How to analyse excitons - ICTP 2022 school

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In this tutorial you will learn (for 3D-hBN) how to:

  • analyze a BSE optical spectrum in terms of excitonic eigenvectors and eigenvalues
  • look at the spatial distribution of the exciton
  • For a similar tutorial focusing on 2D-hBN and including finite-momentum BSE, go to this page.

Prerequisites

Previous modules

You will need:

  • The SAVE databases for 3D hBN
  • The ndb.BS_diago* databases for 3D hBN
  • ypp executable
  • xcrysden executable
  • gnuplot executable

YAMBO calculations

If you have completed the tutorials on 3D hBN you should have all the databases required to do this tutorial in your YAMBO_TUTORIALS/hBN/SAVE and YAMBO_TUTORIALS/hBN/3D_BSE directories. 

$ ls ./SAVE
ndb.gops ndb.kindx ns.db1 ns.kb_pp_pwscf_fragment_1 ....

$ ls ./3D_BSE
ndb.BS_Q1_CPU_0 ndb.BS_diago_Q1 ndb.dip_iR_and_P_fragment_1 ndb.em1s_fragment_1 ...

Sort the excitonic eigenvalues

We are now going to use ypp to post-process our BSE results. First, type 

$ ypp -J 3D_BSE -e s 1

which means that we are sorting the excitons for the q-index = 1 (optical limit q=0). The new generated file o-3D_BSE.exc_qpt1_E_sorted (along with o-3D_BSE.exc_qpt1_I_sorted ) reports the energies of the excitons and their Dipole Oscillator Strengths sorted by Energy (Intensity).

Strengh.png

Open the first file and look inside. The first exciton is doubly degenerate at the energy of 3.54 eV, and the second one - also doubly degenerate - has the highest strength (normalized to 1). The latter exciton is the one appearing as the major peak in the optical absorption plots of the previous tutorials.

You can also make a plot: 

$ gnuplot
gnuplot> set style line 2 lc rgb 'black' pt 7   # circle
gnuplot> plot 'o-3D_BSE.exc_qpt1_E_sorted'  with points ls 2 title 'Strengths'
Strenght.png

Attention: the convergence of these results with different k-points grids is mandatory!

Calculate the exciton oscillator strenght and amplitude

We can now analyze the excitons in terms of single-particle states: which electronic transitions are the most relevant? In order to do that, create the appropriate input with 

$ ypp -F ypp_AMPL.in -J 3D_BSE -e a 1

Suppose you wish to analyze the first 4 excitons (i.e., the first 2 doubly-degenerate excitons). Then, change this line as: 

States= "1 - 4"              # Index of the BS state(s)

Close the input and run ypp 

$ ypp -F ypp_AMPL.in -J 3D_BSE

$ ls  o*exc*at*
o-3D_BSE.exc_qpt1_amplitude_at_1 o-3D_BSE.exc_qpt1_weights_at_1 ...

For an exciton [math]\displaystyle{ |\lambda\gt }[/math] , o-3D_BSE.exc_qpt1_weights_at_* report the Weights

Weights.png

and o-3D_BSE.exc_qpt1_amplitude_** report the amplitudes

Ampl.png

Open the file o-3D_BSE.exc_weights_at_3 

# Band_V          Band_C          Kv-q ibz        Symm_kv         Kc ibz          Symm_kc         Weight          Energy
#    
  7.00000000      10.0000000      14.0000000      2.00000000      14.0000000      2.00000000     0.395135850      4.35248947   
  7.00000000      10.0000000      14.0000000      1.00000000      14.0000000      1.00000000     0.394993663      4.35248947   
  8.00000000      9.00000000      14.0000000      2.00000000      14.0000000      2.00000000     0.391943455      4.35241365   
  8.00000000      9.00000000      14.0000000      1.00000000      14.0000000      1.00000000     0.391800284      4.35241365   
  7.00000000      10.0000000      13.0000000      2.00000000      13.0000000      2.00000000     0.745555162E-1   4.81094742   
  7.00000000      10.0000000      13.0000000      1.00000000      13.0000000      1.00000000     0.745274872E-1   4.81094742   
  8.00000000      9.00000000      13.0000000      2.00000000      13.0000000      2.00000000     0.739243180E-1   4.81087065   
  8.00000000      9.00000000      13.0000000      1.00000000      13.0000000      1.00000000     0.738964081E-1   4.81087065

