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Publications

Google Scholar: https://scholar.google.com/citations?user=VIiy6ugAAAAJ&hl=en

(*: corresponding author; #: Equal contribution)

  1. M. Ohnishi, T. Deng, P. Torres, Z. Xu, T. Tadano, H. Zhang, W. Nong, M. Hanai, Z. Wang, Z. Tian, M. Hu, X. Ruan, R. Yoshida, T. Suzumura, L. Lindsay, A. J. H. McGaughey, T. Luo, K. Hippalgaonkar, J. Shiomi*, Database and deep-learning scalability of anharmonic phonon properties by automated brute-force first-principles calculations, npj Computational Materials, in press (2026).
  2. G. Xu, R. Zhang, T. Luo*, Self-Driving Laboratory Optimizes the Lower Critical Solution Temperature of Thermoresponsive Polymers. Advanced Intelligent Discovery in press (2026).
  3. S. Alosious, M. Jiang, T. Luo*, Computation and machine learning for materials: Past, present, and future perspectives, MRS Bull. 50, 1212–1224 (2025)
  4. Y. Liu, S. Alosious, J. Zhou, M. Jiang, T. Luo, Machine learning in nanoscale thermal transport, Annu. Rev. Heat Transf. 23, 173–214 (2025)
  5. Z. Chen, M. Yacouti, M. Shakiba, J. Wang*, T. Luo*, V. Varshney*, Predicting Stress and Damage in Carbon Fiber-Reinforced Composites Deformation Process using Composite U-Net Surrogate Model, Theoretical and Applied Mechanics Letters, 100634 (2025)
  6. Y. Yang, T. Milazzo, W. Bao, Z. Yang, Y. Li, Y. Zhou, Z. Xu, J. Si, J. F. Wild, H. Chen, T. Luo*, A. N. Halliday*, Y. Yang*, Accelerating Solid/Liquid Chemical Exchange-Based Isotope Separation by the Dissolution/Precipitation Mechanism, ACS Appl. Mater. Interfaces 17, 63334–63341 (2025)
  7. J. Zhou, R. Li, W. Shang, Y. Liu, J. Panda, P. Du, X. Liu, J. Liang, B. Ma, J. Wang*, T. Luo*, Physics-Informed Neural Networks with Hard-Encoded Angle-Dependent Boundary Conditions for Phonon Boltzmann Transport Equation, Material Today Physics, in press (2025)
  8. H. Lee, S. Alosious, T. Luo*, Y. Kim*, Tunable Linear Weight Modulation via Ion Dynamics in Electrolyte-Gated Synaptic Transistors: Molecular Dynamics and Experimental Insights into Ion Concentration Effects, Advanced Functional Materials, in press (2025)
  9. A. Mandal, Q. Zhang, R. Zhang, S. Moon, E. Lee*, T. Luo*, Laser-induced trapping of microbubbles within bulk solution, Langmuir, 41, 19437 (2025)
  10. S. Hwang, S. Kim, Z. Xu, T. Luo*, E. Lee*, Higher-order factorization machine for accurate surrogate modeling in material design, Scientific Reports, 15, 35392 (2025)
  11. K. Simpson, L. Martin, S. L. O’Leary, J. Watt, S. Moon, T. Luo, W. Xu*, Environmental protein corona on nanoplastics altered the responses of skin keratinocytes and fibroblast cells to the particles, Journal of Hazardous Materials, accepted (2025)
  12. G. Durling, T. Milazzo, E. Marin-Rimoldi, J. Ouimet, W. Phillip*, E. Maginn*, T. Luo*, B. Ashfeld*, Tuning the directional solubility of ionic liquids through multicomponent ions for low-temperature desalination, J. Am. Chem. Soc. 147, 20294–20301 (2025)
  13. D. Akhare, T. Luo*, J. X. Wang, HybridNDiff-UQ: Uncertainty Quantification for Hybrid Neural Differentiable Modeling, Theoretical and Applied Mechanics Letters, in press (2025)
  14. H. Yang, Z. Xue, A. Mashhadian, T. Luo, J. Yan, K. Cen, G. Xiong*, Z. Bo*, Solar Interfacial Evaporation Toward Multifunctional Water-Energy Nexus Systems, Advanced Engineering Materials, accepted (2025)
  15. W. Shang, J. Zhou, J.P. Panda, Z. Xu, Y. Liu, P. Du, J.X. Wang*, T. Luo*, JAX-BTE: a GPU-accelerated differentiable solver for phonon Boltzmann transport equations, npj Computational Materials 11, 1-12, 2025
  16. S. Kim, S. Ahn, I. Suh, A. Dowling*, E. Lee*, T. Luo*, Quantum annealing for combinatorial optimization: a benchmarking study, npj Quantum Information 11, 77, 2025.
