pith. machine review for the scientific record. sign in

arxiv: 2605.08055 · v2 · submitted 2026-05-08 · ❄️ cond-mat.mtrl-sci

Recognition: 2 theorem links

· Lean Theorem

Anisotropic Defect Diffusion in Layered CsPbBr_xI₃-x Perovskites

Authors on Pith no claims yet

Pith reviewed 2026-05-12 03:35 UTC · model grok-4.3

classification ❄️ cond-mat.mtrl-sci
keywords perovskitesdefect diffusionanisotropylayered orderingCsPbBrxI3-xmolecular dynamicshalide perovskitesmaterial stability
0
0 comments X

The pith

Layered Br and I ordering in CsPbBrxI3-x perovskites creates strongly anisotropic defect diffusion, with easy motion along layers but strong suppression across them.

A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.

The paper uses large-scale molecular dynamics simulations with a reactive force field to examine how defects behave in mixed-halide perovskites that have Br and I anions arranged in distinct layers. It establishes that this layered ordering restricts defect movement perpendicular to the layers while permitting it parallel to the layers. The anisotropy for Cs defects arises from directional lattice strain and octahedral tilting, whereas halide defects are controlled by the combination of strain and local bonding preferences. A reader would care because limiting cross-layer defect migration offers a potential route to reduce degradation and improve the operational stability of these materials in devices.

Core claim

Layered halide ordering induces strongly anisotropic defect diffusion in CsPbBrxI3-x perovskites: migration proceeds readily along the layers, whereas diffusion across them is strongly suppressed. For Cs defects, this anisotropy originates from directional lattice strain and the associated octahedral tilting, while halide migration is governed by an interplay between strain and preferential local halide bonding configurations.

What carries the argument

Layered ordering of Br and I anions, which generates directional lattice strain, octahedral tilting, and site-specific bonding preferences that block perpendicular defect hops.

If this is right

  • Defect mobility can be controlled by inducing and maintaining layered halide ordering.
  • Cross-layer diffusion suppression may improve long-term material stability against degradation.
  • Cs defect anisotropy is driven by strain-induced octahedral tilting that raises perpendicular barriers.
  • Halide defect anisotropy arises from the energetic preference for specific local Br/I configurations.

Where Pith is reading between the lines

These are editorial extensions of the paper, not claims the author makes directly.

  • Similar layering strategies could be tested in other mixed-halide compositions to tune ion transport.
  • Oriented thin-film growth that enforces layering might be checked for reduced vertical leakage currents in devices.
  • The strain-bonding interplay suggests that varying the Br/I ratio could further modulate the degree of anisotropy.

Load-bearing premise

The reactive force field accurately reproduces defect formation energies, migration barriers, and the energetic preference for layered Br/I ordering.

What would settle it

Direct experimental measurement of isotropic Cs or halide diffusion coefficients in oriented layered CsPbBrxI3-x crystals, showing comparable rates along and across layers, would falsify the anisotropy claim.

Figures

Figures reproduced from arXiv: 2605.08055 by Geert Brocks, Konrad Wilke, Mike Pols, Shuxia Tao, Titus S. van Erp.

Figure 1
Figure 1. Figure 1: We compare results obtained with these ordered structures with results obtained with ran￾dom structures of the same composition. We construct 4x4x4 supercells of the primitive cubic cell of CsPbI3 and CsPbBr3 (space group Pm¯3m) with 320 atoms. The ordered structures are constructed as explained above; the randomly mixed structures are generated by randomly posi￾tioning I and Br on halide positions, so tha… view at source ↗
Figure 1
Figure 1. Figure 1: a) Supercell of od-CsPbBr2I with Br and I layers stacked along the x-direction; b), c) top views of Br and I layers. d), e), f), similar for od-CsPbBrI2. 2.2 Molecular dynamics simula￾tions Several high-quality force fields have been cre￾ated to describe the ion dynamics in CsPbI3, based either on the reactive force field (ReaxFF) model,35 or on on-the-fly machine-learned force fields (MLFFs).39,40 Recentl… view at source ↗
Figure 2
Figure 2. Figure 2: a) Positions of interstitial and vacancy, [PITH_FULL_IMAGE:figures/full_fig_p004_2.png] view at source ↗
Figure 3
Figure 3. Figure 3: a) Time-averaged octahedral tilt angles with respect to [PITH_FULL_IMAGE:figures/full_fig_p005_3.png] view at source ↗
Figure 4
Figure 4. Figure 4: Position vs. simulation time of inter￾stitial IX in a) od-CsPbBr2I and b) od-CsPbBrI2 (for position labels, see [PITH_FULL_IMAGE:figures/full_fig_p007_4.png] view at source ↗
Figure 5
Figure 5. Figure 5: Position of vacancy VX vs. simulation time in in a) od-CsPbBr2I and b) od-CsPbBrI2 (for position labels, see [PITH_FULL_IMAGE:figures/full_fig_p008_5.png] view at source ↗
read the original abstract

