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Ab initio workflow for predicting the figure of...

Ab initio workflow for predicting the figure of merit of thermoelectricย materials

Presented at the Indo-UK Workshop on Critical Materials for Energy and Sustainability at the University of Manchester on 1st October 2024.

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Jonathan Skelton

October 01, 2024
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  1. Dr Jonathan Skelton Department of Chemistry, University of Manchester ([email protected])

    Ab initio workflow for predicting the figure of merit of thermoelectric materials
  2. Thermoelectrics: motivation 31 % 23 % 20 % 19 %

    3 % Provisional UK greenhouse gas emissions national statistics (published March 2022) Tan et al., Chem. Rev. 116 (19), 12123 (2016) Dr J. M. Skelton Indo-UK Workshop on Energy, 1st October 2024 | Slide 2 ๐‘๐‘‡ = ๐‘†2๐œŽ ๐œ…el + ๐œ…latt ๐‘‡
  3. An ab initio modelling workflow Crystal structure Convergence testing Geometry

    optimisation Phonon calculation ๐œ…latt Electronic structure ๐‘†, ๐œŽ, ๐œ…el ๐‘๐‘‡ = ๐‘†2ฯƒ ๐œ…el + ๐œ…latt ๐‘‡ Scattering rates: DP, ๐œ”po , ๐œ€โˆž , ๐‘โˆ—, ๐ถ, ๐‘’(0) Dr J. M. Skelton Indo-UK Workshop on Energy, 1st October 2024 | Slide 3
  4. Oxychalcogenides: Bi2 ChO2 ๐’‚ [ร…] ๐’ƒ [ร…] ๐’„ [ร…] ๐‘ฝ

    [ร…3] Bi2 SO2 3.81 3.81 11.90 173 Expt 3.87 3.84 11.92 177 Bi2 SeO2 3.87 3.87 12.12 182 Expt 3.88 3.88 12.21 184 Bi2 TeO2 3.96 3.96 12.68 199 Expt 3.98 3.98 12.70 201 Koyama et al., Acta Cryst. B 40, 105 (1984) Zhan et al., J. Am. Ceram. Soc. 98, 2465 (2015) Luu and Vaqueiro, J. Solid State Chem. 226, 219 (2015) Dr J. M. Skelton Indo-UK Workshop on Energy, 1st October 2024 | Slide 4
  5. Modelling thermal conductivity The simplest model for ๐œ…latt is the

    single-mode relaxation time approximation (SM-RTA) - a closed solution to the phonon Boltzmann transport equations ๐œฟlatt (๐‘‡) = 1 ๐‘๐’’ ๐‘‰ เท ๐’’๐‘— ๐ถ๐’’๐‘— (๐‘‡)๐’—๐’’๐‘— โŠ— ๐’—๐’’๐‘— ๐œ๐’’๐‘— (๐‘‡) ๐ถ๐’’๐‘— - phonon heat capacities ๐’—๐’’๐‘— - phonon group velocities ๐œ๐’’๐‘— - phonon lifetimes (inverse linewidths ฮ“๐’’๐‘— ) ๐‘๐’’ - number of ๐’’ in summation ๐‘‰ - unit cell volume Togo et al., Phys. Rev. B 91, 094306 (2015) Tang and Skelton, J. Phys: Condens. Matter 33 (16), 164002 (2020) Dr J. M. Skelton Indo-UK Workshop on Energy, 1st October 2024 | Slide 5
  6. Lattice thermal conductivity ๐‘‡ [K] ๐œ…(Calc.) [Wm-1K-1] ๐œ…(Expt.) [Wm-1K-1] Bi2

    SO2 300 2.62 2.9 Bi2 SeO2 800 0.97 0.71 Bi2 TeO2 300 0.95 0.91 Flitcroft et al., J. Phys.: Energy 6, 025011 (2024) Zhang et al., J. Mater. Chem. C 7, 14986 (2019) Pan et al., Nano Energy 69, 104394 (2020) Luu and Vaqueiro, J. Solid State Chen. 226, 219 (2015) Dr J. M. Skelton Indo-UK Workshop on Energy, 1st October 2024 | Slide 6
  7. Electronic structure Flitcroft et al., J. Phys.: Energy 6, 025011

