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Temperature Dependent Electron-Phonon Scattering and Electron Mobility in
SrTiO$_{3}$ Perovskite from First Principles
Preprint · June 2018
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                                                            Temperature Dependent Electron-Phonon Scattering and Electron Mobility
                                                                          in SrTiO3 Perovskite from First Principles
                                                                                    Jin-Jian Zhou,1 Olle Hellman,1, 2 and Marco Bernardi1, ∗
                                                                                       1
                                                                                        Department of Applied Physics and Materials Science,
                                                                                California Institute of Technology, Pasadena, California 91125, USA
                                                                         2
                                                                           Department of Physics, Boston College, Chestnut Hill, Massachusetts 02467, USA
                                                                     Structural phase transitions and soft phonon modes pose a longstanding challenge to comput-
                                                                  ing electron-phonon (e-ph) interactions in strongly anharmonic crystals. Here we develop a first-
                                                                  principles approach to compute e-ph scattering and charge transport in materials with anhar-
arXiv:1806.05775v1 [cond-mat.mtrl-sci] 15 Jun 2018
                                                                  monic lattice dynamics. Our approach employs renormalized phonons to compute the temperature-
                                                                  dependent e-ph coupling for all phonon modes, including the soft modes associated with ferroelec-
                                                                  tricity and phase transitions. We show that the electron mobility in cubic SrTiO3 is controlled by
                                                                  scattering with longitudinal optical phonons at room temperature and with ferroelectric soft phonons
                                                                  below 200 K. Our calculations can accurately predict the temperature dependence of the electron
                                                                  mobility between 150−300 K, and reveal the origin of the T −3 dependence of the electron mobility in
                                                                  SrTiO3 . Our approach enables first-principles calculations of e-ph interactions and charge transport
                                                                  in broad classes of crystals with phase transitions and strongly anharmonic phonons.
                                                        Strontium titanate (SrTiO3 ) is a prototypical per-           and related materials with phase transitions and strong
                                                     ovskite oxide that has attracted interest due to its in-         anharmonicity. Computing from first principles the scat-
                                                     triguing physical properties and technological applica-          tering between electrons and soft phonons as a function
                                                     tions [1, 2]. Similar to other perovskites, SrTiO3 exhibits      of temperature remains an open challenge of broad rele-
                                                     structural phase transitions (it is cubic above, and tetrag-     vance to materials physics.
                                                     onal below 105 K) with associated soft phonon modes                 In this Letter, we develop an ab initio approach to
                                                     that change their frequency with temperature [3–5]. This         compute the e-ph coupling as a function of temperature
                                                     strongly anharmonic lattice dynamics is found broadly            in strongly anharmonic crystals. We apply it to com-
                                                     in materials of technological interest − among others,           pute the phonon dispersions and the temperature depen-
                                                     metal-halide perovskites, oxides and chalcogenides. The          dence of the electron mobility in cubic SrTiO3 , obtain-
                                                     complex interplay between electronic and lattice degrees         ing results in excellent agreement with experiment. Our
                                                     of freedom makes it challenging to microscopically un-           method allows us to quantify the contribution of different
                                                     derstand electron-phonon (e-ph) interactions and charge          acoustic, optical and soft modes to e-ph scattering and
                                                     transport in these materials.                                    transport. We find that both the AFD and the ferro-
                                                        Despite extensive studies, the charge conduction mech-        electric soft modes couple strongly with electronic states
                                                     anisms in SrTiO3 are still debated [6–9]. The elec-              near the conduction band edge. We show that the T −3
                                                     tron mobility in cubic SrTiO3 exhibits a roughly T −3            dependence of the mobility is due to an interplay be-
                                                     temperature dependence above 150 K [9, 10], where                tween the LO and the ferroelectric soft phonons, which
                                                     carrier transport is typically limited by e-ph scatter-          dominate e-ph scattering at temperatures above and be-
                                                     ing. However, it is still controversial whether the tem-         low 200 K, respectively, while the AFD soft mode has a
                                                     perature dependence is due to scattering of electrons            negligible contribution due to a lack of scattering phase
                                                     with longitudinal optical (LO) phonons, ferroelectric            space. Our work provides a practical ab initio approach
                                                     soft phonons [6, 7], or soft phonons associated with             to study e-ph coupling and charge transport in materials
                                                     the cubic-to-tetragonal antiferrodistortive (AFD) phase          with anharmonic phonons, of which SrTiO3 and related
                                                     transition [8, 11]. While the arguments supporting each          perovskite oxides are a paradigmatic case.