  17. Y. Xiao, S. Deng, Z. Jiang, Y. Qin, Z. Zhao, R. Zhang, J. Howe, Y. Lee, J. Duan, R. Joshi, T. Kämpfe, T. Luo, T.-H. Hou, X. Gong, V. Narayanan, K. Ni, Demonstration of Vertical 2T-nC FeRAM Hybrid Cell and Its Scalability for High-Density 3D Ferroelectric Capacitor Memory, IEEE Transactions on Electron Devices, 72, 3327 (2025)
  18. H. Zhang, T. Luo*, J. Wang*, Gradient-free optimization of non-differentiable hybrid neural solvers for spatially heterogeneous composites, Theoretical and Applied Mechanics Letters, doi.org/10.1016/j.taml.2025.100585 (2025)
  19. R. Zhang, J. Xu, H. Zhang, G. Xu, T. Luo*, Active learning-guided exploration of thermally conductive polymers under strain, Digital Discovery, 10.1039/D4DD00267A (2025)
  20. Z. Xu, W. Shang, S. Kim, E. Lee, T. Luo*, Quantum annealing-assisted lattice optimization, npj Computational Materials, 11, 4 (2025)
  21. R. Li, J. Zhou, J. Wang, T. Luo*, Physics-Informed Bayesian Neural Networks for Solving Phonon Boltzmann Transport Equation in Forward and Inverse Problems With Sparse and Noisy Data, J. Heat Mass Transfer, 147, 032501 (2025)
  22. A. Yeghishyan, S. Malakpour Estalaki, R. Chilukuri, M. Zakaryan, T. Luo, K. Manukyan, Harnessing Spontaneous Crystallization of Amorphous Nanoparticles for the Preparation of Metastable Cobalt, J. Phys. Chem. C, 128, 11456 (2024)
  23. R. Guo*, B. Cao, T. Luo, A. McGaughey, Machine Learning for Thermal Transport, J. App. Phys., 136, 160401 (2024) (editorial)
  24. J. Kim, Y. Liu, T. Luo*, Z. Tian*, Molecular Dynamics Simulations in Nanoscale Heat Transfer: A Mini Review, J. Heat Mass Transfer, 1-39 (2024)
  25. Z. Xu, W. Shang, S. Kim, A Bobbitt, E. Lee*, T. Luo*, Quantum-inspired genetic algorithm for designing planar multilayer photonic structure, npj Computational Materials, 10, 257 (2024)
  26. M. Hoque, Y. Koh, S. Zare, M. Liao, K. Huynh, M. Goorsky, Z. Liu, J. Shi, S. Graham, T. Luo, H. Ahmad, A. Doolittle, P. E. Hopkins, Experimental observation of ballistic to diffusive transition in phonon thermal transport of AlN thin films, App. Phys. Let., 125, 262201 (2024)
  27. K. Song, G. Xu, A. N. M. Tanvir, K. Wang. M. O. Bappy, H. Yang, W. Shang, L. Zhou, A. Dowling, T. Luo*, Y. Zhang,* Machine Learning-Assisted 3D Printing of Thermoelectric Materials of Ultrahigh performance at Room Temperature, J. Mater. Chem. A, 12, 21243-21251 (2024)
  28. L. Tian, Z. Yang, S. Yuan, T. Milazzo, Q. Cheng, S. Rasool, W. Lei, W. Li, Y. Yang, T. Jin, J. F. Wild, T. Luo*, D. Long*, Y. Yang*, Designing electrolytes with high solubility of sulfides and disulfides for K-Na/S batteries with high energy density and low cost, Nat. Comms. 15, 7771 (2024)
  29. J. Xu, A. Suleiman, G. Liu, R. Zhang, M. Jiang, R. Guo, T. Luo*, Transcend the Boundaries: Machine Learning for Designing Polymeric Membrane Materials for Gas Separation – A Review, Chemical Physical Review, 5, 041311 (2024)
  30. Z. Cheng, K. Wang, A. M.N. Tanvir, W. Shang, T. Luo, Y. Zhang, A. W. Dowling, D. B. Go, Bayesian Optimization of Low-Temperature Nonthermal Plasma Jet Sintering of Nanoinks, ACS Applied Materials & Interfaces, 10.1021/acsami.4c07936 (2024)
  31. S. Kim, J. Xu, W. Shang, Z. Xu, E. Lee*, and T. Luo* A review on machine learning-guided design of energy materials, Progress in Energy, 10.1088/2516-1083/ad7220 (2024)
  32. J. Xu, A. Suleiman, G. Liu, M. Perez, R. Zhang, M. Jiang, R. Guo*, T. Luo*, Superior Polymeric Gas Separation Membrane Designed by Explainable Graph Machine Learning, Cell Reports Physical Science, 5, 102067 (2024)
  33. D. Akhare, Z. Chen, R. Gulotty, T. Luo*, J. X. Wang*, Probabilistic Physics-integrated Neural Differentiable Modeling for Isothermal Chemical Vapor Infiltration Process, npj Computational Materials, in press (2024)
  34. F. Zhang, L. Patra, Y. Chen, W. Ouyang, P. Sarte, S. Adajian, X. Zou, T. Luo, B. Liao*, Room-temperature Magnetic Thermal Switching by Suppressing Phonon-Magnon Scattering, Phys. Rev. B, 109, 184411 (2024)
  35. A. N. M. Tanvir, M. O. Bappy, M. Zeng, W. Shang, K. Wang, K. Song, Y. Liu, E. Isotta, M. Kanatzidis, G. Snyder, A. Dowling, T. Luo, Y. Zhang*, High performance thermoelectric composites via scalable and low-cost ink processing, Energy & Environmental Science, 17, 4560-4568 (2024)