Mixed-halide perovskites offer a route to enhance phase stability and modify optoelectronic properties. Here, we use large-scale molecular dynamics simulations with a reactive force field to investigate defects in CsPbBr$_\mathrm{x}$I$_\mathrm{3-x}$ perovskites, focusing on how defect mobility can be controlled and the stability of the material may be improved by layered ordering of Br and I anions in layers. Our results show that layered halide ordering induces strongly anisotropic defect diffusion: migration proceeds readily along the layers, whereas diffusion across them is strongly suppressed. For Cs defects, this anisotropy originates from directional lattice strain and the associated octahedral tilting, while halide migration is governed by an interplay between strain and preferential local halide bonding configurations.

Editorial analysis

A structured set of objections, weighed in public.

Desk editor's note, referee report, simulated authors' rebuttal, and a circularity audit. Tearing a paper down is the easy half of reading it; the pith above is the substance, this is the friction.

Referee Report

2 major / 1 minor

Summary. The manuscript reports large-scale molecular dynamics simulations employing a reactive force field to examine defect diffusion in CsPbBr_x I_{3-x} perovskites with layered Br/I anion ordering. It claims that this ordering produces strongly anisotropic defect migration, with facile diffusion parallel to the layers and strong suppression perpendicular to them. Anisotropy for Cs defects is attributed to directional lattice strain and octahedral tilting, while halide defects are governed by an interplay of strain and preferential local Br/I bonding configurations.

Significance. If the central results hold, the work would provide a useful mechanistic picture of how layered halide ordering can be used to suppress cross-layer defect motion and thereby improve phase stability in mixed-halide perovskites. The large-scale MD approach is in principle well-suited to capturing rare diffusion events. However, the significance is limited by the absence of any reported validation of the reactive force field against higher-level calculations or experiment for the key quantities (defect formation energies, migration barriers, and layering energetics) that underpin the anisotropy.

major comments (2)
  1. [Methods (force-field parameterization and validation)] The central claim rests on the reactive force field correctly reproducing defect formation energies, migration barriers, and the energetic preference for layered Br/I ordering. No benchmarks against DFT or experimental diffusivities are presented for these quantities; any systematic error in the force-field description of octahedral tilting or halide bonding would directly produce the reported anisotropy. This issue is load-bearing for the entire mechanistic interpretation.
  2. [Results (diffusion coefficient extraction)] The manuscript provides no quantitative assessment of system-size convergence or statistical sampling of the rare defect-hopping events in the MD trajectories. Without error bars on the extracted diffusion coefficients or explicit checks that the observed anisotropy persists with larger supercells or longer sampling, it is impossible to judge whether the reported suppression of cross-layer diffusion is robust.
minor comments (1)
  1. [Abstract] The abstract and introduction should explicitly state the range of x values examined and whether the layered ordering is assumed or spontaneously formed in the simulations.

Simulated Author's Rebuttal

2 responses · 0 unresolved

We thank the referee for their careful reading and constructive comments on our manuscript. We address each major comment point by point below and will revise the manuscript accordingly to strengthen the presentation.

read point-by-point responses
  1. Referee: [Methods (force-field parameterization and validation)] The central claim rests on the reactive force field correctly reproducing defect formation energies, migration barriers, and the energetic preference for layered Br/I ordering. No benchmarks against DFT or experimental diffusivities are presented for these quantities; any systematic error in the force-field description of octahedral tilting or halide bonding would directly produce the reported anisotropy. This issue is load-bearing for the entire mechanistic interpretation.

