Heat transport in silicon from first-principles calculations
Open accessAbstract
Using harmonic and anharmonic force constants extracted from density functional calculations within a supercell, we have developed a relatively simple but general method to compute thermodynamic and thermal properties of any crystal. First, from the harmonic, cubic, and quartic force constants, we construct a force field for molecular dynamics. It is exact in the limit of small atomic displacements and thus does not suffer from inaccuracies inherent in semiempirical potentials such as Stillinger-Weber's. By using the Green-Kubo formula and molecular dynamics simulations, we extract the bulk thermal conductivity. This method is accurate at high temperatures where three-phonon processes need to be included to higher orders, but may suffer from size scaling issues. Next, we use perturbation theory (Fermi golden rule) to extract the phonon lifetimes and compute the thermal conductivity $\ensuremath{\kappa}$ from the relaxation-time approximation. This method is valid at most temperatures, but will overestimate $\ensuremath{\kappa}$ at very high temperatures, where higher-order processes neglected in our calculations also contribute. As a test, these methods are applied to bulk crystalline silicon, and the results are compared and differences are discussed in more detail. The presented methodology paves the way for a systematic approach to model heat transport in solids using multiscale modeling, in which the relaxation time due to anharmonic three-phonon processes is calculated quantitatively, in addition to the usual harmonic properties such as phonon frequencies and group velocities. It also allows the construction of an accurate bulk interatomic potentials database.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
The long mean free path phonons probed by BB-FDTR contribute substantially to thermal conductivity, but not to heat capacity (less than 1%).
“Regarding (ii), the long MFP phonons probed by BB-FDTR contribute substantially to thermal conductivity, but not to heat capacity (o1%) 2 .”
From Broadband phonon mean free path contributions to thermal conductivity measured using frequency domain thermoreflectance (2013) · cites this paper as [2]
Section E, “Thermal conductivity from lattice dynamics” (page not available), reports that phonons with mean free paths longer than 1 micron contribute almost half of silicon’s thermal conductivity. The cited paper does not establish that those phonons contribute less than 1% of heat capacity or identify them as phonons probed by BB-FDTR. (LLM, conf=0.86)
Experimental — accuracy not yet measuredThe simple interpretation that phonons with Λ > dp do not contribute to the apparent thermal conductivity works as a good approximation only for semiconductor alloys due to their extremely broad MFP distributions but not for pure crystals.
“This simple interpretation, however, works as a good approximation only for semiconductor alloys due to their extremely broad MFP distributions 209 but not for pure crystals, as frequency dependence was not observed in TDTR measurements of crystalline Si despite its very long MFPs of phonons 185, 187 .”
From Tutorial: Time-domain thermoreflectance (TDTR) for thermal property characterization of bulk and thin film materials (2018) · cites this paper as [187]
Section E, “Thermal conductivity from lattice dynamics” (page unavailable), supports the cited point that pure crystalline silicon has very long phonon mean free paths: nearly half its thermal conductivity comes from phonons with MFPs above 1 µm. The paper does not establish that the Λ > dp interpretation works only for semiconductor alloys, or report the stated TDTR frequency-dependence result. (LLM, conf=0.86)
Experimental — accuracy not yet measuredOur data compare favourably with the first principles predictions by Esfarjani and coworkers at all temperatures.
“Although our data compare favourably with the first principles predictions by Esfarjani and coworkers 1,2,41 at all temperatures”
From Broadband phonon mean free path contributions to thermal conductivity measured using frequency domain thermoreflectance (2013) · cites this paper as [2]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
QUANTUM ESPRESSO: a modular and open-source software project for quantum simulations of materials
Giannozzi, P., Stefano Baroni, A., Bonini, N., Calandra, M., Car, R., Cavazzoni, C., Ceresoli, D., Chiarotti, G., Cococcioni, M., Dabo, I., et al. (2009) · Journal of Physics Condensed Matter · doi:10.1088/0953-8984/21/39/395502 · Cited by 29,336 · see citing works
Self-interaction correction to density-functional approximations for many-electron systems
Perdew, J. P., & Zunger, A. (1981) · Physical Review B · doi:10.1103/physrevb.23.5048 · Cited by 20,887 · see citing works
Unified Approach for Molecular Dynamics and Density-Functional Theory
Car, R., & Parrinello, M. (1985) · Physical Review Letters · doi:10.1103/physrevlett.55.2471 · Cited by 10,737 · see citing works
Payne, M. C., Teter, M. P., Allan, D. C., Arias, T. A., & Joannopoulos, J. D. (1992) · Reviews of Modern Physics · doi:10.1103/revmodphys.64.1045 · Cited by 9,693 · see citing works
Kubo, R. (1957) · Journal of the Physical Society of Japan · doi:10.1143/jpsj.12.570 · Cited by 9,441 · see citing works