                                                     mechanism are based on phenomenological models, mi-                 The key ingredients for computing e-ph scattering
                                                     croscopic insight and quantitative analysis from first-          and charge transport are the e-ph matrix elements
                                                     principles calculations are still missing.                       gmnν (k, q), which quantify the probability amplitude to
                                                        Recently developed ab initio calculations of e-ph             scatter from an initial Bloch state |nki (with band n
                                                     coupling and phonon-limited carrier mobility [12–16]             and crystal momentum k) to a final state |mk + qi by
                                                     are based on density functional perturbation theory              emitting or absorbing a phonon with wavevector q, mode
                                                     (DFPT) [17], which cannot handle strongly anharmonic             index ν, energy ~ωνq and displacement eigenvector eνq ,
                                                     lattice dynamics. Since DFPT predicts imaginary fre-
                                                     quencies for the soft modes and lacks thermal effects, the                         s
                                                                                                                                             ~ X eκα
                                                     typical workflow of ab initio e-ph and charge transport            gmnν (k, q) =              √ νq hmk + q |∂qκα V | nki ,
                                                     calculations [12–14] cannot be applied to cubic SrTiO3                                 2ωνq κα Mκ
                                                                                                                                                                            (1)
                                                                                                                                2
where ∂qκα V ≡ p eiqRp ∂pκα V and ∂pκα V is the varia-
                  P
tion of the Kohn-Sham potential for a unit displacement
of atom κ (with mass Mκ and located in the unit cell at
Rp ) in the Cartesian direction α.                                                               TDEP 200K       300K
                                                                                        80
                                                                  Phonon energy (meV)
   To compute the e-ph coupling at finite temperature                                            DFPT            Exp.
in anharmonic crystals, we use in Eq. (1) temperature-
dependent renormalized phonon energies ω̃νq (T ) and
eigenvectors ẽνq (T ) that include anharmonic effects and
are obtained with the temperature-dependent effective                                   40
potential (TDEP) method [18]. TDEP extracts the ef-
fective interatomic force constants (IFCs) that best de-
scribe the anharmonic Born-Oppenheimer potential en-
ergy surface at a given temperature. For comparison, we                                 0
also compute harmonic phonons and e-ph coupling using
DFPT. For the TDEP calculations, we prepare 4 × 4 × 4                                    𝚪   X    M          𝚪          R   X
(320 atom) supercells with thermal displacements cor-
responding to a given temperature T , perform density          FIG. 1. Phonon dispersions of cubic SrTiO3 , computed with
functional theory (DFT) calculations (see below) on the        TDEP at 200 K (teal lines) and 300 K (red lines), and for
                                                               comparison with DFPT (gray dashed line). Experimental re-
supercells to collect atomic displacements and forces, and
                                                               sults at room temperature (from Refs. [34, 35]) are shown
extract the effective force constants at each temperature      with open circles.
