From b8b2429cbc4464692e9ac14007e133d769746fae Mon Sep 17 00:00:00 2001 From: Jiao Lin Date: Wed, 11 May 2016 12:58:10 -0400 Subject: [PATCH] Refs #11. improved normalization and added Al test case. --- multiphonon/backward/sqe2dos.py | 51 ++++++++++++++++++----------- tests/backward/sqe2dos_TestCase.py | 25 ++++++++++++-- tests/data/Al-iqe.h5 | Bin 0 -> 232699 bytes 3 files changed, 55 insertions(+), 21 deletions(-) create mode 100644 tests/data/Al-iqe.h5 diff --git a/multiphonon/backward/sqe2dos.py b/multiphonon/backward/sqe2dos.py index 25eba7e..449e015 100644 --- a/multiphonon/backward/sqe2dos.py +++ b/multiphonon/backward/sqe2dos.py @@ -39,39 +39,46 @@ def sqe2dos( from ..forward import kelvin2mev beta = 1./(T*kelvin2mev) sqe = normalizeExpSQE(sqe) - # compute MP sqe + # from .. import forward - Q,E,S = forward.sqe( + # compute one phonon SQE as well + singlephonon_sqe = forward.sqehist( + dos.E, dos.I, + T=T, M=M, + Qmin=Qmin, Qmax=Qmax, dQ=dQ, + starting_order=1, N=1 + )[(), (Efirst, Elast)].rename("SP SQE") + # compute MP sqe + mpsqe = forward.sqehist( dos.E, dos.I, + T=T, M=M, Qmin=Qmin, Qmax=Qmax, dQ=dQ, starting_order=2, N=4 - ) - Qaxis = H.axis('Q', Q, '1./angstrom') - Eaxis = H.axis('E', E, 'meV') - mpsqe = H.histogram("MP SQE", [Qaxis, Eaxis], S)[(), (Efirst, Elast)] + )[(), (Efirst, Elast)].rename("MP SQE") # compute MS sqe from .. import ms mssqe = ms.sqe(mpsqe, Ei) mssqe.I[:] *= C_ms + # total expected inelastic sqe computed from trial DOS + tot_inel_sqe = singlephonon_sqe + mpsqe + mssqe + tot_inel_sqe.I[mask] = np.nan + # compute norm_adjustment + def get_pos_tot_int(sqe): + subset = sqe[(), (elastic_E_cutoff[-1],None)].copy().I + subset[subset!=subset] = 0 + return subset.sum() + norm_adjustment = get_pos_tot_int(tot_inel_sqe)/get_pos_tot_int(sqe) + sqe.I *= norm_adjustment + sqe.E2 *= norm_adjustment**2 # compute SQE correction sqe_correction = mpsqe + mssqe # sqe_correction = sqe_correction[(), (Efirst, Elast)] # compute corrected SQE corrected_sqe = sqe + sqe_correction * (-1., 0) - # compute one phonon SQE as well - Q1,E1,S1 = forward.sqe( - dos.E, dos.I, - Qmin=Qmin, Qmax=Qmax, dQ=dQ, - starting_order=1, N=1 - ) - Q1axis = H.axis('Q', Q1, '1./angstrom') - E1axis = H.axis('E', E1, 'meV') - singlephonon_sqe = H.histogram("SP SQE", [Q1axis, E1axis], S1)\ - [(), (Efirst, Elast)] # compute residual residual_sqe = corrected_sqe + singlephonon_sqe * (-1., 0) # compute all-phonon sqe and ms sqe - phonon_ms_sqe = singlephonon_sqe + mpsqe + mssqe + phonon_ms_sqe = tot_inel_sqe # save intermediate results cwd = os.path.join(workdir, "round-%d" % roundno) if not os.path.exists(cwd): @@ -148,7 +155,12 @@ def normalizeExpSQE(sqe): # the idea here is to for each Q, we calculate # a normalization factor, and then take the median of # all normalization factors. - sq = sqe.sum('E') + mask = sqe.I != sqe.I + copy = sqe.copy() + copy.I[mask] = 0 + E = sqe.E; dE = E[1] - E[0] + Q = sqe.Q; dQ = Q[1] - Q[0] + sq = copy.sum('E') # sq.I should be normalized to 1 for each Q # but since we are not measuring the fulling dynamical # range due to limitation of instrument and Ei @@ -158,8 +170,9 @@ def normalizeExpSQE(sqe): # and ignore the very low Q where the dynamical range # is cut off (those are marked by nans) # the 1/3 factor below is kind of arbitrary - average_sq = np.nanmean(sq[(None, sq.Q[-1]/3.)].I) + average_sq = np.nanmean(sq[(None, sq.Q[-1]*1/2.)].I)*dE norm = 1./average_sq + norm = 1./(np.nansum(sqe.I)*dE/Q.size) sqe.I *= norm sqe.E2 *= norm*norm return sqe diff --git a/tests/backward/sqe2dos_TestCase.py b/tests/backward/sqe2dos_TestCase.py index dd0f941..86b347b 100755 --- a/tests/backward/sqe2dos_TestCase.py +++ b/tests/backward/sqe2dos_TestCase.py @@ -54,8 +54,29 @@ def test2a(self): newiqe = interp(iqehist, newE = np.arange(-55, 80, 1.)) hh.dump(newiqe, 'V-iqe-interped.h5') iterdos = sqe2dos.sqe2dos( - newiqe, T=300, Ecutoff=65., elastic_E_cutoff=(-12., 6.7), M=50.94, - C_ms=0.05, Ei=120.) + newiqe, T=300, Ecutoff=45., elastic_E_cutoff=(-12., 6.7), M=50.94, + C_ms=0.2, Ei=120., workdir='work-V') + for i, dos in enumerate(iterdos): + # print dos + # plot + if interactive: + # print '*' * 70 + pylab.plot(dos.E, dos.I, label='%d' % i) + if interactive: + pylab.legend() + pylab.show() + return + + + def test2b(self): + iqehist = hh.load(os.path.join(datadir, "Al-iqe.h5")) + from multiphonon.sqe import interp + newiqe = interp(iqehist, newE = np.arange(-40, 70, 1.)) + hh.dump(newiqe, 'Al-iqe-interped.h5') + iterdos = sqe2dos.sqe2dos( + newiqe, T=300, Ecutoff=50., + elastic_E_cutoff=(-10., 7), M=26.98, + C_ms=0.2, Ei=80., workdir='work-Al') for i, dos in enumerate(iterdos): # print dos # plot diff --git a/tests/data/Al-iqe.h5 b/tests/data/Al-iqe.h5 new file mode 100644 index 0000000000000000000000000000000000000000..2b240eb2d1b1133fba99da64e4c6c60fee24e815 GIT binary patch literal 232699 zcmeFY2V50R)~~zC2q=g|0eh2CkRS>u%4!q^1SA;{Q6z&(kRS#W6%{a%BuS8*b4Jo8 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