Computer simulation of local order in condensed phases of silicon
Stillinger, F. H., & Weber, T. A. (1985) · Physical review. B, Condensed matter · doi:10.1103/physrevb.31.5262 · Cited by 5,319 · see citing works
Brenner, D. W. (1990) · Physical review. B, Condensed matter · doi:10.1103/physrevb.42.9458 · Cited by 4,047 · see citing works
Green, M. S. (1954) · The Journal of Chemical Physics · doi:10.1063/1.1740082 · Cited by 1,829 · see citing works
Thermal Conductivity of Silicon and Germanium from 3°K to the Melting Point
Glassbrenner, C. J., & Slack, G. A. (1964) · Physical Review · doi:10.1103/physrev.134.a1058 · Cited by 1,652 · see citing works
Comparison of atomic-level simulation methods for computing thermal conductivity
Schelling, P. K., Phillpot, S. R., & Keblinski, P. (2002) · Physical review. B, Condensed matter · doi:10.1103/physrevb.65.144306 · Cited by 1,613 · see citing works
Empirical interatomic potential for silicon with improved elastic properties
Tersoff, J. (1988) · Physical review. B, Condensed matter · doi:10.1103/physrevb.38.9902 · Cited by 1,573 · see citing works
Intrinsic lattice thermal conductivity of semiconductors from first principles
Broido, D. A., Malorny, M., Birner, G., Mingo, N., & Stewart, D. A. (2007) · Applied Physics Letters · doi:10.1063/1.2822891 · Cited by 978 · see citing works
Scattering of Neutrons by an Anharmonic Crystal
Maradudin, A. A., & Fein, A. E. (1962) · Physical Review · doi:10.1103/physrev.128.2589 · Cited by 952 · see citing works
Role of Low-Energy Phonons in Thermal Conduction
Herring, C. (1954) · Physical Review · doi:10.1103/physrev.95.954 · Cited by 544 · see citing works
Srivastava, G. P., & Kresin, V. Z. (1991) · Physics Today · doi:10.1063/1.2810367 · Cited by 538 · see citing works
Empirical chemical pseudopotential theory of molecular and metallic bonding
Abell, G. C. (1985) · Physical review. B, Condensed matter · doi:10.1103/physrevb.31.6184 · Cited by 520 · see citing works
Size effects in molecular dynamics thermal conductivity predictions
Sellan, D. P., Landry, E. S., Turney, J. E., McGaughey, A. J. H., & Amon, C. H. (2010) · Physical Review B · doi:10.1103/physrevb.81.214305 · Cited by 508 · see citing works
Molecular-dynamics simulation of thermal conductivity of silicon crystals
Volz, S. G., & Chen, G. (2000) · Physical review. B, Condensed matter · doi:10.1103/physrevb.61.2651 · Cited by 396 · see citing works
Self-citationHenry, A. S., & Chen, G. (2008) · Journal of Computational and Theoretical Nanoscience · doi:10.1166/jctn.2008.2454 · Cited by 391 · see citing works
Self-citationMethod to extract anharmonic force constants from first principles calculations
Esfarjani, K., & Stokes, H. T. (2008) · Physical Review B · doi:10.1103/physrevb.77.144112 · Cited by 388 · see citing works
Self-citationCowley, R. A. (1968) · Reports on Progress in Physics · doi:10.1088/0034-4885/31/1/303 · Cited by 380 · see citing works
Ward, A., & Broido, D. (2010) · Physical Review B · doi:10.1103/physrevb.81.085205 · Cited by 374 · see citing works
Turney, J. E., Landry, E. S., McGaughey, A. J. H., & Amon, C. H. (2009) · Physical Review B · doi:10.1103/physrevb.79.064301 · Cited by 363 · see citing works
Lattice thermal conductivity of silicon from empirical interatomic potentials
Broido, D., Ward, A., & Mingo, N. (2005) · Physical Review B · doi:10.1103/physrevb.72.014308 · Cited by 296 · see citing works
Phonon Density of States in Germanium at 80 K Measured by Neutron Spectrometry
Nelin, G., & Nilsson, G. (1972) · Physical review. B, Solid state · doi:10.1103/physrevb.5.3151 · Cited by 146 · see citing works
On the isotope effect in thermal conductivity of silicon
Inyushkin, A. V., Taldenkov, A. N., Gibin, A. M., Gusev, A. V., & Pohl, H. ‐. (2004) · physica status solidi (c) · doi:10.1002/pssc.200405341 · Cited by 126 · see citing works
Cluster scattering effects on phonon conduction in graphene
Mingo, N., Esfarjani, K., Broido, D., & Stewart, D. A. (2010) · Physical Review B · doi:10.1103/physrevb.81.045408 · Cited by 112 · see citing works
Self-citationThe importance of Grüneisen parameters in developing interatomic potentials
Porter, L. J., Justo, J. F., & Sidney Yip, A. (1997) · Journal of Applied Physics · doi:10.1063/1.366305 · Cited by 69 · see citing works
Domain size effects in molecular dynamics simulation of phonon transport in silicon
Sun, L., & Murthy, J. Y. (2006) · Applied Physics Letters · doi:10.1063/1.2364062 · Cited by 63 · see citing works
Force constants for substitutional alloys
Sluiter, M. H. F., Weinert, M., & Kawazoe, Y. (1999) · Physical review. B, Condensed matter · doi:10.1103/physrevb.59.4100 · Cited by 43 · see citing works
Pascual-Gutiérrez, J. A., Murthy, J. Y., & Viskanta, R. (2009) · Journal of Applied Physics · doi:10.1063/1.3195080 · Cited by 39 · see citing works
Determination of the elastic tensor in low-symmetry structures
Sluiter, M. H. F., Weinert, M., & Kawazoe, Y. (1998) · Europhysics Letters (EPL) · doi:10.1209/epl/i1998-00338-1 · Cited by 24 · see citing works
Reissland, J. A., & Klemens, P. G. (1975) · Physics Today · doi:10.1063/1.3068883 · Cited by 14 · see citing works
Flagged first, then by citations
Research works printed but not linked: 3
- A. Henry and G. Chen, J. Comput. Theor. Nanosci. 5, 141 (2008).