    Authors: We agree that explicit validation of the reactive force field against DFT for defect formation energies, migration barriers, and the stability of layered Br/I ordering is important to support the mechanistic claims. The force field was developed and tested in our prior publications for CsPbX3 perovskites, including reproduction of lattice parameters, octahedral tilting, and some vacancy energetics, but direct side-by-side DFT comparisons for the anisotropic migration barriers in the layered system were not included. In the revised manuscript we will add a dedicated subsection (or supplementary note) presenting DFT calculations on representative small cells for halide vacancy formation energies and migration barriers in both layered and disordered configurations, as well as the relative energy of layered versus random Br/I ordering. This will allow readers to assess any potential systematic bias in the force-field description of strain, tilting, and local bonding. revision: yes

  2. Referee: [Results (diffusion coefficient extraction)] The manuscript provides no quantitative assessment of system-size convergence or statistical sampling of the rare defect-hopping events in the MD trajectories. Without error bars on the extracted diffusion coefficients or explicit checks that the observed anisotropy persists with larger supercells or longer sampling, it is impossible to judge whether the reported suppression of cross-layer diffusion is robust.

    Authors: We acknowledge the absence of explicit error bars and convergence tests in the current version. The production runs employed 10×10×10 supercells with at least five independent 10 ns trajectories per composition and defect type to improve sampling of rare hops. In the revision we will add quantitative error estimates on the diffusion coefficients using block-averaging across trajectories, report the number of observed hops per direction, and include additional simulations on larger (15×15×15) supercells for selected cases to confirm that the reported anisotropy ratio is preserved. A short discussion of statistical convergence for the cross-layer suppression will also be included. revision: yes

Circularity Check

0 steps flagged

No circularity: anisotropy is emergent simulation output

full rationale

The paper presents results exclusively from large-scale molecular dynamics trajectories generated with a reactive force field. The reported strong anisotropy in Cs and halide defect diffusion (along vs. across layers) is an observed outcome of those trajectories, not a quantity that is algebraically defined in terms of the input parameters, fitted to a subset of the same data, or derived via self-referential equations. No analytic derivation chain, self-definitional relations, or load-bearing self-citations appear in the provided text. The central claim therefore does not reduce to its own inputs by construction and receives the default non-circularity finding.

Axiom & Free-Parameter Ledger

1 free parameters · 1 axioms · 0 invented entities

The central claim depends on the transferability of the reactive force field to defect migration and on the assumption that the simulated layered configurations remain stable and representative of experimental samples.

free parameters (1)
  • reactive force field parameters
    The force field is a parameterized model whose specific values for Cs, Pb, Br, and I interactions are not stated in the abstract but are required to produce the reported barriers.
axioms (1)
  • domain assumption The layered Br/I ordering is energetically stable and can be maintained throughout the MD trajectories without spontaneous mixing.
    Invoked when the authors set up the initial configurations and interpret the anisotropy as arising from that ordering.

pith-pipeline@v0.9.0 · 5447 in / 1351 out tokens · 61167 ms · 2026-05-12T03:35:56.867045+00:00 · methodology

discussion (0)

Sign in with ORCID, Apple, or X to comment. Anyone can read and Pith papers without signing in.

Reference graph

Works this paper leans on

88 extracted references · 88 canonical work pages

  1. [1]

    Robust structural identification via polyhedral template matching , author=. Model. Simul. Mater. Sci. Eng. , volume=. 2016 , publisher=

  2. [2]

    and Kamruzzaman, M

    Aktary, M. and Kamruzzaman, M. and Afrose, R. , year = 2023, journal =. Pressure-Dependent Comparative Study of the Mechanical, Electronic, and Optical Properties of. doi:10.1039/D3MA00311F , urldate =

  3. [3]

    Ams 2023.1 , author =

  4. [4]

    Ams 2024.1 , author =

  5. [5]

    ACM Comput

    Voronoi Diagrams---a Survey of a Fundamental Geometric Data Structure , author =. ACM Comput. Surv. , volume =. doi:10.1145/116873.116880 , urldate =

  6. [6]

    Molecular Dynamics with Coupling to an External Bath , author =. J. Chem. Phys. , volume =. doi:10.1063/1.448118 , urldate =

  7. [7]

    and Salanne, Mathieu , year = 2016, month = mar, journal =

    Burbano, Mario and Carlier, Dany and Boucher, Florent and Morgan, Benjamin J. and Salanne, Mathieu , year = 2016, month = mar, journal =. Sparse Cyclic Excitations Explain the Low Ionic Conductivity of Stoichiometric. doi:10.1103/PhysRevLett.116.135901 , urldate =