by least-squares fitting [18]. This process is repeated it-
eratively until convergence [19]. Note that in polar ma-
terials the IFCs contain a long-range contribution due to
the dipole-dipole interactions [20, 21]. We develop a new      with temperature. Figure 1 also shows that the phonon
method to accurately include the long-range contribution       dispersions obtained with TDEP at 300 K are in excellent
in the IFCs; the method is outlined in the Supplemental        agreement with experiment [34, 35]. The TDEP phonon
Material [22] and will be detailed elsewhere.                  dispersions at 200 K and 300 K match closely, except for
   The e-ph matrix elements gmnν (k, q) are com-               the lowest-energy ferroelectric soft mode at Γ and the soft
puted, both using harmonic (DFPT) and anharmonic               AFD mode at R, for which energy renormalization due to
(TDEP) phonons, with our in-house developed per-               anharmonic interactions is significant. Although DFPT
turbo code [23], which is also employed to efficiently         is inaccurate for the soft modes, it generates reasonable
compute the e-ph scattering rates [13] and the elec-           dispersions for high-energy phonons (above ∼30 meV)
tron mobility using an iterative solution of the linearized    that are consistent with TDEP results. The correction
Boltzmann transport equation (BTE) [24]. Briefly, we           scheme introduced in this work [22] allows us to accu-
perform DFT calculations on SrTiO3 within the Perdew-          rately account for the long-range contribution to the IFCs
Burke-Ernzerhof generalized gradient approximation [25]        and to obtain accurate LO mode dispersions near Γ. By
using the Quantum Espresso package [26]. Fully rel-            contrast, recent work [38, 39] using the mixed-space ap-
ativistic norm-conserving pseudopotentials that include        proach [40] shows unusual oscillations along Γ−R and
the spin-orbit coupling (SOC) [27, 28] are employed, to-       Γ−M in the highest LO mode dispersion, which are an
gether with the experimental lattice constant of 3.9 Å [29]   artifact.
and a plane-wave kinetic energy cutoff of 85 Ry. Wannier           To quantitatively study the coupling strength between
interpolation [30] in combination with the polar correc-       electrons and different phonon modes, we analyze the
tion [31, 32] is employed to evaluate the e-ph matrix ele-     absolute value of the e-ph matrix elements in Eq. (1),
ments on very fine Brillouin zone grids. We adopt coarse       |gmnν (k, q)|. We choose k = 0 (the Γ point) as the ini-
8 × 8 × 8 q-point grids for DFPT calculations, and Wan-        tial electron momentum, and compute the square root
nier functions for the Ti-t2g orbitals are constructed from    of the gauge-invariant trace of |g|2 over the three lowest
Bloch states on a coarse 8 × 8 × 8 k-point grid using the      conduction bands, for phonon wavevectors q along a high
Wannier90 code [33]. Fine grids with up to 1253 k-points       symmetry Brillouin zone path. Results are given for both
are used to converge the mobility.                             anharmonic phonons computed at 200 K with TDEP
    Figure 1 compares phonon dispersions computed with         and for harmonic phonons from DFPT for comparison.
DFPT with those obtained using TDEP at 200 K and               The mode-resolved e-ph coupling strengths, |gν (q)|, are
300 K. The DFPT result exhibits unstable soft phonon           shown in Fig. 2(a) and mapped with a color scale on the
modes with negative energies both at the zone center (Γ        phonon dispersions in Fig. 2(b) for better visualization.
point) and corners (R and M points), consistent with           We find that the two highest-energy LO modes, labeled
previous work [36, 37]. In the TDEP result, the soft           LO-1 and LO-2 in Fig. 2(a,b), exhibit the strongest cou-
phonons are stable, and their energy shifts continuously       pling with electrons; for these modes, |gν (q)| diverges
                                                                                                                                                   3
   (a) 103                                                                                surements from Ref. [10]. The temperature dependence
                                             LO-1                TDEP                     of our computed mobility is in excellent agreement with
                                         LO-2                    DFPT
       |g| (meV)                                                                          experiment. By fitting the data at 150−300 K with a
                                                                                          T −n power law, we get n ≈ 3.09 for the experimental
                           102                                                            data and n ≈ 3.12 for our computed mobility, namely
                                                                                          an error in the exponent within 1%. Both the RT
                                                                                          approximation and the iterative BTE solution exhibit a
                                 𝚪   X   M          𝚪           R          X              T −3 temperature dependence of the mobility, though the
   (b)
                                                                               log(|g|)   iterative solution mobilities are roughly 15% higher than
                                                                                          in the RT approximation. Our results clearly show that
     Phonon energy (meV)
                                                    LO-1                           >10
                           80                                                             the T −3 dependence of the mobility can be explained
                                                                                   8      through the e-ph scattering alone.