- R. Prado, Time Series: Modeling, Computation, and Inference, CRC Texts in Statistical Science (Chapman and Hall, London, 2010), Vol. 86.
- P. G. Klemens, in Thermal Conductivity, edited by R. P. Tve (Academic, London, 1969), Vol. 1.
Cited by
Sorted by citations
High-performance bulk thermoelectrics with all-scale hierarchical architectures
Biswas, K., He, J., Blum, I. D., Wu, C., Hogan, T. P., Seidman, D. N., Dravid, V. P., & Kanatzidis, M. G. (2012) · Nature · doi:10.1038/nature11439 · Cited by 4,761 · see citing works
Rationally Designing High-Performance Bulk Thermoelectric Materials
Tan, G., Zhao, L., & Kanatzidis, M. G. (2016) · Chemical Reviews · doi:10.1021/acs.chemrev.6b00255 · Cited by 2,367 · see citing works
Emerging challenges and materials for thermal management of electronics
Moore, A. L., & Shi, L. (2014) · Materials Today · doi:10.1016/j.mattod.2014.04.003 · Cited by 2,125 · see citing works
Distributions of phonon lifetimes in Brillouin zones
Togo, A., Chaput, L., & Tanaka, I. (2015) · Physical Review B · doi:10.1103/physrevb.91.094306 · Cited by 1,496 · see citing works
Perspectives on thermoelectrics: from fundamentals to device applications
Zebarjadi, M., Esfarjani, K., Dresselhaus, M. S., Ren, Z., & Chen, G. (2011) · Energy & Environmental Science · doi:10.1039/c1ee02497c · Cited by 1,367 · see citing works
Self-citation25th Anniversary Article: Semiconductor Nanowires – Synthesis, Characterization, and Applications
Dasgupta, N. P., Sun, J., Liu, C., Brittman, S., Andrews, S. C., Lim, J., Gao, H., Yan, R., & Yang, P. (2014) · Advanced Materials · doi:10.1002/adma.201305929 · Cited by 881 · see citing works
Phonon-engineered extreme thermal conductivity materials
Qian, X., Zhou, J., & Chen, G. (2021) · Nature Materials · doi:10.1038/s41563-021-00918-3 · Cited by 844 · see citing works
Self-citationFour-phonon scattering significantly reduces intrinsic thermal conductivity of solids
Feng, T., Lindsay, L., & Ruan, X. (2017) · Physical Review B · doi:10.1103/physrevb.96.161201 · Cited by 756 · see citing works
Resonant bonding leads to low lattice thermal conductivity
Lee, S., Esfarjani, K., Luo, T., Zhou, J., Tian, Z., & Chen, G. (2014) · Nature Communications · doi:10.1038/ncomms4525 · Cited by 679 · see citing works
Self-citationTadano, T., Gohda, Y., & Tsuneyuki, S. (2014) · Journal of Physics Condensed Matter · doi:10.1088/0953-8984/26/22/225402 · Cited by 660 · see citing works
Unified theory of thermal transport in crystals and glasses
Simoncelli, M., Marzari, N., & Mauri, F. (2019) · Nature Physics · doi:10.1038/s41567-019-0520-x · Cited by 669 · see citing works
Experimental observation of high thermal conductivity in boron arsenide
Kang, J. S., Li, M., Wu, H. Y., Nguyen, H., & Hu, Y. (2018) · Science · doi:10.1126/science.aat5522 · Cited by 648 · see citing works
Regner, K. T., Sellan, D. P., Su, Z., Amon, C. H., McGaughey, A. J. H., & Malen, J. A. (2013) · Nature Communications · doi:10.1038/ncomms2630 · Cited by 646 · see citing works
Coherent Phonon Heat Conduction in Superlattices
Luckyanova, M. N., Garg, J., Esfarjani, K., Jandl, A., Bulsara, M. T., Schmidt, A. J., Minnich, A. J., Chen, S., Dresselhaus, M. S., Ren, Z., et al. (2012) · Science · doi:10.1126/science.1225549 · Cited by 630 · see citing works
Self-citationAnisotropic thermal conductivity in single crystal β-gallium oxide
Guo, Z. M., Verma, A. K., Wu, X., Sun, F., Hickman, A. L., Masui, T., Kuramata, A., Higashiwaki, M., Jena, D., & Luo, T. (2015) · Applied Physics Letters · doi:10.1063/1.4916078 · Cited by 593 · see citing works
Mao, J., Liu, Z., Zhou, J., Zhu, H., Zhang, Q., Chen, G., & Ren, Z. (2018) · Advances In Physics · doi:10.1080/00018732.2018.1551715 · Cited by 587 · see citing works