    (2024) Pacquette et al., J. Photochem. Photobiol. A 277, 27 (2014) Tan et al., J. Am. Ceram. Soc. 101, 326 (2018) Luu and Vaqueiro, J. Solid State Chem. 226, 219 (2015) Bi2 SO2 : ๐ธg (Calc.) = 1.46 eV ๐ธg (Expt) = 1.5 eV Bi2 SeO2 : ๐ธg (Calc.) = 1.1 eV ๐ธg (Expt) = 1.77 eV Bi2 TeO2 : ๐ธg (Calc.) = 0.33 eV ๐ธg (Expt) = 0.23 eV Dr J. M. Skelton Indo-UK Workshop on Energy, 1st October 2024 | Slide 7
  8. Modelling electrical properties Ganose et al., Nature Comm. 12, 2222

    (2021) We first define the spectral conductivity tensor: ฮฃ๐›ผ๐›ฝ ๐œ–, ๐‘‡ = 1 8๐œ‹3 เท ๐‘— เถฑ๐‘ฃ๐’Œ๐‘—,๐›ผ ๐‘ฃ๐’Œ๐‘—,๐›ฝ ๐œ๐’Œ๐‘— ๐‘‡ ๐›ฟ ๐œ– โˆ’ ๐œ–๐’Œ๐‘— ๐‘‘๐’Œ This is used to calculate the ๐‘›th-order moments of the generalised transport coefficients: โ„’๐›ผ๐›ฝ ๐‘› ๐œ–F , ๐‘‡ = เถฑ ฮฃ๐›ผ๐›ฝ ๐œ–, ๐‘‡ ๐œ– โˆ’ ๐œ–F ๐‘› โˆ’ ๐œ•๐‘“ ๐œ–, ๐œ–F , ๐‘‡ ๐œ•๐œ– ๐œ•๐œ– ๐‘“ ๐œ–, ๐œ–F , ๐‘‡ = 1 exp ฮค ๐œ– โˆ’ ๐œ–F ๐‘˜B ๐‘‡ + 1 Where: o The ๐’—๐’Œ๐‘— are obtained from a high-quality band structure o The ๐œ๐’Œ๐‘— can be: treated as a constant ๐œel ; approximated by model equations for different scattering processes; or calculated from the electron-phonon coupling o The ๐œ–F (= ๐œ‡) is set by the DoS and a specified extrinsic carrier concentration ๐‘› Dr J. M. Skelton Indo-UK Workshop on Energy, 1st October 2024 | Slide 8
  9. Modelling electrical properties The ๐“›๐‘›(๐œ–F , ๐‘‡) are determined from

    a band structure, a model for the ๐œ๐‘—๐’Œ , and a specified ๐‘›/๐‘‡: โ„’๐›ผ๐›ฝ ๐‘› ๐œ–F , ๐‘‡ = เถฑฮฃ๐›ผ๐›ฝ ๐œ–, ๐‘‡ ๐œ– โˆ’ ๐œ–F ๐‘› โˆ’ ๐œ•๐‘“ ๐œ–, ๐œ–F , ๐‘‡ ๐œ•๐œ– ๐œ•๐œ– The electrical transport coefficients can be determined from the ๐“›๐‘›(๐œ–F , ๐‘‡) as: ๐œŽ๐›ผ๐›ฝ (๐œ–F , ๐‘‡) = โ„’๐›ผ๐›ฝ 0 (๐œ–F , ๐‘‡) ๐‘†๐›ผ๐›ฝ (๐œ–F , ๐‘‡) = 1 ๐‘’๐‘‡ โ„’๐›ผ๐›ฝ 1 (๐œ–F , ๐‘‡) โ„’๐›ผ๐›ฝ 0 (๐œ–F , ๐‘‡) ๐œ…el,๐›ผ๐›ฝ (๐œ–F , ๐‘‡) = 1 ๐‘’2๐‘‡ โ„’๐›ผ๐›ฝ 1 (๐œ–F , ๐‘‡) 2 โ„’๐›ผ๐›ฝ 0 (๐œ–F , ๐‘‡) โˆ’ โ„’๐›ผ๐›ฝ 2 (๐œ–F , ๐‘‡) Note that when using the CRTA (i.e. ๐œ๐’Œ๐‘— โ†’ ๐œel ): o The ๐‘บ are the ratio of two ๐“›๐‘› and the ๐œel cancel o The ๐ˆ and ๐œฟel are obtained with respect to ๐œel (๐œel ~ 10-14 s) Ganose et al., Nature Comm. 12, 2222 (2021) Dr J. M. Skelton Indo-UK Workshop on Energy, 1st October 2024 | Slide 9
  10. Modelling electrical properties Flitcroft et al., Solids 3 (1), 155