  8. [8]

    Chang, Xiaowen and Li, Weiping and Zhu, Liqun and Liu, Huicong and Geng, Huifang and Xiang, Sisi and Liu, Jiaming and Chen, Haining , year = 2016, month = dec, journal =. Carbon-. doi:10.1021/acsami.6b11393 , urldate =

  9. [9]

    Chen, Chien-Yu and Lin, Hung-Yu and Chiang, Kai-Ming and Tsai, Wei-Lun and Huang, Yu-Ching and Tsao, Cheng-Si and Lin, Hao-Wu , year = 2017, journal =. All-. doi:10.1002/adma.201605290 , urldate =

  10. [10]

    Unified Theory for Light-Induced Halide Segregation in Mixed Halide Perovskites , author =. Nat. Commun. , volume =. doi:10.1038/s41467-021-23008-z , urldate =

  11. [11]

    Angus and Zou, Bosen and Geng, Pai and Guo, Liang and Halpert, Jonathan E

    Chen, Dezhang and Ko, Pui Kei and Li, C.-H. Angus and Zou, Bosen and Geng, Pai and Guo, Liang and Halpert, Jonathan E. , year = 2023, month = jan, journal =. Amino. doi:10.1021/acsenergylett.2c02243 , urldate =

  12. [12]

    Long-Term Stability in

    Cho, Nam-Kwang and Na, Hyun-Jae and Yoo, Jeeyoung and Kim, Youn Sang , year = 2021, month = mar, journal =. Long-Term Stability in. doi:10.1038/s43246-021-00134-1 , urldate =

  13. [13]

    and Caddeo, C

    Delugas, P. and Caddeo, C. and Filippetti, A. and Mattoni, A. , year = 2016, month = jul, journal =. Thermally. doi:10.1021/acs.jpclett.6b00963 , urldate =

  14. [14]

    Deng, Jiahuan and Yuan, Songyang and Xiong, Hui and Ma, Zhipeng and Wu, Wenwen and Wang, Mengqi and Lou, Zaizhu and Fan, Jiandong and Li, Wenzhe , year = 2023, month = jul, journal =. Br-. doi:10.1016/j.chempr.2023.03.014 , urldate =

  15. [15]

    Ionic Transport in Hybrid Lead Iodide Perovskite Solar Cells , author =. Nat. Commun. , volume =. doi:10.1038/ncomms8497 , urldate =

  16. [16]

    and Stranks, Samuel D

    Eperon, Giles E. and Stranks, Samuel D. and Menelaou, Christopher and Johnston, Michael B. and Herz, Laura M. and Snaith, Henry J. , year = 2014, month = feb, journal =. Formamidinium Lead Trihalide: A Broadly Tunable Perovskite for Efficient Planar Heterojunction Solar Cells , shorttitle =. doi:10.1039/C3EE43822H , urldate =

  17. [17]

    Inorganic Caesium Lead Iodide Perovskite Solar Cells , author =. J. Mater. Chem. A , volume =. doi:10.1039/C5TA06398A , urldate =

  18. [18]

    Cation Exchange for Thin Film Lead Iodide Perovskite Interconversion , author =. Mater. Horiz. , volume =. doi:10.1039/C5MH00170F , urldate =

  19. [19]

    ACS Energy Lett

    B-Site Metal Cation Exchange in Halide Perovskites , author =. ACS Energy Lett. , volume =. doi:10.1021/acsenergylett.7b00290 , urldate =

  20. [20]

    Steric Engineering of Metal-Halide Perovskites with Tunable Optical Band Gaps , author =. Nat. Commun. , volume =. doi:10.1038/ncomms6757 , urldate =

  21. [21]

    Dependence of Halide Composition on the Stability of Highly Efficient All-Inorganic Cesium Lead Halide Perovskite Quantum Dot Solar Cells , author =. Sol. Energy Mater. Sol. Cells , volume =. doi:10.1016/j.solmat.2018.05.002 , urldate =

  22. [22]

    and Rosenbach, Carolin and Evans, Hayden A

    Goldmann, Benedek A. and Rosenbach, Carolin and Evans, Hayden A. and Helm, Bianca and Wankmiller, Bj. Rotational. Chem. Mater. , publisher =. doi:10.1021/acs.chemmater.5c02303 , urldate =

  23. [23]