Self-citationPhonon conduction in PbSe, PbTe, and PbTe 1−x Se x from first-principles calculations
Tian, Z., Garg, J., Esfarjani, K., Shiga, T., Shiomi, J., & Chen, G. (2012) · Physical Review B · doi:10.1103/physrevb.85.184303 · Cited by 577 · see citing works
Self-citationThermal Conductivity Spectroscopy Technique to Measure Phonon Mean Free Paths
Minnich, A. J., Johnson, J. A., Schmidt, A. J., Esfarjani, K., Dresselhaus, M. S., Nelson, K. A., & Chen, G. (2011) · Physical Review Letters · doi:10.1103/physrevlett.107.095901 · Cited by 556 · see citing works
Self-citationHan, Z., Yang, X., Li, W., Feng, T., & Ruan, X. (2021) · Computer Physics Communications · doi:10.1016/j.cpc.2021.108179 · Cited by 12 · see citing works
Guo, R., Wang, X., Kuang, Y., & Huang, B. (2015) · Physical Review B · doi:10.1103/physrevb.92.115202 · Cited by 524 · see citing works
Two-dimensional phonon transport in graphene
Nika, D. L., & Balandin, A. A. (2012) · Journal of Physics Condensed Matter · doi:10.1088/0953-8984/24/23/233203 · Cited by 529 · see citing works
Temperature-dependent effective third-order interatomic force constants from first principles
Hellman, O., & Abrikosov, I. A. (2013) · Physical Review B · doi:10.1103/physrevb.88.144301 · Cited by 462 · see citing works
Jiang, P., Qian, X., & Yang, R. (2018) · Journal of Applied Physics · doi:10.1063/1.5046944 · Cited by 424 · see citing works
Johnson, J. A., Maznev, A. A., Cuffe, J., Eliason, J. K., Minnich, A. J., Kehoe, T., Torres, C. M. S., Chen, G., & Nelson, K. A. (2013) · Physical Review Letters · doi:10.1103/physrevlett.110.025901 · Cited by 421 · see citing works
Self-citationPhonon transport in single-layer transition metal dichalcogenides: A first-principles study
Gu, X., & Yang, R. (2014) · Applied Physics Letters · doi:10.1063/1.4896685 · Cited by 406 · see citing works
Feng, T., & Ruan, X. (2016) · Physical review. B./Physical review. B · doi:10.1103/physrevb.93.045202 · Cited by 405 · see citing works
Ab initiothermal transport in compound semiconductors
Lindsay, L., Broido, D., & Reinecke, T. L. (2013) · Physical Review B · doi:10.1103/physrevb.87.165201 · Cited by 398 · see citing works
Zhou, F., Nielson, W., Xia, Y., & Ozoliņš, V. (2014) · Physical Review Letters · doi:10.1103/physrevlett.113.185501 · Cited by 385 · see citing works
Predicting Materials Properties with Little Data Using Shotgun Transfer Learning
YAMADA, H., Liu, C., Wu, S., Koyama, Y., Ju, S., Shiomi, J., Morikawa, J., & Yoshida, R. (2019) · ACS Central Science · doi:10.1021/acscentsci.9b00804 · Cited by 396 · see citing works
Colloquium : Phononic thermal properties of two-dimensional materials
Gu, X., Wei, Y., Yin, X., Li, B., & Yang, R. (2018) · Reviews of Modern Physics · doi:10.1103/revmodphys.90.041002 · Cited by 382 · see citing works
Hydrodynamic phonon transport in suspended graphene
Lee, S., Broido, D., Esfarjani, K., & Chen, G. (2015) · Nature Communications · doi:10.1038/ncomms7290 · Cited by 374 · see citing works
Self-citationSpectral mapping of thermal conductivity through nanoscale ballistic transport
Hu, Y., Zeng, L., Minnich, A. J., Dresselhaus, M. S., & Chen, G. (2015) · Nature Nanotechnology · doi:10.1038/nnano.2015.109 · Cited by 349 · see citing works
Self-citationLiao, B., Qiu, B., Zhou, J., Huberman, S., Esfarjani, K., & Chen, G. (2015) · Physical Review Letters · doi:10.1103/physrevlett.114.115901 · Cited by 338 · see citing works
Self-citationQuantifying Surface Roughness Effects on Phonon Transport in Silicon Nanowires
Lim, J., Hippalgaonkar, K., Andrews, S. C., Majumdar, A., & Yang, P. (2012) · Nano Letters · doi:10.1021/nl3005868 · Cited by 333 · see citing works
Phonon wave interference and thermal bandgap materials
Maldovan, M. (2015) · Nature Materials · doi:10.1038/nmat4308 · Cited by 327 · see citing works