  36. S. Kim, S. Park, S. Moon, Q. Zhang, S. Kim, T. Luo*, E. Lee*, Quantum Annealing-aided Design of an Ultrathin-Metamaterial Optical Diode, Nano Convergence, 11, 16 (2024)
  37. Y. Pang*, J. Li, Z. Wen, T. Liang, S. Gao, M. Yang, D. Huang, J. Xu*, T. Luo*, X. Zeng*, R. Sun, An Ultra-soft Thermal Diode, Materials Today Physics, 101450 (2024)
  38. J. Xu, T. Luo*, Unlocking enhanced thermal conductivity in polymer blends through active learning, npj Computational Materials, 10, 74 (2024)
  39. R. Li, K. Hussain, M. Liao, K. Huynh, M. S. B. Hoque, S. Wyant, Y. R. Koh, Z. Xu, Y. Wang, D. Luccioni, Z. Cheng, J. Shi, E. Lee, S. Graham, A. Henry, P. Hopkins, M. Goorsky, A. M. Khan, T. Luo*, Enhanced Thermal Boundary Conductance across GaN/SiC Interfaces with AlN Transition Layers, ACS Appl. Mat. Int., 16, 8109 (2024)
  40. S. Kim, S. Jung, A. Bobbitt, E. Lee*, T. Luo*, Wide-angle spectral filter for energy-saving windows designed by quantum annealing-enhanced active learning, Cell Reports Physical Science, 5, 101847 (2024)
  41. R. Jian, S. Wu, S. Tian, A. Mashhadian, Z. Xu, S. Leonardi, T. Luo*, G. Xiong*, Anisotropic fluid flows in black phosphorus nanochannels, Phys. Chem. Chem. Phys., 26, 3890 (2024)
  42. Q. Zhang, D. Mo, S. Moon, J. Janowitz, D. Ringle, D. Mays, A. Diddle, J. Rexroat, E. Lee*, T. Luo*, Bubble Nucleation and Growth on Microstructure Surface under Microgravity, npj Microgravity, 10, 13 (2024)
  43. S. Moon, L. M. Martin, S. Kim, Q. Zhang, R. Zhang, W. Xu* and T. Luo*, Direct Observation and Identification of Nanoplastics in Ocean Water, Science Advances, 10, eadh1675 (2024)
  44. G. Liu, E. Inae, T. Luo, M. Jiang, Rationalizing Graph Neural Networks with Data Augmentation, ACM Transactions on Knowledge Discovery in Data, 18, 1 (2024)
  45. S. Wu, A. Mashhadian, R. Jian, S. Tian, T. Luo, G. Xiong, Designing interconnected passages by “legs-to-head” directional U-shape freeze casting to boost solar-driven self-pumping oil spill recovery, J. Mat. Chem. A, doi.org/10.1039/d3ta07164b (2024)
  46. J. Zhou, R. Li, T. Luo*, Physics-informed neural networks for solving time-dependent mode-resolved phonon Boltzmann transport equation, npj Computational Materials 9, 212 (2023)
  47. S. Wu, Z. Xu, R. Jian, S. Tian, L. Zhou, T. Luo*, G. Xiong*, Molecular Alignment-Mediated Stick−Slip Poiseuille Flow of Oil in Graphene Nanochannels, J. Phys. Chem. B, 127, 6184−6190 (2023)
  48. W. Shang, M. Zeng, A. N. M. Tanvir, K. Wang, M. Saeidi-Javash, A. Dowling*, T. Luo*, Y. Zhang* Hybrid Data-driven Discovery of High-performance Silver Selenide-based Thermoelectric Composites, Adv. Mat., 35, 2212230 (2023)
  49. S. Tian, T. Hwang, Y. Tian, Y. Zhou, L. Zhou, T. Milazzo, S. Moon, S. Malakpour Estalaki, S. Wu, R. Jian, K Balkus, T. Luo, K. Cho, G. Xiong*, Suppressing Dendrite Growth and Side Reactions via Mechanically Robust Laponite-Based Electrolyte Membranes for Ultrastable Aqueous Zinc-Ion Batteries, ACS Nano, https://doi.org/10.1021/acsnano.3c03500 (2023)
  50. A. Mandal, E. Lee*, T. Luo*, Analytical Model of Optical Force on Supercavitating Plasmonic Nanoparticles, Optic Exp. 31, 21972-21987 (2023)
  51. S. Tian, T. Hwang, S. Malakpour Estalaki, Y. Tian, L. Zhou, T. Milazzo, S. Moon, S. Wu, R. Jian, K. Balkus, T. Luo*, K. Cho*, G. Xiong*, A Low-Cost Quasi-Solid-State “Water-in-Swelling-Clay” Electrolyte Enabling Ultrastable Aqueous Zinc-Ion Batteries, Adv. Ene. Mat., 2300782 (2023)
  52. R. Li, E. Lee, T. Luo*, Physics-informed deep learning for solving coupled electron and phonon Boltzmann transport equations, Phys. Rev. App., 19, 064049 (2023)
  53. S. Malakpour Estalaki, K. Manukyan, T. Luo*, Bayesian Optimization of Metastable Nickel Formation During the Spontaneous Crystallization under Extreme Conditions, J. App. Phys. 133, 215901 (2023)
  54. S. Tian, L. Zhou, W. He, Y. Tian, Y. Zhou, S. Wu, R. Jian, K. J. Balkus Jr, T. Luo, G. Xiong*, Synergistically Regulating Dendrite Growth and Hydrogen Evolution of Zn Metal Anode by Self-Assembled Nanoporous Polyacrylic Acid-Zinc Interlayer, Chem. Eng. Journal, 462, 142276 (2023)