    Goldschmidt, V. M. , year = 1926, month = may, journal =. doi:10.1007/BF01507527 , urldate =

  24. [24]

    and Dunlop, Ewan D

    Green, Martin A. and Dunlop, Ewan D. and Yoshita, Masahiro and Kopidakis, Nikos and Bothe, Karsten and Siefer, Gerald and Hao, Xiaojing and Jiang, Jessica Yajie , year = 2025, journal =. Solar. doi:10.1002/pip.3919 , urldate =

  25. [25]

    Development of a

    Hata, Tomoyuki and Giorgi, Giacomo and Yamashita, Koichi and Caddeo, Claudia and Mattoni, Alessandro , year = 2017, month = feb, journal =. Development of a. doi:10.1021/acs.jpcc.6b11298 , urldate =

  26. [26]

    A Topology-Based Site-to-Site Jump Detection Method to Unlock Correlated Transport Mechanism in Superionic Conductors , author =. Adv. Theor. Simul. , volume =. doi:10.1002/adts.202500703 , urldate =

  27. [27]

    Band Gap Tuning of Perovskite Solar Cells for Enhancing the Efficiency and Stability: Issues and Prospects , shorttitle =

    Helal Miah, Md and Uddin Khandaker, Mayeen and Bulu Rahman, Md and. Band Gap Tuning of Perovskite Solar Cells for Enhancing the Efficiency and Stability: Issues and Prospects , shorttitle =. RSC Adv. , volume =. doi:10.1039/D4RA01640H , urldate =

  28. [28]

    , year = 2017, month = jul, journal =

    Herz, Laura M. , year = 2017, month = jul, journal =. Charge-. doi:10.1021/acsenergylett.7b00276 , urldate =

  29. [29]

    Hoffman, Alexander E. J. and Saha, Rafikul Ali and Borgmans, Sander and Puech, Pascal and Braeckevelt, Tom and Roeffaers, Maarten B. J. and Steele, Julian A. and Hofkens, Johan and Van Speybroeck, Veronique , year = 2023, month = apr, journal =. Understanding the Phase Transition Mechanism in the Lead Halide Perovskite. doi:10.1063/5.0144344 , urldate =

  30. [30]

    ACS Nano , volume =

    Hybrid Perovskite/Perovskite Heterojunction Solar Cells , author =. ACS Nano , volume =. doi:10.1021/acsnano.6b01535 , urldate =

  31. [31]

    Enhanced. Russ. J. Phys. Chem. , volume =. doi:10.1134/S0036024424701279 , urldate =

  32. [32]

    Atomistic and

    Jiang, Junke and Liu, Feng and Tranca, Ionut and Shen, Qing and Tao, Shuxia , year = 2020, month = dec, journal =. Atomistic and. doi:10.1021/acsaem.0c00791 , urldate =

  33. [33]

    and Zhang, Xuefeng , year = 2026, journal =

    Jin, Bangwei and Yang, Dexin and Gong, Ruihao and Sugai, Yoshiki and Lan, Dongchen and Steele, Julian A. and Zhang, Xuefeng , year = 2026, journal =. Strain Analysis of Black-to-Yellow Phase Transitions in. doi:10.1002/inf2.70084 , urldate =

  34. [34]

    and Morgan, Benjamin J

    Krenzer, Gabriel and Klarbring, Johan and Tolborg, Kasper and Rossignol, Hugo and McCluskey, Andrew R. and Morgan, Benjamin J. and Walsh, Aron , year = 2023, month = aug, journal =. Nature of the. doi:10.1021/acs.chemmater.3c01271 , urldate =

  35. [35]

    The Effect of Dimensionality on the Charge Carrier Mobility of Halide Perovskites , author =. J. Mater. Chem. A , volume =. doi:10.1039/D1TA03749H , urldate =

  36. [36]

    and Duijnstee, Elisabeth A

    Le Corre, Vincent M. and Duijnstee, Elisabeth A. and El Tambouli, Omar and Ball, James M. and Snaith, Henry J. and Lim, Jongchul and Koster, L. Jan Anton , year = 2021, month = mar, journal =. Revealing. doi:10.1021/acsenergylett.0c02599 , urldate =

  37. [37]

    and Noel, Nakita K

    Leijtens, Tomas and Eperon, Giles E. and Noel, Nakita K. and Habisreutinger, Severin N. and Petrozza, Annamaria and Snaith, Henry J. , year = 2015, journal =. Stability of. doi:10.1002/aenm.201500963 , urldate =