                                                                                   6
                                                                                             There is a subtle interplay between the e-ph scattering
                                                    LO-2
                           40
                                                                                          mechanisms regulating the temperature dependence of
                                                           ferroelectric           4      the electron mobility. We analyze the e-ph scattering
                                                                soft
                                                                                          rates for each phonon mode and their contribution to
                                                                                   <2
                                                                                          transport, highlighting the role of the soft modes. We
                            0                           LA                                focus on the four modes labeled in Fig. 2(b) − the two
                                 𝚪   X   M          𝚪           R          X              LO modes, the longitudinal acoustic (LA) mode and the
                                                                                          ferroelectric soft mode near Γ − that are most relevant
FIG. 2. (a) Absolute value of the e-ph matrix elements com-                               for transport at 150−300 K. Figure 3(b) shows the
puted with anharmonic phonons from TDEP (teal dots) and                                   mode-resolved scattering rates at three representative
harmonic phonons from DFPT (red dots). (b) Phonon dis-                                    temperatures. Also shown in Fig. 3(b) is the integrand
persions overlaid with a log-scale color map of |gν (q)|.
                                                                                          in Eq. (2) at each temperature, which quantifies how
                                                                                          much electronic states at a given energy contribute to
as 1/q for q approaching Γ due to the Fröhlich inter-                                    transport [13]. Between 150−300 K, the integrand is
action [41]. Notably, both the ferroelectric soft mode                                    non-zero only within ∼100 meV of the conduction band
near Γ and the AFD soft mode at R couple strongly                                         minimum (CBM), so that the e-ph scattering rates in
with electrons. While for the LO phonons the DFPT                                         that energy range can accurately quantify which phonon
and TDEP results are in agreement, the coupling be-                                       modes limit the mobility.
tween electrons and soft modes exhibits an unphysical                                        At 300 K, the two LO modes dominate e-ph scattering,
divergence in DFPT, whereas using TDEP anharmonic                                         exhibiting scattering rates an order of magnitude higher
phonons gives a physical, finite value of |g|. The strong                                 than any other mode. The LO-mode scattering rate has
coupling between electrons and soft modes is essential to                                 a two-plateaux structure as a function of energy [13, 14];
understanding electron dynamics in SrTiO3 .                                               the low-energy plateaux, which mainly contributes to
    The temperature-dependent e-ph matrix elements are                                    transport, corresponds to LO phonon absorption, a
employed to compute the mobility using both the relax-                                    thermally activates process with a rate proportional
ation time (RT) approximation [13] and an iterative so-                                   to the LO phonon occupation, NLO ≈ e−~ωLO /kT . As
lution of the BTE [24] that goes beyond the RT approx-                                    the temperature is reduced, the contribution from LO
imation. Briefly, we compute the e-ph scattering rates                                    mode scattering thus drops exponentially and at lower
(and their inverse, the RTs τnk ) from the imaginary part                                 temperatures transport is dominated by scattering with
of the lowest-order e-ph self-energy [42]. The mobility is                                low-energy phonons, including acoustic and soft modes.