  55. Z. Xu, S. Wu, S. Tian, D. Huang, G. Xiong, T. Luo*, Molecular-Level Understanding of the Effect of Water on Oil Transport in Graphene Nanochannels, J. Phys. Chem. C, 127, 3671 (2023)
  56. K. Wang, M. Zeng, J. Wang, W. Shang, Y. Zhang, T. Luo, A. W. Dowling*, When physics-informed data analytics outperforms black-box machine learning: A case study in thickness control for additive manufacturing, Digital Chemical Engineering 6, 100076 (2023)
  57. S. Wu, R. Jian, S. Tian, L. Zhou, T. Luo, G. Xiong*, Simultaneous Solar-Driven Seawater Desalination and Continuous Oil Recovery, Nano Energy 107, 108160 (2023)
  58. R. Contreras, D. Celentano, T. Luo, Z. Liu, J.O. Morales-Ferreiro, Thermal Transport of Niobium Diselenide Monolayer from First Principles Calculations, Nanomaterials 13, 315 (2023)
  59. D. Akhare, T. Luo, J. Wang*, Physics-integrated Neural Differentiable (PiNDiff) Model for Composites Manufacturing, Computer Methods in Applied Mechanics and Engineering, 406, 115902 (2023)
  60. M. Saeidi-Javash, K. Wang, M. Zeng, T. Luo, A. W. Dowling, Y. Zhang*, Machine learning-assisted ultrafast flash sintering of high-performance and flexible silver–selenide thermoelectric devices, Energy & Environmental Science, 15, 5093-5104 (2022)
  61. S. Wu, S. Tian, R. Jian, L. Zhou, T. Luo, G. Xiong*, Bio-Inspired Salt-Fouling Resistant Graphene Evaporators for Solar Desalination of Hypersaline Brines, Desalination, 546, 116197 (2022)
  62. S. Kim, W. Shang, S. Moon, T. Pastega, E. Lee, T. Luo*, High-Performance Transparent Radiative Cooler Designed by Quantum Computing, ACS Energy Letters, 7, 4134 (2022)
  63. Z. Liu, M. Jiang, T. Luo*, Leveraging Low-Fidelity Data to Improve Machine Learning of Sparse High-Fidelity Thermal Conductivity Data via Transfer Learning, Mat. Today Phys., 28, 100868 (2022)
  64. R. Ma, H. Zhang, J. Xu, L. Sun, Y. Hayashi, R. Yoshida, J. Shiomi, J. Wang T. Luo*, Machine Learning-Assisted Exploration of Thermally Conductive Polymers Based on High-Throughput Molecular Dynamics Simulations, Mat. Today Phys. 28, 100850 (2022)
  65. S. Wu, D. Huang, H. Yu, S. Tian, A. Malik, T. Luo, G. Xiong, Molecular Understanding of the Effect of Hydrogen on Graphene Growth by Plasma-Enhanced Chemical Vapor Deposition, Phys. Chem. Chem. Phys. 24, 10297 (2022)
  66. S. Wu, Z. Xu, S. Tian, T. Luo*, G. Xiong*, Enhanced Water Evaporation under Spatially Gradient Electric Fields: A Molecular Dynamics Study, Journal of Molecular Liquids, 360, 119410 (2022)
  67. S. Tian, Z. Xu, S. Wu, T. Luo*, G. Xiong*, Anisotropically Tuning Interfacial Thermal Conductance between Graphite and Poly(ethylene oxide) by Lithium-ion Intercalation: A Molecular Dynamics Study, International Journal of Heat and Mass Transfer 195, 123134 (2022)
  68. D. Huang, S. Wu, G. Xiong*, T. Luo*, Effect of Electric Field on Water Free Energy in Graphene Nanochannel, J. App. Phys. 132, 015104 (2022)
  69. M. K. Zakaryan, S. Malakpour Estalaki, S. Kharatyan, A. M. Matzner, A. S. Mukasyan, T. Luo, K. V. Manukyan*, Spontaneous Crystallization for Tailoring Polymorphic Nanoscale Nickel with Superior Hardness, J. Phys. Chem. C. 126, 12301 (2022)
  70. S. Malakpour Estalaki, C. S. Lough, R. G. Landers, E. Kinzel, T. Luo*, Predicting Defects in Laser Powder Bed Fusion using in-situ Thermal Imaging Data and Machine Learning, Additive Manufacturing, 58, 103008 (2022)
  71. S. Wu, S. Tian, R. Jian, T. Milazzo, T. Wu, T. Luo*, G. Xiong*, Graphene Petal Foams with Hierarchical Micro- and Nano-Channels for Ultrafast Spontaneous and Continuous Oil Recovery, J. Mater. Chem. A, 10, 11651 (2022)
  72. Q. Zheng, D. Chalise, M. Jia, Y. Zeng, M. Zeng, M. Saeidijavash, G. Uahengo, S. Kaur, J. Garary, T. Luo, Y. Zhang, R. Prasher, C. Dames. Structured Illumination with Thermal Imaging (SI-TI): a dynamically reconfigurable optical method for parallelized thermal measurements, App. Phys. Rev. 9, 021411 (2022)
  73. A. Rohskopf, R. Li, T. Luo, A. Henry*, A Computational Framework for Modelling and Simulating Vibrational Mode Dynamics, Model Simul. Mat. Sci. Eng., https://doi.org/10.1088/1361-651X/ac5ebb (2022)
  74. X. Wei, T. Luo*, Effect of Side-Chain π-π Stacking on the Thermal Conductivity Switching in Azobenzene Polymers: A Molecular Dynamics Simulation Study, Phys. Chem. Chem. Phys., 24, 10272 (2022)