  38. [38]

    doi:10.1021/acsami.8b11474 , urldate =

    Li, Zhenzhen and Xu, Jia and Zhou, Shijie and Zhang, Bing and Liu, Xiaolong and Dai, Songyuan and Yao, Jianxi , year = 2018, month = nov, journal =. doi:10.1021/acsami.8b11474 , urldate =

  39. [39]

    Li, Xin and Tan, Yao and Lai, Hui and Li, Shuiping and Chen, Ying and Li, Suwei and Xu, Peng and Yang, Junyou , year = 2019, month = aug, journal =. All-. doi:10.1021/acsami.9b06356 , urldate =

  40. [40]

    Thermochromic Halide Perovskite Solar Cells , author =. Nat. Mater. , volume =. doi:10.1038/s41563-017-0006-0 , urldate =

  41. [41]

    Lin, Yuhuan and Li, Jiayi and Zheng, Jiayu and Shao, Jun and Wu, Ming and Liu, Yulin and Wu, Ziqiao and Fan, Jiandong and Li, Wenzhe , year = 2026, month = jan, journal =. I--. doi:10.1021/acsami.5c19698 , urldate =

  42. [42]

    doi:10.1021/acsaem.1c00750 , urldate =

    Liu, Yueli and Li, Qitao and Zhang, Wenchao and Yang, Zifan and Zhao, Sijie and Chen, Wen , year = 2021, month = jul, journal =. doi:10.1021/acsaem.1c00750 , urldate =

  43. [43]

    In Situ Imaging of the Atomic Phase Transition Dynamics in Metal Halide Perovskites , author =. Nat. Commun. , volume =. doi:10.1038/s41467-023-42999-5 , urldate =

  44. [44]

    Temperature-

    Mannino, Giovanni and Deretzis, Ioannis and Smecca, Emanuele and La Magna, Antonino and Alberti, Alessandra and Ceratti, Davide and Cahen, David , year = 2020, month = apr, journal =. Temperature-. doi:10.1021/acs.jpclett.0c00295 , urldate =

  45. [45]

    Anharmonicity and

    Marronnier, Arthur and Roma, Guido and. Anharmonicity and. ACS Nano , volume =. doi:10.1021/acsnano.8b00267 , urldate =

  46. [46]

    J.; Klein, M

    Martyna, Glenn J. and Klein, Michael L. and Tuckerman, Mark , year = 1992, month = aug, journal =. Nos\'e--Hoover Chains: The Canonical Ensemble via Continuous Dynamics , shorttitle =. doi:10.1063/1.463940 , urldate =

  47. [47]

    and Filippetti, A

    Mattoni, A. and Filippetti, A. and Saba, M. I. and Delugas, P. , year = 2015, month = jul, journal =. Methylammonium. doi:10.1021/acs.jpcc.5b04283 , urldate =

  48. [48]

    Mattoni, Alessandro and Argiolas, Simone and Cozzolino, Giacomo and Dell'Angelo, David and Filippetti, Alessio and Caddeo, Claudia , year = 2024, month = aug, journal =. Many-. doi:10.1021/acs.jctc.4c00391 , urldate =

  49. [49]

    A Review of the Effect of Stability Issues and Wide-Bandgap in the Application of Perovskite Solar Cells , author =. Mater. Renew. Sustain. Energy , volume =. doi:10.1007/s40243-025-00307-9 , urldate =

  50. [50]

    , year = 2026, month = feb, urldate =

    Morgan, Benjamin J. , year = 2026, month = feb, urldate =. Site-Analysis:

  51. [51]

    Dependence of

    N. Dependence of. J. Mater. Chem. A , volume =. doi:10.1039/D0TA08067E , urldate =

  52. [52]

    Understanding the

    Niebur, Andr. Understanding the. Adv. Opt. Mater. , volume =. doi:10.1002/adom.202402923 , urldate =

  53. [53]

    and Gouda, Laxman and Hu, Jiangang and Tirosh, Shay and Gottesman, Ronen and Cameron, Petra J

    Niemann, Ralf G. and Gouda, Laxman and Hu, Jiangang and Tirosh, Shay and Gottesman, Ronen and Cameron, Petra J. and Zaban, Arie , year = 2016, month = nov, journal =. Cs. doi:10.1039/C6TA05869H , urldate =