Tian, Z., Esfarjani, K., & Chen, G. (2012) · Physical Review B · doi:10.1103/physrevb.86.235304 · Cited by 310 · see citing works
Self-citationThermal conductivity accumulation in amorphous silica and amorphous silicon
Larkin, J. M., & McGaughey, A. J. H. (2014) · Physical Review B · doi:10.1103/physrevb.89.144303 · Cited by 308 · see citing works
Zhang, Q., Ai, X., Wang, L., Chang, Y., Luo, W. D., Jiang, W., & Chen, L. (2014) · Advanced Functional Materials · doi:10.1002/adfm.201402663 · Cited by 293 · see citing works
Qiu, W., Xi, L., Wei, P., Ke, X., Yang, J., & Zhang, W. (2014) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1410349111 · Cited by 294 · see citing works
Mean free path spectra as a tool to understand thermal conductivity in bulk and nanostructures
Yang, F., & Dames, C. (2013) · Physical Review B · doi:10.1103/physrevb.87.035437 · Cited by 283 · see citing works
Diverse anisotropy of phonon transport in two-dimensional group IV–VI compounds: A comparative study
Qin, G., Qin, Z., Fang, W., Zhang, L., Yue, S., Yan, Q., Hu, M., & Su, G. (2016) · Nanoscale · doi:10.1039/c6nr01349j · Cited by 281 · see citing works
McGaughey, A. J. H., Jain, A., Kim, H.-Y., & Fu, B. (2019) · Journal of Applied Physics · doi:10.1063/1.5064602 · Cited by 279 · see citing works
Thermal conductivity of silicene calculated using an optimized Stillinger-Weber potential
Zhang, X., Xie, H., Hu, M., Bao, H., Yue, S., Qin, G., & Su, G. (2014) · Physical Review B · doi:10.1103/physrevb.89.054310 · Cited by 276 · see citing works
Nanoscale heat transfer – from computation to experiment
Luo, T., & Chen, G. (2013) · Physical Chemistry Chemical Physics · doi:10.1039/c2cp43771f · Cited by 273 · see citing works
Self-citationFirst-principles prediction of phononic thermal conductivity of silicene: A comparison with graphene
Gu, X., & Yang, R. (2015) · Journal of Applied Physics · doi:10.1063/1.4905540 · Cited by 260 · see citing works
Thermal Transport in Graphene Oxide – From Ballistic Extreme to Amorphous Limit
Mu, X., Wu, X., Zhang, T., Go, D. B., & Luo, T. (2014) · Scientific Reports · doi:10.1038/srep03909 · Cited by 256 · see citing works
Thermal transport by phonons and electrons in aluminum, silver, and gold from first principles
Jain, A., & McGaughey, A. J. H. (2016) · Physical review. B./Physical review. B · doi:10.1103/physrevb.93.081206 · Cited by 238 · see citing works
Losses in plasmonics: from mitigating energy dissipation to embracing loss-enabled functionalities
Boriskina, S. V., Cooper, T., Zeng, L., Ni, G., Tong, J., Tsurimaki, Y., Huang, Y., Meroueh, L., Mahan, G. D., & Chen, G. (2017) · Advances in Optics and Photonics · doi:10.1364/aop.9.000775 · Cited by 237 · see citing works
Self-citationWigner Formulation of Thermal Transport in Solids
Simoncelli, M., Marzari, N., & Mauri, F. (2022) · Physical Review X · doi:10.1103/physrevx.12.041011 · Cited by 236 · see citing works
Sajjad, M., Mahmood, Q., Singh, N., & Larsson, J. A. (2020) · ACS Applied Energy Materials · doi:10.1021/acsaem.0c02236 · Cited by 233 · see citing works
Thermal conductivity of half-Heusler compounds from first-principles calculations
Shiomi, J., Esfarjani, K., & Chen, G. (2011) · Physical Review B · doi:10.1103/physrevb.84.104302 · Cited by 221 · see citing works
Self-citationXia, Y., Pal, K., He, J., Ozoliņš, V., & Wolverton, C. M. (2020) · Physical Review Letters · doi:10.1103/physrevlett.124.065901 · Cited by 216 · see citing works
Heat conduction tuning by wave nature of phonons
Maire, J. K., Anufriev, R., Yanagisawa, R., Ramière, A., Volz, S. G., & Nomura, M. (2017) · Science Advances · doi:10.1126/sciadv.1700027 · Cited by 216 · see citing works
Extreme Low Thermal Conductivity in Nanoscale 3D Si Phononic Crystal with Spherical Pores