  75. R. Ma, H. Zhang, T. Luo*, Explore Amorphous Polymers with High Thermal Conductivity through Reinforcement Learning, ACS Appl. Mater. Interfaces, 14, 15587 (2022)
  76. X. Zhao, T. Luo, H. Jin*, Predicting Diffusion Coefficients of Binary and Ternary Supercritical Water Mixtures via Machine and Transfer Learning with Deep Neural Network, Ind. Eng. Chem. Res. doi.org/10.1021/acs.iecr.2c00017 (2022)
  77. R. Li, J. Wang, E. Lee*, T. Luo*, Physics-Informed Deep Learning for Solving Phonon Boltzmann Transport Equation with Large Temperature Non-Equilibrium, NPJ Computational Materials, 8, 29 (2022)
  78. E. Lee*, T. Luo*, Negative Optical Force Field on Supercavitating Titanium Nitride Nanoparticles by a Single Plane Wave, Nanophotonics 11, 79 (2022)
  79. T. Zhang*, J. Xu, T. Luo*, Extremely High Thermal Conductivity of Aligned Polyacetylene Predicted using First-Principles-Informed United-Atom Force Field, ES Energy & Environment, 16, 67-73 (2022)
  80. Z. Cheng, R. Li, X. Yan, G. Jernigan, J. Shi, M. E. Liao, N. Hines, C. A. Gadre, J. C. Idrobo, E. Lee, K. D. Hobart, M. S. Goorsky, X. Pan*, T. Luo*, S. Graham*, Experimental Observation of Localized Interfacial Phonon Modes, Nat. Comms. 12, 6901 (2021)
  81. S. Tian, D. Huang, Z. Xu, S. Wu, T. Luo*, G. Xiong*, Enhanced Thermal Transport across the Interface between Charged Graphene Electrode and Poly(ethylene oxide) Electrolyte by Non-covalent Functionalization, International Journal of Heat and Mass Transfer, https://doi.org/10.1016/j.ijheatmasstransfer.2021.122188 (2021)
  82. Y. Koh, M. S. Bin Hoque, D. H. Olson, H. Ahmad, Z. Liu, J. Shi, W. Steven, K. Huynh, E. R. Hoglund, J. M. Howe, M. S. Goorsky, S. Graham, T. Luo, J. K. Hite, W. A. Doolittle, P. E. Hopkins, High thermal conductivity and thermal boundary conductance of homoepitaxially grown gallium nitride (GaN) films with thicknesses, Physics Review Materials, 5, 104604 (2021)
  83. S. Moon, R. Ma, R. Attardo, C. Tomonto, M. Nordin, P. Wheelock, M. Glavicic, M. Layman, R. Billo, T. Luo*, Impact of surface and pore characteristics on fatigue life of laser powder bed fusion Ti–6Al–4V alloy described by neural network models, Sci. Rep., 11, 1 (2021)
  84. Z. Xu, D. Huang, T. Luo*, Molecular-Level Understanding of Efficient Thermal Transport across Silica-Water Interface, J. Phys. Chem. C, https://doi.org/10.1021/acs.jpcc.1c06571 (2021)
  85. S. Moon, Q. Zhang, Z. Xu, D. Huang, S. Kim, J. Schiffbauer*, E. Lee*, T. Luo*, Plasmonic Nanobubbles – A Perspective, J. Phys. Chem. C, https://doi.org/10.1021/acs.jpcc.1c07244 (2021)
  86. X. Wei, Z. Huang, S. Koch, M. Zamengo, Y. Deng, M. Minus, J. Morikawa, R. Guo and T. Luo*, Thermal Conductivity of Pentiptycene-Based Poly(o-hydroxyimide) Copolymers: A Study via Integrated Experiments and Simulation, ACS Appl. Poly. Mat., 3, 2979 (2021)
  87. M. S. B. Hoque, Y. R. Koh, J. L. Braun, A. Mamun, Z. Liu, K. Huynh, M. Liao, K. Hussain, Z. Cheng, E. R. Hoglund, D. H. Olson, J. A. Tomko, K. Aryana, R. Galib, J. T. Gaskins, M. Elahi, Z. C. Leseman, J. M. Howe, T. Luo, S. Graham, M. S. Goorsky, A. Khan, and P. E. Hopkins, High In-Plane Thermal Conductivity of Aluminum Nitride Thin Films, ACS Nano, https://doi.org/10.1021/acsnano.0c09915 (2021)
  88. R. Li, E. Lee*, T. Luo*, Physics-Informed Neural Networks for Solving Multiscale Mode-Resolved Phonon Boltzmann Transport Equation, Materials Today Physics, 19, 100429 (2021)
  89. Q. Zhang, E. Lee, T. Luo*, Optically Driven Nanoparticles Seed Surface Bubble Nucleation in Plasmonic Suspension, Nano Letters, https://doi.org/10.1021/acs.nanolett.0c04913 (2021)
  90. E. Lee*, S. Moon and T. Luo*, Phase Profile in Superposition of Bessel Beam Modulates Local Axial Optical Force on Rayleigh and Mie Dielectric Spheres, Optik, https://doi.org/10.1016/j.ijleo.2021.167032 (2021)
  91. L. Sun, P. Kumar, Z. Liu, J. Choi, S. Roesch, K. Tran, J. Casara, E. Priego, Y. Chang, G. Moody, K. Silverman, V. O. Lorenz, M. Scheibner, T. Luo and X. Li, Phonon Dephasing Dynamics in MoS2, Nano Letters, 21, 1434 (2021)
  92. T. Corrado, Z. Huang, D. Huang, N. Wamble, T. Luo and R. Guo, Pentiptycene-based Ladder Polymers with Configurational Free Volume for High Gas Separation Performance and Physical Aging Resistance, PNAS, DOI: 10.1073/pnas.2022204118 (2021)