computed as                                                                                  At 200 K, scattering from the ferroelectric soft mode
                                                                                        is significant. Its rate is larger than the scattering rate
                           ∂f X α
                  Z
             2e                               β                                           with the LO-1 mode, and it is second only to scattering
µαβ (T ) =          dE −             Fnk (T )vnk δ(E − εnk ),
           nc Vuc         ∂E                                                              with the LO-2 mode. At 150 K, ferroelectric soft mode
                                 nk
                                                        (2)                               scattering is dominant in the energy range of interest for
where εnk and vnk are the electron energy and velocity,                                   transport, with a smaller contribution from scattering by
respectively, α and β are Cartesian directions, f is the                                  LA phonons. Our results show that, while LO phonon
Fermi-Dirac distribution, Vuc is the unit cell volume and                                 scattering limits the mobility at room temperature, the
nc is the electron concentration. Fnk is computed as                                      ferroelectric soft phonons play a crucial role at lower
τnk vnk in the RT approximation, or obtained by solving                                   temperatures, dominating over other scattering mecha-
the BTE iteratively [24].                                                                 nisms near 150 K. The T −3 mobility dependence is due
   Figure 3(a) shows our calculated electron mobility as                                  to the combined effects of the LO mode and ferroelectric
a function of temperature (obtained using the iterative                                   soft mode scattering. Although the coupling between
BTE solution) and compares it with experimental mea-                                      electrons and the AFD soft mode at R is also strong [see
                                                                                                                                                                                                                                                                        4
                                                                                                        (arb. unit)
         (a)                                                             (b)                            0.05                                                               0.25                                                        0.9
                                                                                                                                         300 K                                                       200 K                                                     150 K
                                                                                  Int.
                                                                                       exp
                                                                           exp(ax)*x**(bx)
                                                                                  0                                                                                          0                                                           0
                                                                                                                                                                                  0      50    100     150                                   0      50   100     150
                                                                                computed50
                                                                                    0                                              100     150
         Electron mobility (cm2/Vs)                     n = 3.12            exp(at)*x**(bt)
                                                                                                                                          LO-1                                                        LO-1                                                       LO-1
                                1022            n                                                          2                                                                22                                                         2
                                                                                                                                                                                                             Scattering Rate (THz)
                                                                                                (THz)
                                                                                                                                                 Scattering Rate (THz)
                               10        µ⇠T                                                       10
                                                                                                    102                                                                  10
                                                                                                                                                                          10                                                         10
                                                                                                                                                                                                                                      102
                                                                                           Rate(THz)
                                                                                                                                          LO-2                                                        LO-2                                                      LO-2
                                                n = 3.09
                                                                                Scatteringrates
                                                                                                           1
                                                                                                   10
                                                                                                    101                                                                  10
                                                                                                                                                                            1
                                                                                                                                                                          101                                                         1011
                                                                                                                                                                                                                                     10
                                                                               Scattering
                                1011
                               10
                                                                                                                                           Soft
                                                                                                                                                                                                       Soft
                                          This work                                                                                                                                                                                                              Soft
                                          Cain et al.                                                                                      LA
                                                                                                           0                                                                00
                                                                                                   10
                                                                                                    100                                                                   10
                                                                                                                                                                         10                            LA                             1000
                                                                                                                                                                                                                                     10                          LA
                                1000
                               10
                                   150         200         250     300                                                00     50
                                                                                                                             50   100
                                                                                                                                  100 150
                                                                                                                                      150                                         00     50
                                                                                                                                                                                         50   100
                                                                                                                                                                                              100 150
                                                                                                                                                                                                  150                                        00     50
                                                                                                                                                                                                                                                    50   100
                                                                                                                                                                                                                                                         100 150
                                                                                                                                                                                                                                                             150
                                           Temperature (K)                                                                                                                                                                                        E - ECBM (meV)
                                                                                                                           EE- -EE CBM (meV)
                                                                                                                                 CBM (meV)                                             EE -- E
                                                                                                                                                                                             ECBM (meV)
                                                                                                                                                                                              CBM (meV)                                           E - ECBM (meV)
FIG. 3.     (a) Computed electron mobility as a function of temperature (blue circles), compared with experimental values
(black squares) taken from Ref. [10]. (b) Mode-resolved e-ph scattering rates, as a function of conduction band energy, at
temperatures of 300 K, 200 K and 150 K (one per panel from left to right). The scattering rates are given for the two LO
modes, the ferroelectric soft mode and the LA mode labeled in Fig. 2(b). The integrand in Eq. (2), which shows how much
electronic states at a given energy contribute to transport, is also plotted at each temperature. The zero of the energy axis is
the CBM.