Yang, L., Yang, N., & Li, B. (2014) · Nano Letters · doi:10.1021/nl403750s · Cited by 206 · see citing works
Narrow Low-Frequency Spectrum and Heat Management by Thermocrystals
Maldovan, M. (2013) · Physical Review Letters · doi:10.1103/physrevlett.110.025902 · Cited by 203 · see citing works
A new regime of nanoscale thermal transport: Collective diffusion increases dissipation efficiency
Hoogeboom-Pot, K. M., Hernandez-Charpak, J. N., Gu, X., Frazer, T. D., Anderson, E. H., Chao, W., Falcone, R. W., Yang, R., Murnane, M. M., Kapteyn, H. C., et al. (2015) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1503449112 · Cited by 202 · see citing works
Layer thickness-dependent phonon properties and thermal conductivity of MoS2
Gu, X., Li, B., & Yang, R. (2016) · Journal of Applied Physics · doi:10.1063/1.4942827 · Cited by 198 · see citing works
Heat guiding and focusing using ballistic phonon transport in phononic nanostructures
Anufriev, R., Ramière, A., Maire, J. K., & Nomura, M. (2017) · Nature Communications · doi:10.1038/ncomms15505 · Cited by 196 · see citing works
Cui, Y., Li, M., & Hu, Y. (2019) · Journal of Materials Chemistry C · doi:10.1039/c9tc05415d · Cited by 189 · see citing works
Wu, X., Lee, J., Varshney, V., Wohlwend, J. L., Roy, A. K., & Luo, T. (2016) · Scientific Reports · doi:10.1038/srep22504 · Cited by 189 · see citing works
Yang, X., Feng, T., Li, J., & Ruan, X. (2019) · Physical review. B./Physical review. B · doi:10.1103/physrevb.100.245203 · Cited by 188 · see citing works
Thermal conductivity of silicene from first-principles
Xie, H., Hu, M., & Bao, H. (2014) · Applied Physics Letters · doi:10.1063/1.4870586 · Cited by 187 · see citing works
Li, X., & Yang, R. (2012) · Physical Review B · doi:10.1103/physrevb.86.054305 · Cited by 182 · see citing works
Phonon localization in heat conduction
Luckyanova, M. N., Mendoza, J. M., Lü, H., Song, B., Huang, S., Zhou, J., Li, M., Dong, Y., Zhou, H., Garlow, J. A., et al. (2018) · Science Advances · doi:10.1126/sciadv.aat9460 · Cited by 186 · see citing works
Self-citationThermal conductivity of fully filled skutterudites: Role of the filler
Li, W., & Mingo, N. (2014) · Physical Review B · doi:10.1103/physrevb.89.184304 · Cited by 177 · see citing works
Optical Nanoscale Thermometry: From Fundamental Mechanisms to Emerging Practical Applications
Bradac, C., Lim, S. F., Chang, H., & Aharonovich, I. (2020) · Advanced Optical Materials · doi:10.1002/adom.202000183 · Cited by 176 · see citing works
Jin, Y., Pennec, Y., Bonello, B., Honarvar, H., Dobrzyński, L., Djafari‐Rouhani, B., & Hussein, M. I. (2021) · Reports on Progress in Physics · doi:10.1088/1361-6633/abdab8 · Cited by 173 · see citing works
Qiu, B., Tian, Z., Vallabhaneni, A., Liao, B., Mendoza, J. M., Restrepo, O. D., Ruan, X., & Chen, G. (2015) · Europhysics Letters (EPL) · doi:10.1209/0295-5075/109/57006 · Cited by 174 · see citing works
Self-citationAlaie, S., Goettler, D. F., Su, M. F., Leseman, Z. C., Reinke, C. M., & El-Kady, I. F. (2015) · Nature Communications · doi:10.1038/ncomms8228 · Cited by 174 · see citing works
Heat conduction mechanisms in nanofluids and suspensions
Wang, J. J., Zheng, R., Gao, J., & Chen, G. (2012) · Nano Today · doi:10.1016/j.nantod.2012.02.007 · Cited by 169 · see citing works
Self-citationChávez‐Ángel, E., Reparaz, J. S., Gomis‐Brescó, J., Wagner, M. R., Cuffe, J., Graczykowski, B., Shchepetov, A., Jiang, H., Prunnila, M., Ahopelto, J., et al. (2014) · APL Materials · doi:10.1063/1.4861796 · Cited by 163 · see citing works
Hydrogenation of Penta-Graphene Leads to Unexpected Large Improvement in Thermal Conductivity
Wu, X., Varshney, V., Lee, J., Zhang, T., Wohlwend, J. L., Roy, A. K., & Luo, T. (2016) · Nano Letters · doi:10.1021/acs.nanolett.6b01536 · Cited by 163 · see citing works
