants[18]*log(constants[15]*states[9]) algebraic[16] = constants[5]*(exp(algebraic[8]/(constants[17]*constants[18]))-exp(algebraic[9]/(constants[17]*constants[18]))) rates[8] = (algebraic[14]-algebraic[15])-algebraic[16] rates[9] = algebraic[16] return(rates) def computeAlgebraic(constants, states, voi): algebraic = array([[0.0] * len(voi)] * sizeAlgebraic) states = array(states) voi = array(voi) algebraic[0] = constants[17]*constants[18]*log(constants[6]*states[0]) algebraic[1] = constants[17]*constants[18]*log(constants[7]*states[1]) algebraic[3] = constants[17]*constants[18]*log(constants[9]*states[3]) algebraic[11] = constants[0]*(exp((algebraic[0]+algebraic[1])/(constants[17]*constants[18]))-exp(algebraic[3]/(constants[17]*constants[18]))) algebraic[2] = constants[17]*constants[18]*log(constants[8]*states[2]) algebraic[5] = constants[17]*constants[18]*log(constants[11]*states[5]) algebraic[12] = constants[1]*(exp((algebraic[3]+algebraic[2])/(constants[17]*constants[18]))-exp(algebraic[5]/(constants[17]*constants[18]))) algebraic[4] = constants[17]*constants[18]*log(constants[10]*states[4]) algebraic[6] = constants[17]*constants[18]*log(constants[12]*states[6]) algebraic[13] = constants[2]*(exp((algebraic[4]+algebraic[5])/(constants[17]*constants[18]))-exp(algebraic[6]/(constants[17]*constants[18]))) algebraic[7] = constants[17]*constants[18]*log(constants[13]*states[7]) algebraic[8] = constants[17]*constants[18]*log(constants[14]*states[8]) algebraic[14] = constants[3]*(exp((algebraic[7]+algebraic[6])/(constants[17]*constants[18]))-exp(algebraic[8]/(constants[17]*constants[18]))) algebraic[10] = constants[17]*constants[18]*log(constants[16]*states[10]) algebraic[15] = constants[4]*(exp(algebraic[8]/(constants[17]*constants[18]))-exp((algebraic[1]+algebraic[2]+algebraic[10])/(constants[17]*constants[18]))) algebraic[9] = constants[17]*constants[18]*log(constants[15]*states[9]) algebraic[16] = constants[5]*(exp(algebraic[8]/(constants[17]*constants[18]))-exp(algebraic[9]/(constants[17]*constants[18]))) 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)