  93. D. Huang, E. Lee, J. Schiffbauer, T. Luo*, Ballistic Brownian Motion of Supercavitating Nanoparticles, Phys. Rev. E, 103, 042104 (2021)
  94. Z. Liu, T. Luo*, Thermal Transport in Superconducting Niobium Nitride: A First-Principles Study, App. Phys. Lett. 118, 043102 (2021)
  95. X. Wei, Z. Wang, Z. Tian* and T. Luo*, Thermal Transport in Polymers: A Review (invited) J. Heat Transfer 143, 072101 (2021)
  96. A. G. Del Rio, T. Luo, A. Dowling*, Molecular design targets and optimization of low-temperature thermal desalination systems, Desalination, 504, 114941 (2021)
  97. J. Guo, Z. Tucker, Y. Wang, B. Ashfeld* and T. Luo*, Ionic Liquid Enables Highly Efficient Low Temperature Desalination by Directional Solvent Extraction, Nature Communications, 12, 437 (2021)
  98. X. Zhao, T. Luo, H. Jin*, A Predictive Package for Self-, Maxwell-Stefan, and Fick Diffusion Coefficients of Binary Supercritical Water Mixtures, Journal of Molecular Liquids, 324, 114735 (2020)
  99. S. Wu, T. Luo, G. Xiong*, Plasmon Hybridization-induced Ultra-broadband High Absorption in Titanium Nitride Metastructures, Plasmonics, doi:10.1007/s11468-020-01324-2 (2020)
  100. M. Nazari, A. Davoodabadi, D. Huang, T. Luo* and H. Ghasemi*, Transport Phenomena in Nano/Molecular Confinements, ACS Nano, 14, 16348 (2020)
  101. Q. Zhang,* R. Pang, T. Luo, M. A. Van Hove,* Controlling the Rotational Barrier of Single Porphyrin Rotors on Surfaces, J. Phys. Chem. B, 124, 953 (2020)
  102. R. Ma, T. Luo*, PI1M: A Benchmark Database for Polymer Informatics, Journal of Chemical Information and Modeling, 60, 4684 (2020)
  103. R. Li, Z. Liu, A. Rohskopf, K. Gordiz, A. Henry, E. Lee,* and T. Luo*, A deep neural network interatomic potential for studying thermal conductivity of β-Ga2O3, App. Phys. Lett., 117, 152102 (2020)
  104. Z. Liu, M. Jiang, T. Luo*, Leverage Electron Property to Predict Phonon Properties via Transfer Learning, Science Advances, 6, eabd1356 (2020)
  105. C. Xu, Z. Bo, S. Wu, Z. Wen, J. Chen, T. Luo, E. Lee, G. Xiong*, R. Amal, A. T. S. Wee, J. Yan, K. Cen, T. S. Fisher*, and K. Ostrikov*, Vertical graphene nano-antennas for solar-to-hydrogen energy conversion, Solar Energy, 208, 379 (2020)
  106. R. Shrestha, Y. Luan, X. Luo, W. Gong, P. Smith, M. Bockstaller, S. Shin, P. Smith, R. Chen, T. Luo, T. Zhang, K. Hippalgaonkar, S. Shen*, Dual-Mode Solid-State Thermal Rectification, Nature Communications, 11, 1 (2020)
  107. S. Wu, Q. Chen, B. Gong, H. Yang, Y. Tian, C. Xu, X. Guo, G. Xiong, T. Luo, J. Yan, K. Cen, Z. Bo, K. Ostrikov and T. Fisher, Plasma-made graphene nanostructures with molecularly dispersed F and Na sites for solar desalination of oil-contaminated seawater with complete in-water and in-air oil rejection, ACS App. Mat. Int., 15, 38512 (2020)
  108. R. Ma, Y. Colon*, T. Luo*, A Transfer Learning Study of Gas Adsorption in Metal-Organic Frameworks, ACS App. Mat. Int., 12, 34041 (2020)
  109. M. Nazari, A. Davoodabadi, D. Huang, T. Luo* and H. Ghasemi*, On Interfacial Viscosity in Nanochannels, Nanoscale, 12, 14626 (2020)
  110. Y. Koh, Z. Cheng, M. Abdullah, M S. B. Hoque, Z. Liu, M. Liao, J. L. Braun, M. Gaevski, L. Yates, J. T. Gaskins, J. Tomko, M. S. Goorsky, T. Luo, A. Khan, S. Graham, and P. E. Hopkins*, Bulklike intrinsic phonon thermal conductivity of micrometer-thick AlN films, ACS App. Mat. Int., 12, 29443 (2020)
  111. Z. Cheng, Y. R. Koh, H. Ahmad, R. Hu, J. Shi, M. Liao, Y. Wang, T. Bai, R. Li, E. Lee, E. Clinton, C. Matthews, Z. Engel, L. Yates, T. Luo, M. Goorsky, A. Doolittle, Z. Tian, P. Hopkins, and S. Graham*, Thermal Conductance across Harmonic-Matched Epitaxial Al-Sapphire Heterointerfaces, Nature Communications Physics, 3, 115 (2020)
  112. J. Guo, S. Luo, Z. Liu and T. Luo*, Arsenic Removal from Water Using Directional Solvent Extraction Driven by Low Temperature Heat Sources, Journal of Chemical & Engineering Data, 65, 2938 (2020)
  113. Q. Zhang, R. D. Neal, D. Huang, N. Svetlana, E. Lee*, T. Luo*, Surface Bubble Growth in Plasmonic Nanoparticle Suspension, ACS App. Mat. Int., 12, 26680 (2020)