  54. [54]

    and Merdasa, Aboma and Abate, Antonio , year = 2020, month = may, journal =

    Phung, Nga and Al-Ashouri, Amran and Meloni, Simone and Mattoni, Alessandro and Albrecht, Steve and Unger, Eva L. and Merdasa, Aboma and Abate, Antonio , year = 2020, month = may, journal =. The. doi:10.1002/aenm.201903735 , urldate =

  55. [55]

    Atomistic

    Pols, Mike and. Atomistic. J. Phys. Chem. Lett. , volume =. doi:10.1021/acs.jpclett.1c01192 , urldate =

  56. [56]

    Pols, Mike and Hilpert, Tobias and Filot, Ivo A.W. and. What. ACS Appl. Mater. Interfaces , volume =. doi:10.1021/acsami.2c09239 , urldate =

  57. [57]

    How Fast Do Defects Migrate in Halide Perovskites: Insights from on-the-Fly Machine-Learned Force Fields , shorttitle =

    Pols, Mike and Brouwers, Victor and Calero, Sof. How Fast Do Defects Migrate in Halide Perovskites: Insights from on-the-Fly Machine-Learned Force Fields , shorttitle =. Chem. Commun. , volume =. doi:10.1039/D3CC00953J , urldate =

  58. [58]

    Pols, Mike and. Mixing. J. Phys. Chem. C , volume =. doi:10.1021/acs.jpcc.4c00563 , urldate =

  59. [59]

    Probing the Ionic Defect Landscape in Halide Perovskite Solar Cells , author =. Nat. Commun. , volume =. doi:10.1038/s41467-020-19769-8 , urldate =

  60. [60]

    and Riccardi, Enrico , year = 2021, month = oct, journal =

    Roet, Sander and Daub, Christopher D. and Riccardi, Enrico , year = 2021, month = oct, journal =. Chemistrees:. doi:10.1021/acs.jctc.1c00458 , urldate =

  61. [61]

    Shannon, Revised effective ionic radii and systematic studies of interatomic distances in halides and chalcogenides, Acta Cryst A 32 (1976) 751-767

    Revised Effective Ionic Radii and Systematic Studies of Interatomic Distances in Halides and Chalcogenides , author =. Acta Cryst A , volume =. doi:10.1107/S0567739476001551 , urldate =

  62. [62]

    , year = 1961, month = mar, journal =

    Shockley, William and Queisser, Hans J. , year = 1961, month = mar, journal =. Detailed. doi:10.1063/1.1736034 , urldate =

  63. [63]

    ACS Energy Lett

    Seed. ACS Energy Lett. , volume =. doi:10.1021/acsenergylett.4c02173 , urldate =

  64. [64]

    , year = 2013, month = nov, journal =

    Snaith, Henry J. , year = 2013, month = nov, journal =. Perovskites:. doi:10.1021/jz4020162 , urldate =

  65. [65]

    Solomon, Junia S. and. Room-Temperature Epitaxy of. Nat. Synth , volume =. doi:10.1038/s44160-024-00717-z , urldate =

  66. [66]

    ACS Energy Lett

    Laser. ACS Energy Lett. , volume =. doi:10.1021/acsenergylett.4c01466 , urldate =

  67. [67]

    and Jin, Handong and Dovgaliuk, Iurii and Berger, Robert F

    Steele, Julian A. and Jin, Handong and Dovgaliuk, Iurii and Berger, Robert F. and Braeckevelt, Tom and Yuan, Haifeng and Martin, Cristina and Solano, Eduardo and Lejaeghere, Kurt and Rogge, Sven M. J. and Notebaert, Charlotte and Vandezande, Wouter and Janssen, Kris P. F. and Goderis, Bart and Debroye, Elke and Wang, Ya-Kun and Dong, Yitong and Ma, Dongxi...