First-Principles Lattice Dynamics Method for Strongly Anharmonic Crystals
Tadano, T., & Tsuneyuki, S. (2018) · Journal of the Physical Society of Japan · doi:10.7566/jpsj.87.041015 · Cited by 163 · see citing works
Thermal conductivity of bulk and monolayer MoS 2
Gandi, A. N., & Schwingenschlögl, U. (2016) · Europhysics Letters (EPL) · doi:10.1209/0295-5075/113/36002 · Cited by 159 · see citing works
Xia, Y., Hegde, V. I., Pal, K., Hua, X., Gaines, D., Patel, S., He, J., Aykol, M., & Wolverton, C. M. (2020) · Physical Review X · doi:10.1103/physrevx.10.041029 · Cited by 160 · see citing works
Heat Transfer in Thermoelectric Materials and Devices
Tian, Z., Lee, S., & Chen, G. (2013) · ASME Journal of Heat and Mass Transfer · doi:10.1115/1.4023585 · Cited by 160 · see citing works
Self-citationReconstructing phonon mean-free-path contributions to thermal conductivity using nanoscale membranes
Cuffe, J., Eliason, J. K., Maznev, A. A., Collins, K. C., Johnson, J. A., Shchepetov, A., Prunnila, M., Ahopelto, J., Torres, C. M. S., Chen, G., et al. (2015) · Physical Review B · doi:10.1103/physrevb.91.245423 · Cited by 157 · see citing works
Self-citationQiu, B., Tian, Z., Vallabhaneni, A. K., Liao, B., Mendoza, J. M., Restrepo, O. D., Ruan, X., & Chen, G. (2014) · DSpace@MIT (Massachusetts Institute of Technology) · Cited by 157 · see citing works
Self-citationDirect calculation of modal contributions to thermal conductivity via Green–Kubo modal analysis
Lv, W., & Henry, A. S. (2016) · New Journal of Physics · doi:10.1088/1367-2630/18/1/013028 · Cited by 8 · see citing works
Phonon transport in periodic silicon nanoporous films with feature sizes greater than 100 nm
Jain, A., Yu, Y.-J., & McGaughey, A. J. H. (2013) · Physical Review B · doi:10.1103/physrevb.87.195301 · Cited by 149 · see citing works
Pettes, M. T., Maassen, J., Jo, I., Lundstrom, M., & Shi, L. (2013) · Nano Letters · doi:10.1021/nl402828s · Cited by 150 · see citing works
Compressive sensing lattice dynamics. I. General formalism
Zhou, F., Nielson, W., Xia, Y., & Ozoliņš, V. (2019) · Physical review. B./Physical review. B · doi:10.1103/physrevb.100.184308 · Cited by 150 · see citing works
Integration of boron arsenide cooling substrates into gallium nitride devices
Kang, J. S., Li, M., Wu, H. Y., Nguyen, H., Aoki, T., & Hu, Y. (2021) · Nature Electronics · doi:10.1038/s41928-021-00595-9 · Cited by 150 · see citing works
Nano-microstructural control of phonon engineering for thermoelectric energy harvesting
Liu, Z., Mao, J., Liu, T., Chen, G., & Ren, Z. (2018) · MRS Bulletin · doi:10.1557/mrs.2018.7 · Cited by 148 · see citing works
Self-citationFeng, T., & Ruan, X. (2014) · Journal of Nanomaterials · doi:10.1155/2014/206370 · Cited by 149 · see citing works
Microscopic mechanism of low thermal conductivity in lead telluride
Shiga, T., Shiomi, J., Ma, J., Delaire, O. A., Radzyński, T., Łusakowski, A., Esfarjani, K., & Chen, G. (2012) · Physical Review B · doi:10.1103/physrevb.85.155203 · Cited by 145 · see citing works
Self-citationMinimum thermal conductivity in superlattices: A first-principles formalism
Garg, J., & Chen, G. (2013) · Physical Review B · doi:10.1103/physrevb.87.140302 · Cited by 144 · see citing works
Self-citationNon-monotonic pressure dependence of the thermal conductivity of boron arsenide
Ravichandran, N. K., & Broido, D. (2019) · Nature Communications · doi:10.1038/s41467-019-08713-0 · Cited by 144 · see citing works
Ab initiostudy of the unusual thermal transport properties of boron arsenide and related materials
Broido, D., Lindsay, L., & Reinecke, T. L. (2013) · Physical Review B · doi:10.1103/physrevb.88.214303 · Cited by 141 · see citing works
Zeng, L., Collins, K. C., Hu, Y., Luckyanova, M. N., Maznev, A. A., Huberman, S., Chiloyan, V., Zhou, J., Huang, X., Nelson, K. A., et al. (2015) · Scientific Reports · doi:10.1038/srep17131 · Cited by 140 · see citing works
