# Size of variable arrays: sizeAlgebraic = 13 sizeStates = 6 sizeConstants = 13 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] = "D in component equations (dimensionless)" legend_states[1] = "A_1 in component equations (dimensionless)" legend_states[2] = "A_2 in component equations (dimensionless)" legend_algebraic[0] = "R_off in component equations (dimensionless)" legend_constants[0] = "x_0 in component equations (dimensionless)" legend_states[3] = "x_1 in component equations (dimensionless)" legend_states[4] = "x_2 in component equations (dimensionless)" legend_algebraic[7] = "g in component equations (per_second)" legend_algebraic[11] = "f in component equations (per_second)" legend_algebraic[8] = "h in component equations (per_second)" legend_algebraic[3] = "lambda_A1 in component equations (dimensionless)" legend_algebraic[5] = "lambda_A2 in component equations (dimensionless)" legend_algebraic[4] = "F_t in component equations (dimensionless)" legend_algebraic[1] = "E_1 in component equations (dimensionless)" legend_algebraic[2] = "E_2 in component equations (dimensionless)" legend_algebraic[12] = "dSL_dt in component equations (per_second)" legend_states[5] = "SL in component equations (dimensionless)" legend_constants[1] = "k_on in component equations (per_second)" legend_constants[2] = "k_off in component equations (per_second)" legend_constants[3] = "f_r in component equations (per_second)" legend_algebraic[9] = "f_prime in component equations (per_second)" legend_constants[4] = "f_prime_0 in component equations (per_second)" legend_constants[5] = "h_0 in component equations (per_second)" legend_algebraic[10] = "h_prime in component equations (per_second)" legend_constants[6] = "h_prime_0 in component equations (per_second)" legend_constants[7] = "g_0 in component equations (per_second)" legend_constants[8] = "nu in component equations (dimensionless)" legend_algebraic[6] = "sigma in component equations (dimensionless)" legend_constants[9] = "sigma_minus in component equations (dimensionless)" legend_constants[10] = "sigma_plus in component equations (dimensionless)" legend_constants[11] = "R_T in component equations (dimensionless)" legend_constants[12] = "e_cb in component equations (dimensionless)" legend_rates[0] = "d/dt D in component equations (dimensionless)" legend_rates[1] = "d/dt A_1 in component equations (dimensionless)" legend_rates[2] = "d/dt A_2 in component equations (dimensionless)" legend_rates[4] = "d/dt x_2 in component equations (dimensionless)" legend_rates[3] = "d/dt x_1 in component equations (dimensionless)" legend_rates[5] = "d/dt SL in component equations (dimensionless)" return (legend_states, legend_algebraic, legend_voi, legend_constants) def initConsts(): constants = [0.0] * sizeConstants; states = [0.0] * sizeStates; states[0] = 0.005 states[1] = 0.005 states[2] = 0.005 constants[0] = 1e-16 states[3] = 1e-16 states[4] = 1e-16 states[5] = 2 constants[1] = 120 constants[2] = 50 constants[3] = 50 constants[4] = 400 constants[5] = 8 constants[6] = 6 constants[7] = 4 constants[8] = 3 constants[9] = 1 constants[10] = 8 constants[11] = 1 constants[12] = 1.5 return (states, constants) def computeRates(voi, states, constants): rates = [0.0] * sizeStates; algebraic = [0.0] * sizeAlgebraic algebraic[6] = custom_piecewise([greater(states[4] , constants[0]), constants[10] , less(states[4] , constants[0]), constants[9] , True, 0.00000]) algebraic[7] = constants[7]*exp(algebraic[6]*(power(states[4]-constants[0], 2.00000))) algebraic[8] = constants[5]*exp(algebraic[6]*(power(states[3], 2.00000))) algebraic[10] = constants[6]*exp(algebraic[6]*(power(states[4], 2.00000)-power(states[3], 2.00000))) rates[2] = algebraic[8]*states[1]-(algebraic[10]+algebraic[7])*states[2] algebraic[0] = ((constants[11]-states[0])-states[1])-states[2] algebraic[3] = states[1]/constants[11] algebraic[5] = states[2]/constants[11] algebraic[11] = constants[3]*(power(1.00000+algebraic[3]*(exp((states[3]/constants[0])*(constants[8]-1.00000))-1.00000)+algebraic[5]*(exp((states[4]/constants[0])*(constants[8]-1.00000))-1.00000), 2.00000)) algebraic[9] = constants[4]*exp(algebraic[6]*(power(states[3], 2.00000))) rates[0] = (constants[1]*algebraic[0]+algebraic[9]*states[1]+algebraic[7]*states[2])-(constants[2]+algebraic[11])*states[0] rates[1] = (algebraic[11]*states[0]+algebraic[10]*states[2])-(algebraic[9]+algebraic[8])*states[1] algebraic[12] = custom_piecewise([greater(voi , 0.00100000) & less(voi , 0.00200000), 21.2000 , True, 0.00000]) rates[4] = custom_piecewise([equal(states[2] , 0.00000), algebraic[12] , True, ((-algebraic[8]*states[1])/states[2])*(states[4]-constants[0])+algebraic[12]]) rates[3] = custom_piecewise([equal(states[1] , 0.00000), algebraic[12] , True, -((algebraic[11]*states[0])/states[1]+(algebraic[10]*states[2])/states[1])*states[3]+algebraic[12]]) rates[5] = algebraic[12] return(rates) def computeAlgebraic(constants, states, voi): algebraic = array([[0.0] * len(voi)] * sizeAlgebraic) states = array(states) voi = array(voi) algebraic[6] = custom_piecewise([greater(states[4] , constants[0]), constants[10] , less(states[4] , constants[0]), constants[9] , True, 0.00000]) algebraic[7] = constants[7]*exp(algebraic[6]*(power(states[4]-constants[0], 2.00000))) algebraic[8] = constants[5]*exp(algebraic[6]*(power(states[3], 2.00000))) algebraic[10] = constants[6]*exp(algebraic[6]*(power(states[4], 2.00000)-power(states[3], 2.00000))) algebraic[0] = ((constants[11]-states[0])-states[1])-states[2] algebraic[3] = states[1]/constants[11] algebraic[5] = states[2]/constants[11] algebraic[11] = constants[3]*(power(1.00000+algebraic[3]*(exp((states[3]/constants[0])*(constants[8]-1.00000))-1.00000)+algebraic[5]*(exp((states[4]/constants[0])*(constants[8]-1.00000))-1.00000), 2.00000)) algebraic[9] = constants[4]*exp(algebraic[6]*(power(states[3], 2.00000))) algebraic[12] = custom_piecewise([greater(voi , 0.00100000) & less(voi , 0.00200000), 21.2000 , True, 0.00000]) algebraic[1] = constants[12]*states[1] algebraic[2] = constants[12]*states[2] algebraic[4] = algebraic[1]*states[3]+algebraic[2]*states[4] 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)