  114. S. Moon, Q. Zhang, D. Huang, S. Senapati, C. Chang, E. Lee*, T. Luo*, Biocompatible Direct Deposition of Functionalized Nanoparticles using Shrinking Surface Plasmonic Bubble, Advanced Materials Interfaces, https://doi.org/10.1002/admi.202000597 (2020)
  115. E. Lee, D. Huang, T. Luo*, Ballistic Supercavitating Nanoparticle Driven by Optical Pushing and Pulling Forces, Nature Communications, 11, 2404 (2020)
  116. E. Lee*, T. Luo*, Long-distance optical pulling of nanoparticle in a low index cavity using a single plane wave, Science Advances, 6, eaaz3646 (2020)
  117. L. Xu, Y. Pang, D. Huang, H. Zhuang, W. Liu, P. Lee, T. Luo, S. Zhang, L. Feng, Increasing ammonia recovery from high-level ammonium wastewater via adding sodium sulfate to prevent nitrogen generation in the cathode, Environmental Research, 186, 109521 (2020)
  118. Z. Cheng, Y. Koh, A. Mamun, J. Shi, T. Bai, K. Huynh, L. Yates, Z. Liu, R. Li, E. Lee, M. Liao, Y. Wang, H. Yu, M. Kushimoto, T. Luo, M.S Goorsky, P. E. Hopkins, H. Amano, A. Khan, S. Graham, Experimental Observation of High Intrinsic Thermal Conductivity of AlN, Phys. Rev. Mat., 4, 044602 (2020)
  119. Y. Wang, S. Luo, J. Guo, M. Liu, J. Wang, J. Yan, T. Luo*, LIS-PRO: A New Concept of Power Generation from Low Temperature Heat using Liquid-phase Ion-Stripping-Induced Salinity Gradient, Energy, 200, 117593 (2020)
  120. X. Wei*, R. Ma and T. Luo*, Thermal Conductivity of Polyelectrolytes with Different Counterions, J. Phys. Chem. C, 124, 4483-4488 (2020)
  121. R. Li, E. Lee and T. Luo*, A Unified Deep Neural Network Potential Capable of Predicting Thermal Conductivity of Silicon in Different Phases, Materials Today Physics, 12, 100181 (2020)
  122. Y. Pang, J. Zhang, R. Ma, Z. Qu*, E. Lee* and T. Luo*, Solar-Thermal Water Evaporation: A Review, ACS Energy Letters, 5, 437−456 (2020)
  123. Q. Zhang, Y. Pang, J. Schiffbauer, A. Jemcov, H. Chang, E. Lee, and T. Luo*, Light-guided surface plasmonic bubble movement via contact line de-pinning by in-situ deposited plasmonic nanoparticle heating, ACS App. Mat. Int. 11, 48525 (2019)
  124. S. Wu, H. Yang, G. Xiong, Y. Tian, B. Gong, T. Luo, T. Fisher, J. Yan, K. Cen, Z. Bo*, K. Ostrikov, Spill-SOS: self-pumping siphon-capillary oil recovery, ACS Nano 13, 13027 (2019)
  125. Y. Tian, H. Yang, S. Wu, J. Yan, K. Cen, T. Luo, G. Xiong, Z. Bo* and K. Ostrikov, Beyond Lotus: Plasma Nanostructuring Enables Better-than-Nature Energy and Water Conversion and Use, Nano Energy 66, 104125 (2019)
  126. R. Shrestha, Y. Luan, S. Shin, T. Zhang, W. Gong, M. Bockstaller, T. Luo, R. Chen, K. Hippalgaonkar, S. Shen*, Solid-State Polymer Nanofiber Thermal Switches and Diodes by Structural Phase Transition, Science Advances 5, eaax3777 (2019)
  127. D. Huang, T. Zhang, G. Xiong, L. Xu, Z. Qu*, E. Lee* and T. Luo*, Tuning Water Slip Behavior in Nanochannels using Self-Assembled Monolayers, ACS App. Mat. Int. 11, 32481 (2019)
  128. R. Li, K. Gordiz, A. Henry, P. Hopkins, E. Lee*, and T. Luo*, Effect of light atoms on thermal transport across solid-solid interfaces, Phys. Chem. Chem. Phys. 21, 17029 (2019)
  129. R. Ma, Z. Liu, Q. Zhang, Z. Liu and T. Luo*, Evaluating Polymer Representations via Quantifying Structure-Property Relationships, J. of Chem. Info. Model., 59, 3110 (2019)
  130. X. Wei*, T. Luo*, The Chain Length Effect on Thermal Transport in Amorphous Polymers and A Structure-Thermal Conductivity Relation, Phys. Chem. Chem. Phys. 21, 15523 (2019)
  131. X. Wei, T. Luo*, A phonon wave packet study of thermal energy transport across functionalized hard-soft interfaces, J. App. Phys., 126, 015301 (2019)
  132. S. Wu, G. Xiong, H. Yang, B. Gong, Y. Tian, C. Xu, Y. Wang, T. Fisher, J. Yan, K. Cen, T. Luo, Z. Bo* and K. Ostrikov, Multifunctional solar waterways: plasma-enabled self-cleaning nano-architectures for energy-efficient desalination, Advanced Energy Materials, 9, 1901286 (2019)
  133. X. Wei, T. Luo*, Role of Ionization in Thermal Transport of Solid Polyelectrolytes, J. Phys. Chem. C, 123, 12659 (2019)
  134. S. Alotaibi*, O. M. Ibrahim, Y. Wang and T. Luo, Exergy analysis of a continuous water desalination process using directional solvent extraction, Entropy 21, 321 (2019)