Self-citationIntrinsic localized mode and low thermal conductivity of PbSe
Shulumba, N., Hellman, O., & Minnich, A. J. (2017) · Physical review. B./Physical review. B · doi:10.1103/physrevb.95.014302 · Cited by 140 · see citing works
Lattice thermal conductivity of semiconducting bulk materials: atomistic simulations
He, Y., Savić, I., Donadio, D., & Galli, G. (2012) · Physical Chemistry Chemical Physics · doi:10.1039/c2cp42394d · Cited by 134 · see citing works
Modeling the thermal conductivities of the zinc antimonides ZnSb and Zn 4 Sb 3
Bjerg, L., Iversen, B. B., & Madsen, G. K. H. (2014) · Physical Review B · doi:10.1103/physrevb.89.024304 · Cited by 138 · see citing works
Phonon thermal conduction in novel 2D materials
Xu, X., Chen, J., & Li, B. (2016) · Journal of Physics: Condensed Matter · doi:10.1088/0953-8984/28/48/483001 · Cited by 137 · see citing works
Thermal phonon engineering by tailored nanostructures
Nomura, M., Shiomi, J., Shiga, T., & Anufriev, R. (2018) · Japanese Journal of Applied Physics · doi:10.7567/jjap.57.080101 · Cited by 136 · see citing works
Kang, J. S., Ke, M., & Hu, Y. (2017) · Nano Letters · doi:10.1021/acs.nanolett.6b04385 · Cited by 136 · see citing works
Thermal conductivity of silicon nanowire arrays with controlled roughness
Feser, J. P., Sadhu, J. S., Azeredo, B., Hsu, K., Ma, J., Kim, J. H., Seong, M., Fang, N. X., Li, X., Ferreira, P. M., et al. (2012) · Journal of Applied Physics · doi:10.1063/1.4767456 · Cited by 134 · see citing works
Thermal conductivity of diamond under extreme pressure: A first-principles study
Broido, D., Lindsay, L., & Ward, A. (2012) · Physical Review B · doi:10.1103/physrevb.86.115203 · Cited by 135 · see citing works
Kang, J. S., Wu, H. Y., & Hu, Y. (2017) · Nano Letters · doi:10.1021/acs.nanolett.7b03437 · Cited by 131 · see citing works
First-principles study of electron and hole mobilities of Si and GaAs
Ma, J., Nissimagoudar, A. S., & Li, W. (2018) · Physical review. B./Physical review. B · doi:10.1103/physrevb.97.045201 · Cited by 134 · see citing works
- Authors
- Esfarjani, K., Chen, G., & Stokes, H. T.
- Affiliations
- Massachusetts Institute of Technology (US)
- Brigham Young University (US)
- Venue
- Physical Review B
- Publisher
- American Physical Society (APS)
- Published
- 2011-08-23
- Volume
- 84
- Issue
- 8
- ISSN
- 1098-0121 (ISSN-L)
- 1550-235X
- OpenAlex
- W1992328011
- Cited by
- 759
- References
- 33
- Citations by year
- 2026: 17 · 2025: 47 · 2024: 41 · 2023: 30 · 2022: 38 · 2021: 53 · 2020: 60 · 2019: 60 · 2018: 75 · 2017: 63 · 2016: 68 · 2015: 73 · 2014: 60 · 2013: 42 · 2012: 25
- FWCI
- 20.89
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Licence
- Locations
- Physical Review B (publishedVersion)
- arXiv (Cornell University) (submittedVersion)
- OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information) (submittedVersion)
- DSpace@MIT (Massachusetts Institute of Technology) (submittedVersion, cc-by-nc)
- arXiv (Cornell University)
- APS
- Funders
- U.S. Department of Energy
- Topics
- Physical Sciences › Materials Science › Materials Chemistry › Thermal properties of materials
- Physical Sciences › Engineering › Mechanics of Materials › Thermoelastic and Magnetoelastic Phenomena
- Physical Sciences › Engineering › Mechanical Engineering › Thermodynamic and Structural Properties of Metals and Alloys
- Keywords
- heat transport, thermal conductivity, crystalline silicon, anharmonic force constants, harmonic force constants, interatomic potentials, Green-Kubo formula, phonon lifetime, three-phonon processes, relaxation time approximation, Fermi's golden rule, phonon transport, multiscale modeling
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review