Generated Code
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The raw code is available.
# Size of variable arrays: sizeAlgebraic = 27 sizeStates = 6 sizeConstants = 27 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_constants[0] = "C_m in component environment (fF)" legend_states[0] = "q_Ca_o in component environment (fmol)" legend_states[1] = "q_Ca_i in component environment (fmol)" legend_states[2] = "q_s00_TCC in component environment (fmol)" legend_states[3] = "q_s10_TCC in component environment (fmol)" legend_states[4] = "q_s01_TCC in component environment (fmol)" legend_states[5] = "q_s11_TCC in component environment (fmol)" legend_constants[1] = "q_mem in component environment (fC)" legend_constants[23] = "V_mem in component environment (volt)" legend_constants[2] = "R in component environment (J_per_K_per_mol)" legend_constants[3] = "T in component environment (kelvin)" legend_constants[4] = "F in component environment (C_per_mol)" legend_algebraic[18] = "v_TCC in component TCC (fmol_per_sec)" legend_algebraic[24] = "I_mem_TCC in component TCC (fA)" legend_constants[24] = "I_stim in component environment (fA)" legend_constants[5] = "stimPeriod in component environment (second)" legend_constants[6] = "stimDuration in component environment (second)" legend_algebraic[0] = "tPeriod in component environment (second)" legend_constants[7] = "kappa_TCC in component TCC_parameters (fmol_per_sec)" legend_constants[8] = "kappa_R1_TCC in component TCC_parameters (fmol_per_sec)" legend_constants[9] = "kappa_R2_TCC in component TCC_parameters (fmol_per_sec)" legend_constants[10] = "kappa_R3_TCC in component TCC_parameters (fmol_per_sec)" legend_constants[11] = "kappa_R4_TCC in component TCC_parameters (fmol_per_sec)" legend_constants[12] = "K_Ca_i in component TCC_parameters (per_fmol)" legend_constants[13] = "K_Ca_o in component TCC_parameters (per_fmol)" legend_constants[14] = "K_S00_TCC in component TCC_parameters (per_fmol)" legend_constants[15] = "K_S10_TCC in component TCC_parameters (per_fmol)" legend_constants[16] = "K_S01_TCC in component TCC_parameters (per_fmol)" legend_constants[17] = "K_S11_TCC in component TCC_parameters (per_fmol)" legend_constants[18] = "zCa in component TCC_parameters (dimensionless)" legend_constants[19] = "z_df in component TCC_parameters (dimensionless)" legend_constants[20] = "z_ff in component TCC_parameters (dimensionless)" legend_constants[21] = "z_dr in component TCC_parameters (dimensionless)" legend_constants[22] = "z_fr in component TCC_parameters (dimensionless)" legend_algebraic[1] = "u_Ca_i in component TCC (J_per_mol)" legend_algebraic[2] = "u_Ca_o in component TCC (J_per_mol)" legend_constants[25] = "V_mem in component TCC (J_per_C)" legend_constants[26] = "Am_TCC in component TCC (J_per_mol)" legend_algebraic[16] = "Af_Ca in component TCC (J_per_mol)" legend_algebraic[17] = "Ar_Ca in component TCC (J_per_mol)" legend_algebraic[14] = "v_s00_TCC in component TCC (fmol_per_sec)" legend_algebraic[25] = "v_s10_TCC in component TCC (fmol_per_sec)" legend_algebraic[22] = "v_s01_TCC in component TCC (fmol_per_sec)" legend_algebraic[26] = "v_s11_TCC in component TCC (fmol_per_sec)" legend_algebraic[9] = "v_R1_TCC in component TCC (fmol_per_sec)" legend_algebraic[21] = "v_R2_TCC in component TCC (fmol_per_sec)" legend_algebraic[13] = "v_R3_TCC in component TCC (fmol_per_sec)" legend_algebraic[23] = "v_R4_TCC in component TCC (fmol_per_sec)" legend_algebraic[3] = "mu_s00_TCC in component TCC (J_per_mol)" legend_algebraic[6] = "mu_s10_TCC in component TCC (J_per_mol)" legend_algebraic[10] = "mu_s01_TCC in component TCC (J_per_mol)" legend_algebraic[15] = "mu_s11_TCC in component TCC (J_per_mol)" legend_algebraic[4] = "Af_R1_TCC in component TCC (J_per_mol)" legend_algebraic[7] = "Ar_R1_TCC in component TCC (J_per_mol)" legend_algebraic[11] = "Af_R2_TCC in component TCC (J_per_mol)" legend_algebraic[19] = "Ar_R2_TCC in component TCC (J_per_mol)" legend_algebraic[5] = "Af_R3_TCC in component TCC (J_per_mol)" legend_algebraic[12] = "Ar_R3_TCC in component TCC (J_per_mol)" legend_algebraic[8] = "Af_R4_TCC in component TCC (J_per_mol)" legend_algebraic[20] = "Ar_R4_TCC in component TCC (J_per_mol)" legend_rates[1] = "d/dt q_Ca_i in component environment (fmol)" legend_rates[0] = "d/dt q_Ca_o in component environment (fmol)" legend_rates[2] = "d/dt q_s00_TCC in component environment (fmol)" legend_rates[3] = "d/dt q_s10_TCC in component environment (fmol)" legend_rates[4] = "d/dt q_s01_TCC in component environment (fmol)" legend_rates[5] = "d/dt q_s11_TCC in component environment (fmol)" return (legend_states, legend_algebraic, legend_voi, legend_constants) def initConsts(): constants = [0.0] * sizeConstants; states = [0.0] * sizeStates; constants[0] = 153400 states[0] = 9.3276 states[1] = 0.00456 states[2] = 3.653271338425772e-07 states[3] = 1e-16 states[4] = 1e-16 states[5] = 1e-16 constants[1] = -13039 constants[2] = 8.31 constants[3] = 310 constants[4] = 96500 constants[5] = 1 constants[6] = 0.0001 constants[7] = 11414.6 constants[8] = 1266.14 constants[9] = 4.33488 constants[10] = 1.34962 constants[11] = 7.44777 constants[12] = 28.7976 constants[13] = 211.182 constants[14] = 2.10659 constants[15] = 0.381738 constants[16] = 615.294 constants[17] = 111.498 constants[18] = 2 constants[19] = 0.876568910405296 constants[20] = -0.576510778245838 constants[21] = -0.872117216889333 constants[22] = 1.73582739545622 rootfind_0(voi, constants, rates, states, algebraic) constants[24] = 0.00000 constants[25] = constants[1]/constants[0] constants[26] = constants[18]*constants[4]*constants[25] return (states, constants) def computeRates(voi, states, constants): rates = [0.0] * sizeStates; algebraic = [0.0] * sizeAlgebraic algebraic[3] = constants[2]*constants[3]*log(constants[14]*states[2]) algebraic[4] = algebraic[3]+constants[19]*constants[4]*constants[25] algebraic[6] = constants[2]*constants[3]*log(constants[15]*states[3]) algebraic[7] = algebraic[6]+constants[21]*constants[4]*constants[25] algebraic[9] = constants[8]*(exp(algebraic[4]/(constants[2]*constants[3]))-exp(algebraic[7]/(constants[2]*constants[3]))) algebraic[5] = algebraic[3]+constants[20]*constants[4]*constants[25] algebraic[10] = constants[2]*constants[3]*log(constants[16]*states[4]) algebraic[12] = algebraic[10]+constants[22]*constants[4]*constants[25] algebraic[13] = constants[10]*(exp(algebraic[5]/(constants[2]*constants[3]))-exp(algebraic[12]/(constants[2]*constants[3]))) algebraic[14] = -algebraic[9]-algebraic[13] rates[2] = algebraic[14] algebraic[1] = constants[2]*constants[3]*log(constants[12]*states[1]) algebraic[15] = constants[2]*constants[3]*log(constants[17]*states[5]) algebraic[16] = algebraic[15]+algebraic[1]+constants[26] algebraic[2] = constants[2]*constants[3]*log(constants[13]*states[0]) algebraic[17] = algebraic[15]+algebraic[2] algebraic[18] = custom_piecewise([equal(constants[26] , 0.00000), constants[7]*(exp(algebraic[16]/(constants[2]*constants[3]))-exp(algebraic[17]/(constants[2]*constants[3]))) , True, (((constants[7]*constants[26])/(constants[2]*constants[3]))/(exp(constants[26]/(constants[2]*constants[3]))-1.00000))*(exp(algebraic[16]/(constants[2]*constants[3]))-exp(algebraic[17]/(constants[2]*constants[3])))]) rates[1] = -algebraic[18] rates[0] = algebraic[18] algebraic[11] = algebraic[10]+constants[19]*constants[4]*constants[25] algebraic[19] = algebraic[15]+constants[21]*constants[4]*constants[25] algebraic[21] = constants[9]*(exp(algebraic[11]/(constants[2]*constants[3]))-exp(algebraic[19]/(constants[2]*constants[3]))) algebraic[22] = algebraic[13]-algebraic[21] rates[4] = algebraic[22] algebraic[8] = algebraic[6]+constants[20]*constants[4]*constants[25] algebraic[20] = algebraic[15]+constants[22]*constants[4]*constants[25] algebraic[23] = constants[11]*(exp(algebraic[8]/(constants[2]*constants[3]))-exp(algebraic[20]/(constants[2]*constants[3]))) algebraic[25] = algebraic[9]-algebraic[23] rates[3] = algebraic[25] algebraic[26] = algebraic[21]+algebraic[23] rates[5] = algebraic[26] return(rates) def