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  • Broyden algorithm

Last edited by Gabriel Wlazłowski May 25, 2021
Page history

Broyden algorithm

Broyden algorithm - general info

Broyden algorithm is implemented according prescription provided in the paper:
A. Baran, A. Bulgac, M. M. Forbes, G. Hagen, W. Nazarewicz, N. Schunck, and M. V. Stoitsov, Broyden’s method in nuclear structure calculations, Phys. Rev. C 78, 014318 (2008), (see here for preprint)

st-wslda codes support two types of updating schemes of densities:

  • linear mixing, according to formulas (3),
  • Broyden mixing, according to prescription given in sec III.B.

Controlling Broyden algorithm

In order to activate the Broyden mixing user must activate following flag in the input file:

broyden                 1        # activate broyden mixing, default=0 (linear mixing)

There are two parameters that control mixing parameter (alpha parameter)

linearmixing            0.5      # mixing parameter (alpha) for linear mixing, default=0.5
broydenmixing           0.75     # mixing parameter (alpha) for Broyden mixing, default=0.75

We separate these two parameters as in general they may be different. The remaining parameters controlling the Broyden algorithm are:

Mbroyden                5       # number of previous iterations used by Broyden, default=5 

startbroyden            5       # iteration number (it) for which Broyden should be activated,
                                # for it<startbroyden algorithm proceeds with linear mixing 
                                # and used linearmixing value for mixing
                                # NOTE: for it in [startbroyden, startbroyden+Mbroyden] the algorithm
                                #       still continue with linear mixing, and it stores only data
                                # Broyden starts to operate for iteration it = startbroyden+Mbroyden+1
                                # and used broydenmixing value for mixing
                                # default=0
stopbroyden             100     # Broyden is deactivated for iteration it=stopbroyden
                                # starting from iteration it = stopbroyden+1 the algorithm again proceeds
                                # with linear mixing and used linearmixing value for mixing
                                # default=999999
broydenautores          1       # automatic restarts of Broyden algorithm: 0-no, 1-yes (default)
                                # the Broyden is automatically restarted if significant changes 
                                # between two consecutive iterations is detected. 
broydenEmaxchg          0.1     # if the total energy between iteration change by more than broydenEmaxchg [in Effg units]
                                # then Broyden is restarted, (default=0.1)
broydenEdelay           5       # scan energy changes only after broydenEdelay with Broyden has been executed 
                                # typically, just after starting the Broyden energy fluctuations are observed 
                                # which should decay within a few iterations (default=5)

# Recommendation: Use startbroyden and stopbroyden only if Broyden fails to converge. 
#                 According to experience of our collaborators, there are cases (physical problems)
#                 where activating Broyden only for some number of iteration provides the best performance 

# For advanced users 
omega0broyden           0.01    # weight omega_0, see eqn. (6) 
omeganbroyden           1.0     # weight omega_n, see eqn. (6) 
omegakbroyden           1.0     # weight omega_k, see eqn. (6) 
# No significant dependence was found between Broyden performance and values of weights. Default values are recommended

Contribution

The Broyden algorithm was implemented by:

  • Wojciech Pudełko, Warsaw University of Technology,
    Implementation of Broyden algorithm (engineer thesis, 2020)
Clone repository

Content of Documentation
Official webpage
W-BSK Toolkit