The third exciton is mostly composed of single-particle transitions from VBM to CBM at point H (last k-point of the grid, number 14) of the 3D hexagonal Brillouin zone, with contributions also coming from point K (number 13). All the contributions weighing less than 5% are not shown by default. Recall from the previous analysis that exciton states 3 and 4 (degenerate) are the optically active ones.

We can now plot the amplitude of the bright exciton: 

$ paste o-3D_BSE.exc_qpt1_amplitude_at_3 o-3D_BSE.exc_qpt1_amplitude_at_4 > o-3D_BSE.exc_qpt1_amplitude_at_3_4
$ gnuplot
gnuplot> set xlabel 'Energy (eV)' 
gnuplot> set ylabel 'Amplitude' 
gnuplot> p 'o-3D_BSE.exc_qpt1_amplitude_at_3_4' u 1:($2+$4)/2 w l t 'Bright exciton'
Amplitude plot.png

Recall that while this plot is related to the peaks in the optical absorption spectrum, it lacks the coupling with the external field, which is encoded in the dipole matrix elements.

Plot the exciton spatial distribution

To see the spatial character of the exciton YPP writes the exciton spatial distribution, in other words the probability to find the electron somewhere in the space when the hole is fixed in a give position. Different output formats can be selected and 1D,2D,3D plots done. Create the input and change the size of the cell where to see the exciton. Note that If the k-grid of the BSE simulation is a NxNx1 the exciton has an induced fictitious periodicity every Nx Nx1 Cell of the simulation. For hBN-2D this is not a problem because the exciton is strongly localized but in other systems with more delocalized excitons to look at the real exciton size it is necessary to use very large k-grids in the BSE 

$ ypp -F ypp_WF.in -J 2D_WR_WC  -e w  1

excitons                     # [R] Excitons
wavefunction                 # [R] Wavefunction
Format= "x"                  # Output format [(c)ube/(g)nuplot/(x)crysden]
Direction= "12"               # [rlu] [1/2/3] for 1d or [12/13/23] for 2d [123] for 3D
FFTGvecs=  3951        RL    # [FFT] Plane-waves
States= "1 - 1"              # Index of the BS state(s)
Degen_Step=   0.0100   eV    # Maximum energy separation of two degenerate states
% Cells
 5 | 5 | 1 |                             # Number of cell repetitions in each direction (odd or 1)
%
% Hole
2.4     | 1.400     | 0.00     |        # [cc] Hole position in unit cell


Close the input and run ypp 

$ ypp -F ypp_WF.in -J 2D_WR_WC 

$ xcrysden --xsf o-2D_WR_WC.exc_2d_1.xsf
Exc BN2D.png

Plot electron/hole average density (only in Yambo 5.x)

Another way to analyze excitons, it is the possibility to plot the average electron/hole densities defined as:

Electron hole density.png

to generate the corresponding input just type 

ypp -F ypp_WF.in -e w -avehole

and choose the exciton you want to plot. The electron/hole average densities correspond to generalized valence/conduction orbitals for a given exciton. They are interesting in particular for molecular crystals because they allow distinguishing charge-transfer versus Frenkel excitons, from the relative position of the electron/hole densities.

If you want see an example of hole/electron density of excitons please have a look to ref. [1].

Summary

From this tutorial you've learned:

  • How sort excitonic states by energy and intensity
  • Analyse their composition in reciprocal space and in terms of single-particle transitions
  • Visualize the exciton wave function in real space
  1. ↑ Strongly Bound Excitons in Metal-Organic Framework MOF-5: A Many-Body Perturbation Theory Study, A. R. Kshirsagar et al., preprint ChemRxiv
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