    (2022) Fixed ๐‘‡ = 800 K Fixed ๐‘›โ„Ž = 1019 cm-3 Dr J. M. Skelton Indo-UK Workshop on Energy, 1st October 2024 | Slide 10
  11. Electrical transport Flitcroft et al., J. Phys.: Energy 6, 025011

    (2024) Dr J. M. Skelton Indo-UK Workshop on Energy, 1st October 2024 | Slide 11
  12. Comparison to experiments Flitcroft et al., J. Phys.: Energy 6,

    025011 (2024) ๐‘‡ = 300 K ๐‘‡ = 800 K Dr J. M. Skelton Indo-UK Workshop on Energy, 1st October 2024 | Slide 12
  13. Predicted ๐’๐‘ป Flitcroft et al., J. Phys.: Energy 6, 025011

    (2024) Dr J. M. Skelton Indo-UK Workshop on Energy, 1st October 2024 | Slide 13
  14. Predicted ๐’๐‘ป ๐’๐‘ป ๐’ [cm-3] ๐‘ป [K] ๐ˆ [S cm-1]

    ๐‘บ [ยตV K-1] ๐‘บ๐Ÿ๐ˆ [mW m-1 K-2] ๐œฟ๐ž๐ฅ [W m-1 K-1] ๐œฟ๐ฅ๐š๐ญ๐ญ [W m-1 K-1] ๐œฟ๐ญ๐จ๐ญ [W m-1 K-1] Bi2 SO2 (n) 0.33 2.5ร—1019 900 120 -186 0.41 0.23 0.9 1.13 Bi2 SO2 (p) 0.72 4ร—1019 900 24.7 545 0.73 2.63ร—10-2 0.92 2.53 8ร—1020 900 495 287 4.08 0.55 1.45 Bi2 SeO2 (n) 0.45 2.5ร—1019 900 193 -180 0.62 0.39 0.87 1.25 Bi2 SeO2 (p) 1.12 5ร—1019 900 44.4 512 1.16 6.56 ร—10-2 0.93 2.62 5ร—1020 900 436 318 4.41 0.65 1.51 Bi2 TeO2 (n) 1.05 5ร—1019 900 554 -184 1.87 1.28 0.33 1.61 Bi2 TeO2 (p) 1.36 5ร—1019 540 340 250 2.13 0.31 0.54 0.85 1.51 1020 640 538 213 2.45 0.58 0.46 1.04 ๐‘๐‘‡max = 0.38 reported for n-type (Bi1.9 Ta0.1 )SeO2 @ ๐‘› = 2.1ร—1019 + ๐‘‡ = 773 K ๐‘๐‘‡max = 0.13 reported for n-type Bi2 TeO2 @ ๐‘› = 1.1ร—1019 cm-3 + ๐‘‡ = 573 K Tan et al., Adv. Energy Mater. 9, 1900354 (2019) Luu and Vaqueiro, J. Solid State Chem. 226, 219 (2015) Flitcroft et al., J. Phys.: Energy 6, 025011 (2024) Dr J. M. Skelton Indo-UK Workshop on Energy, 1st October 2024 | Slide 14
  15. Summary High-performance thermoelectrics require a balance of a ๐‘† and

    ๐œŽ and low ๐œ… = ๐œ…latt + ๐œ…el The ๐œ…latt can be modelled using the single-mode relaxation-time approximation: o Provides microscopic insight at the level of individual phonon modes The ๐‘†, ๐œŽ and ๐œ…el calculated from electronic-structure calculations and approximate models for the ๐œel : o Can reproduce experiments reasonably well, taking into account sample variation o Can be used to explore p- and n-type doping over a wide range of carrier concentrations and โ€œuntangleโ€ the interdependence of the ๐‘†, ๐œŽ, ๐œ…el and ๐‘› Microscopic insight from the models, and useful predictive accuracy, allow this approach to be used to identify and characterise novel TEs Dr J. M. Skelton Indo-UK Workshop on Energy, 1st October 2024 | Slide 15
  16. Acknowledgements ... plus other students, mentors and collaborators too numerous

    to mention Dr J. M. Skelton Indo-UK Workshop on Energy, 1st October 2024 | Slide 16