# Size of variable arrays: sizeAlgebraic = 2 sizeStates = 5 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 (minute)" legend_constants[0] = "a_D in component parameters (first_order_rate_constant)" legend_constants[1] = "a_E in component parameters (first_order_rate_constant)" legend_constants[2] = "a_X in component parameters (first_order_rate_constant)" legend_constants[3] = "k in component parameters (dimensionless)" legend_constants[4] = "q_D in component parameters (dimensionless)" legend_constants[5] = "q_E in component parameters (dimensionless)" legend_constants[6] = "q_X in component parameters (dimensionless)" legend_constants[7] = "f in component parameters (first_order_rate_constant)" legend_constants[8] = "g in component parameters (first_order_rate_constant)" legend_constants[9] = "p_S in component parameters (first_order_rate_constant)" legend_constants[10] = "p_D in component parameters (first_order_rate_constant)" legend_constants[11] = "p_E in component parameters (first_order_rate_constant)" legend_constants[12] = "p_X in component parameters (first_order_rate_constant)" legend_constants[13] = "d_D in component parameters (first_order_rate_constant)" legend_constants[14] = "d_E in component parameters (first_order_rate_constant)" legend_constants[15] = "d_X in component parameters (first_order_rate_constant)" legend_constants[16] = "a_f in component parameters (first_order_rate_constant)" legend_constants[17] = "R_T in component parameters (dimensionless)" legend_constants[18] = "theta in component parameters (dimensionless)" legend_constants[19] = "GF in component parameters (dimensionless)" legend_states[0] = "D in component D (dimensionless)" legend_states[1] = "E in component E (dimensionless)" legend_states[2] = "R_S in component R_S (dimensionless)" legend_states[3] = "X in component X (dimensionless)" legend_states[4] = "R in component R (dimensionless)" legend_algebraic[0] = "unpho_RB in component unpho_RB (dimensionless)" legend_algebraic[1] = "free_E2F in component free_E2F (dimensionless)" legend_rates[0] = "d/dt D in component D (dimensionless)" legend_rates[1] = "d/dt E in component E (dimensionless)" legend_rates[4] = "d/dt R in component R (dimensionless)" legend_rates[2] = "d/dt R_S in component R_S (dimensionless)" legend_rates[3] = "d/dt X in component X (dimensionless)" return (legend_states, legend_algebraic, legend_voi, legend_constants) def initConsts(): constants = [0.0] * sizeConstants; states = [0.0] * sizeStates; constants[0] = 0.4 constants[1] = 0.16 constants[2] = 0.08 constants[3] = 0.05 constants[4] = 0.6 constants[5] = 0.6 constants[6] = 0.8 constants[7] = 0.2 constants[8] = 0.528 constants[9] = 0.6 constants[10] = 0.48 constants[11] = 0.096 constants[12] = 0.48 constants[13] = 0.4 constants[14] = 0.2 constants[15] = 1.04 constants[16] = 0.9 constants[17] = 2.5 constants[18] = 1.5 constants[19] = 6.3 states[0] = 0.1 states[1] = 0.6 states[2] = 1 states[3] = 0.7 states[4] = 0.5 return (states, constants) def computeRates(voi, states, constants): rates = [0.0] * sizeStates; algebraic = [0.0] * sizeAlgebraic rates[0] = (constants[0]*constants[3]*constants[19])/(1.00000+constants[3]*constants[19])-constants[13]*states[1]*states[0] rates[1] = constants[1]*(1.00000+constants[16]*(constants[18]-states[2]))*1.00000-constants[14]*states[3]*states[1] rates[4] = (constants[12]*states[3]*((constants[17]-states[2])-states[4]))/(constants[6]+((constants[17]-states[2])-states[4])+states[3])-constants[9]*(constants[18]-states[2])*states[4] rates[2] = (constants[9]*(constants[18]-states[2])*states[4]-(constants[10]*states[2]*states[0])/(constants[4]+states[2]+states[0]))-(constants[11]*states[2]*states[1])/(constants[5]+states[2]+states[1]) rates[3] = (constants[2]*states[1]+constants[7]*(constants[18]-states[2])+constants[8]*(power(states[3], 2.00000))*states[1])-constants[15]*states[3] return(rates) def computeAlgebraic(constants, states, voi): algebraic = array([[0.0] * len(voi)] * sizeAlgebraic) states = array(states) voi = array(voi) algebraic[0] = states[4]+states[2] algebraic[1] = constants[18]-states[2] 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)