computeAlgebraic(constants, states, voi): algebraic = array([[0.0] * len(voi)] * sizeAlgebraic) states = array(states) voi = array(voi) algebraic[3] = constants[2]*constants[3]*log(constants[14]*states[2]) algebraic[4] = algebraic[3]+constants[19]*constants[4]*constants[25] algebraic[6] = constants[2]*constants[3]*log(constants[15]*states[3]) algebraic[7] = algebraic[6]+constants[21]*constants[4]*constants[25] algebraic[9] = constants[8]*(exp(algebraic[4]/(constants[2]*constants[3]))-exp(algebraic[7]/(constants[2]*constants[3]))) algebraic[5] = algebraic[3]+constants[20]*constants[4]*constants[25] algebraic[10] = constants[2]*constants[3]*log(constants[16]*states[4]) algebraic[12] = algebraic[10]+constants[22]*constants[4]*constants[25] algebraic[13] = constants[10]*(exp(algebraic[5]/(constants[2]*constants[3]))-exp(algebraic[12]/(constants[2]*constants[3]))) algebraic[14] = -algebraic[9]-algebraic[13] algebraic[1] = constants[2]*constants[3]*log(constants[12]*states[1]) algebraic[15] = constants[2]*constants[3]*log(constants[17]*states[5]) algebraic[16] = algebraic[15]+algebraic[1]+constants[26] algebraic[2] = constants[2]*constants[3]*log(constants[13]*states[0]) algebraic[17] = algebraic[15]+algebraic[2] algebraic[18] = custom_piecewise([equal(constants[26] , 0.00000), constants[7]*(exp(algebraic[16]/(constants[2]*constants[3]))-exp(algebraic[17]/(constants[2]*constants[3]))) , True, (((constants[7]*constants[26])/(constants[2]*constants[3]))/(exp(constants[26]/(constants[2]*constants[3]))-1.00000))*(exp(algebraic[16]/(constants[2]*constants[3]))-exp(algebraic[17]/(constants[2]*constants[3])))]) algebraic[11] = algebraic[10]+constants[19]*constants[4]*constants[25] algebraic[19] = algebraic[15]+constants[21]*constants[4]*constants[25] algebraic[21] = constants[9]*(exp(algebraic[11]/(constants[2]*constants[3]))-exp(algebraic[19]/(constants[2]*constants[3]))) algebraic[22] = algebraic[13]-algebraic[21] algebraic[8] = algebraic[6]+constants[20]*constants[4]*constants[25] algebraic[20] = algebraic[15]+constants[22]*constants[4]*constants[25] algebraic[23] = constants[11]*(exp(algebraic[8]/(constants[2]*constants[3]))-exp(algebraic[20]/(constants[2]*constants[3]))) algebraic[25] = algebraic[9]-algebraic[23] algebraic[26] = algebraic[21]+algebraic[23] algebraic[0] = voi-floor(voi/constants[5])*constants[5] algebraic[24] = constants[4]*(-constants[18]*algebraic[18]+algebraic[9]*(constants[21]-constants[19])+algebraic[21]*(constants[21]-constants[19])+algebraic[13]*(constants[22]-constants[20])+algebraic[23]*(constants[22]-constants[20])) return algebraic initialGuess0 = None def rootfind_0(voi, constants, states, algebraic): """Calculate value of algebraic variable for DAE""" from scipy.optimize import fsolve global initialGuess0 if initialGuess0 is None: initialGuess0 = 0.1 if not iterable(voi): constants[23] = fsolve(residualSN_0, initialGuess0, args=(algebraic, voi, constants, rates, states), xtol=1E-6) initialGuess0 = constants[23] else: for (i,t) in enumerate(voi): constants[23][i] = fsolve(residualSN_0, initialGuess0, args=(algebraic[:,i], voi[i], constants, rates, states[:,i]), xtol=1E-6) initialGuess0 = constants[23][i] def residualSN_0(algebraicCandidate, algebraic, voi, constants, rates, states): constants[23] = algebraicCandidate return (constants[1]) - (constants[23]*constants[0]) 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)