Fig. 2(b)], the AFD soft mode does not scatter electrons                                                                                 lowest order is needed to more accurately compute the
appreciably due to a lack of scattering phase space near                                                                                 mobility in the polaron transport regime. One expects
the CBM. Our accurate treatment of soft phonons and                                                                                      that including higher-order e-ph interactions would
their temperature-dependent e-ph scattering is crucial                                                                                   suppress the e-ph RTs and lower the computed mobility
to gain these new microscopic insights.                                                                                                  towards the experimental value. While developing an ab
   As seen in Fig. 3(a), the computed mobility is almost                                                                                 initio theory of polaron transport will be the subject of
an order of magnitude higher than experiments. We                                                                                        future work, it is clear that the temperature dependence
maintain that our results are accurate within the                                                                                        of the mobility agrees well with experiment within our
band-like picture of transport and the lowest-order of                                                                                   lowest-order approach.
perturbation theory in the e-ph interaction. Note that                                                                                      In summary, we developed a first-principles approach
our calculations include SOC effects and a bandstructure                                                                                 to compute e-ph interactions and charge transport in
with accurate electron effective masses [22], use phonons                                                                                materials with phase transitions and anharmonic lattice
in excellent agreement with experiments (including the                                                                                   dynamics. Accurately treating the soft modes reveals
soft modes), treat scattering from all phonon modes on                                                                                   the origin of the T −3 temperature dependence of the
the same footing, are carefully converged using ultra-fine                                                                               electron mobility in cubic SrTiO3 , which we show to be
grids, and employ an accurate iterative solution of BTE                                                                                  due to the combined e-ph scattering from LO and soft
to obtain the mobility. We found previous work that                                                                                      ferroelectric modes. Our work paves the way to studying
reported ab initio calculations of the room temperature                                                                                  charge carrier dynamics in broad classes of materials
electron mobility of SrTiO3 in good agreement with ex-                                                                                   with anharmonic phonons, including perovskite oxides,
periment [37]. In that work, the mobility was computed                                                                                   metal-halide perovskites and chalcogenides.
within the RT approximation, without including SOC
effects or soft modes, and by including only LO phonon                                                                                       This work was supported by the Joint Center
scattering with an approximate treatment. Our results                                                                                    for Artificial Photosynthesis, a DOE Energy Innovation
show that accurate calculations within ab initio band                                                                                    Hub, supported through the Office of Science of the U.S.
theory and the lowest-order e-ph interaction significantly                                                                               Department of Energy under Award No. de-sc0004993.
overestimate the electron mobility in SrTiO3 .                                                                                           M.B. acknowledges support by the National Science
   We argue that the discrepancy between the measured                                                                                    Foundation under Grant No. ACI-1642443, which
and the ab initio band-like mobility is due to polaron                                                                                   provided for basic theory and electron-phonon code
effects [43], which are known to occur in oxide crystals                                                                                 development.      O.H. acknowledge support from the
like SrTiO3 with mobilities of less than ∼10 cm2 /V s at                                                                                 EFRI-2DARE program of the National Science Founda-
room temperature [44]. The presence of a large polaron                                                                                   tion, Award No. 1433467. This research used resources
in SrTiO3 is well-known experimentally [45, 46]. A                                                                                       of the National Energy Research Scientific Computing
theory that includes strong e-ph interactions beyond the                                                                                 Center, a DOE Office of Science User Facility supported
                                                                                                                                  5
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