  68. [68]

    and Lai, Minliang and Zhang, Ye and Lin, Zhenni and Hofkens, Johan and Roeffaers, Maarten B

    Steele, Julian A. and Lai, Minliang and Zhang, Ye and Lin, Zhenni and Hofkens, Johan and Roeffaers, Maarten B. J. and Yang, Peidong , year = 2020, month = oct, journal =. Phase. doi:10.1021/accountsmr.0c00009 , urldate =

  69. [69]

    and Solano, Eduardo and Jin, Handong and Prakasam, Vittal and Braeckevelt, Tom and Yuan, Haifeng and Lin, Zhenni and

    Steele, Julian A. and Solano, Eduardo and Jin, Handong and Prakasam, Vittal and Braeckevelt, Tom and Yuan, Haifeng and Lin, Zhenni and. Texture. Adv. Mater. , volume =. doi:10.1002/adma.202007224 , urldate =

  70. [70]

    and Braeckevelt, Tom and Prakasam, Vittal and Degutis, Giedrius and Yuan, Haifeng and Jin, Handong and Solano, Eduardo and Puech, Pascal and Basak, Shreya and

    Steele, Julian A. and Braeckevelt, Tom and Prakasam, Vittal and Degutis, Giedrius and Yuan, Haifeng and Jin, Handong and Solano, Eduardo and Puech, Pascal and Basak, Shreya and. An Embedded Interfacial Network Stabilizes Inorganic. Nat. Commun. , volume =. doi:10.1038/s41467-022-35255-9 , urldate =

  71. [71]

    and Kanatzidis, Mercouri G

    Stoumpos, Constantinos C. and Kanatzidis, Mercouri G. , year = 2015, month = oct, journal =. The. doi:10.1021/acs.accounts.5b00229 , urldate =

  72. [72]

    and Guo, Shu and Abeykoon, AM Milinda and Cava, Robert J

    Straus, Daniel B. and Guo, Shu and Abeykoon, AM Milinda and Cava, Robert J. , year = 2020, journal =. Understanding the. doi:10.1002/adma.202001069 , urldate =

  73. [73]

    Visualization and Analysis of Atomistic Simulation Data with

    Stukowski, Alexander , year = 2009, month = dec, journal =. Visualization and Analysis of Atomistic Simulation Data with. doi:10.1088/0965-0393/18/1/015012 , urldate =

  74. [74]

    and Eperon, Giles E

    Sutton, Rebecca J. and Eperon, Giles E. and Miranda, Laura and Parrott, Elizabeth S. and Kamino, Brett A. and Patel, Jay B. and H. Bandgap-. Adv. Energy Mater. , volume =. doi:10.1002/aenm.201502458 , urldate =

  75. [75]

    and Braeckevelt, Tom and Skvortsova, Irina and Guo, Jinhui and Pradhan, Bapi and Debroye, Elke and Roeffaers, Maarten B

    Teunissen, Johannes L. and Braeckevelt, Tom and Skvortsova, Irina and Guo, Jinhui and Pradhan, Bapi and Debroye, Elke and Roeffaers, Maarten B. J. and Hofkens, Johan and Van Aert, Sandra and Bals, Sara and Rogge, Sven M. J. and Van Speybroeck, Veronique , year = 2023, month = dec, journal =. Additivity of. doi:10.1021/acs.jpcc.3c05770 , urldate =

  76. [76]

    Tyagi, Viren and Pols, Mike and Brocks, Geert and Tao, Shuxia , year = 2025, month = may, journal =. Tracing. doi:10.1021/acs.jpclett.5c01139 , urldate =

  77. [77]

    Tyagi, Viren and Pols, Mike and Brocks, Geert and Tao, Shuxia , year = 2026, month = apr, journal =. Halide. doi:10.1021/acs.chemmater.6c00258 , urldate =

  78. [78]

    Roadmap and Roadblocks for the Band Gap Tunability of Metal Halide Perovskites , author =. J. Mater. Chem. A , volume =. doi:10.1039/C7TA00404D , urldate =

  79. [79]

    and Zhang, Lijun and Rogach, Andrey L

    Wang, Haoran and Zhang, Xiaoyu and Wu, Qianqian and Cao, Fan and Yang, Dongwen and Shang, Yuequn and Ning, Zhijun and Zhang, Wei and Zheng, Weitao and Yan, Yanfa and Kershaw, Stephen V. and Zhang, Lijun and Rogach, Andrey L. and Yang, Xuyong , year = 2019, month = feb, journal =. Trifluoroacetate Induced Small-Grained. doi:10.1038/s41467-019-08425-5 , urldate =

  80. [80]

    Wilke, Konrad and Tao, Shuxia and Calero, Sofia and Lervik, Anders and. J. Chem. Theory Comput. , volume =. doi:10.1021/acs.jctc.5c00054 , urldate =

Showing first 80 references.