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Acceleration of reactor integration using a sparse preconditioned solver#
Ideal gas, constant-pressure, adiabatic kinetics simulation that compares preconditioned and non-preconditioned integration of n-hexane.
Requires: cantera >= 3.0.0, matplotlib >= 2.0
import cantera as ct
import numpy as np
import matplotlib.pyplot as plt
plt.rcParams['figure.constrained_layout.use'] = True
from timeit import default_timer
Simulation setup#
Create a reactor network for simulating the constant pressure ignition of a stoichiometric n-hexane/air mixture, with or without the use of the preconditioned solver.
def integrate_reactor(preconditioner=True):
# Use a detailed n-hexane mechanism with 1268 species
gas = ct.Solution('example_data/n-hexane-NUIG-2015.yaml')
gas.TP = 1000, ct.one_atm
gas.set_equivalence_ratio(1, 'NC6H14', 'N2:3.76, O2:1.0')
reactor = ct.IdealGasConstPressureMoleReactor(gas)
# set volume for reactors
reactor.volume = 0.1
# Create reactor network
sim = ct.ReactorNet([reactor])
# Add preconditioner
if preconditioner:
sim.derivative_settings = {"skip-third-bodies":True, "skip-falloff":True}
sim.preconditioner = ct.AdaptivePreconditioner()
sim.initialize()
# Advance to steady state
integ_time = default_timer()
# solution array for state data
states = ct.SolutionArray(reactor.thermo, extra=['time'])
# advance to steady state manually
while (sim.time < 0.1):
states.append(reactor.thermo.state, time=sim.time)
sim.step()
integ_time = default_timer() - integ_time
# Return time to integrate
if preconditioner:
print(f"Preconditioned Integration Time: {integ_time:f}")
else:
print(f"Non-preconditioned Integration Time: {integ_time:f}")
# Get and output solver stats
for key, value in sim.solver_stats.items():
print(f"{key:>24s}: {value}")
print("\n")
# return some variables for plotting
return states.time, states.T, states('CO2').Y, states('NC6H14').Y
Integrate with sparse, preconditioned solver#
/home/runner/work/cantera/cantera/build/doc/samples/python/reactors/preconditioned_integration.py:27: UserWarning: NasaPoly2::validate:
For species OHV, discontinuity in h/RT detected at Tmid = 1000
Value computed using low-temperature polynomial: 53.62056162666667
Value computed using high-temperature polynomial: 53.5841554314
gas = ct.Solution('example_data/n-hexane-NUIG-2015.yaml')
/home/runner/work/cantera/cantera/build/doc/samples/python/reactors/preconditioned_integration.py:27: UserWarning: NasaPoly2::validate:
For species CHV, discontinuity in h/RT detected at Tmid = 1000
Value computed using low-temperature polynomial: 107.5046684
Value computed using high-temperature polynomial: 107.34847808033332
gas = ct.Solution('example_data/n-hexane-NUIG-2015.yaml')
Preconditioned Integration Time: 1.648212
step_solve_fails: 4
steps: 966
rhs_evals: 1170
nonlinear_iters: 1167
nonlinear_conv_fails: 20
err_test_fails: 31
last_order: 3
stab_order_reductions: 0
jac_evals: 0
lin_solve_setups: 118
lin_rhs_evals: 3985
lin_iters: 3985
lin_conv_fails: 298
prec_evals: 30
prec_solves: 5056
jt_vec_setup_evals: 0
jt_vec_prod_evals: 3985
Integrate with direct linear solver#
Non-preconditioned Integration Time: 21.575969
step_solve_fails: 0
steps: 2704
rhs_evals: 4294
nonlinear_iters: 4291
nonlinear_conv_fails: 36
err_test_fails: 160
last_order: 5
stab_order_reductions: 0
jac_evals: 61
lin_solve_setups: 378
lin_rhs_evals: 77409
lin_iters: 0
lin_conv_fails: 0
prec_evals: 0
prec_solves: 0
jt_vec_setup_evals: 0
jt_vec_prod_evals: 0
Plot selected state variables#
fig, (ax1, ax2, ax3) = plt.subplots(3, 1, figsize=(5, 8))
# temperature plot
ax1.set_xlabel("Time")
ax1.set_ylabel("Temperature")
ax1.plot(timenp, Tnp, linewidth=2)
ax1.plot(timep, Tp, linewidth=2, linestyle=":")
ax1.legend(["Normal", "Preconditioned"])
# CO2 plot
ax2.set_xlabel("Time")
ax2.set_ylabel("CO2")
ax2.plot(timenp, CO2np, linewidth=2)
ax2.plot(timep, CO2p, linewidth=2, linestyle=":")
ax2.legend(["Normal", "Preconditioned"])
# C12H26 plot
ax3.set_xlabel("Time")
ax3.set_ylabel("NC6H14")
ax3.plot(timenp, NC6H14np, linewidth=2)
ax3.plot(timep, NC6H14p, linewidth=2, linestyle=":")
ax3.legend(["Normal", "Preconditioned"])
plt.show()
Total running time of the script: (0 minutes 24.541 seconds)