  135. E. Lee, T. Luo*, Black Body-like Radiative Cooling for Flexible Thin-Film Solar Cells, Solar Energy Materials and Solar Cells, 194, 222 (2019)
  136. Y. Pang, J. Yang, T. E. Curits, S. Luo, Z. Feng, D. Huang, J. O. Morales-Ferreiro, Q. Zhang, E. Lee, Y. Huang, R. Guo, R. K. Roeder, and T. Luo*, Exfoliated Graphene Leads to Exceptional Mechanical Properties of Composite Polymer Films, ACS Nano 13, 1097–1106 (2019)
  137. J. Gaskins, G. Kotsonis, A. Giri, S. Ju, A. Rohskopf, Y. Wang, T. Bai, E. Sachet, C. Shelton, Z. Liu, Z. Cheng, B. Foley, S. Graham, T. Luo, A. Henry, M. Goorsky, J. Shiomi, J. Maria, P. Hopkins*, Thermal boundary conductance across heteroepitaxial ZnO/GaN interfaces: Failures of the phonon gas model, Nano Letters 18, 7469 (2018)
  138. R. Ma, X. Wan; T. Zhang, N. Yang*, T. Luo*, Role of Molecular Polarity in Thermal Transport of Boron Nitride–Organic Molecule Composites, ACS Omega 3, 12530 (2018)
  139. S. Luo, Y. Pang, T. Luo*, A Continuous Directional Solvent Extraction Desalination Process Realized with the Aid of Electrocoalescence, Journal of Chemical Engineering & Process Technology 9, 392 (2018)
  140. E. Lee, E. Menumerov, R. A. Hughes, S. Neretina, T. Luo*, Large-Scale and Low-Cost Nanostructures from Nanoparticle-Assisted Lithography Significantly Enhance Thermal Energy Transport across Solid Interfaces, ACS Appl. Mat. Int. 10, 34690 (2018)
  141. D. Huang, R. Ma, T. Zhang, T. Luo*, The Origin of Hydrophilic Surface Functionalization-Induced Thermal Conductance Enhancement across Solid-Water Interfaces, ACS Appl. Mat. Int. 10, 28159 (2018)
  142. J. Kim, J. Lee, C. Moon, J. Park, S. Choi, S. Lee, W. Kim, T. Luo, H. Lee, D. Kim*, Paved phonon transport route in graphene by vapor phase process, International Journal of Thermal Sciences 133, 266-272 (2018)
  143. Z. Liu, J. Morales-Ferreiro, T. Luo*, First-principles Study of Thermoelectric Properties of Blue Phosphorene, App. Phys. Lett., 113, 063903 (2018)
  144. X. Wei, T. Luo*, The Effect of Block Ratio on the Thermal Conductivity of Amorphous Polyethylene-Polypropylene (PE-PP) Diblock Copolymers, Phys. Chem. Chem. Phys., 20, 20534 (2018)
  145. J. Garg*, T. Luo, G. Chen, Spectral concentration of thermal conductivity in GaN – A first-principles study, App. Phys. Lett., 112, 252101 (2018)
  146. R. Ma, D. Huang, T. Zhang, T. Luo*, Determining Influential Descriptors for Polymer Chain Conformation Based on Empirical Force-fields and Molecular Dynamics Simulations, Chem. Phys. Let., 704, 49 (2018)
  147. R. Shrestha, P. Li, T. Zhang, X. Wu, Z. Liu, T. Luo, K. Hippalgaonkar, M. de Boer, S. Shen, Crystalline Polymer Nanofibers with Ultra-high Strength and Thermal Conductivity, Nature Communications, 9, 1664 (2018)
  148. J. Schiffbauer, T. Luo*, Liquid phase stabilization versus bubble formation at a nanoscale curved interface, Phys. Rev. E., 97, 033106 (2018)
  149. X. Wei, T. Luo*, The Effects of Electrostatic Interaction and Chirality on the Friction Coefficient of Water Flow Inside Single-walled Carbon Nanotubes and Boron Nitride Nanotubes, J. Phys. Chem. C, 122, 5131 (2018)
  150. X. Wu, Z. Liu, T. Luo*, Magnon and Phonon Dispersion, Lifetime and Thermal Conductivity of Iron from Spin-Lattice Dynamics Simulations, J. App. Phys., 123, 085109 (2018)
  151. E. Lee, T. Luo*, Thermal Transport across Solid-Solid Interfaces Enhanced by Pre-Interface Isotope-Phonon Scattering, App. Phys. Lett. 112, 011603 (2018)
  152. Z. Liu, X. Wu, V. Varshney, J. Lee, G. Qin, A. K. Roy, M. Hu and T. Luo*, Bond Saturation Significantly Enhances Thermal Transport Capability of Two-Dimensional Pentagonal Materials, Nano Energy, 45, 1–9 (2018)
  153. J. Morales-Ferreiro*, D. E. Diaz-Droguet, D. Celentano, T. Luo, First-Principles Calculations of Thermoelectric Properties of IV-VI Chalcogenides 2D Materials, Frontiers in Mechanical Engineering, doi: 10.3389/fmech.2017.00015 (2017)
  154. X. Wei, T. Zhang, and T. Luo*, Molecular Fin Effect from Heterogeneous Self-Assembled Monolayer Enhances Thermal Conductance across Hard-Soft Interfaces, ACS Appl. Mat. & Int., 9, 33740–33748 (2017)
  155. S. Luo, J. Schiffbauer, T. Luo*, Effect of Cooling on Droplet Size in Supersaturation-Induced Emulsion, Phys. Chem. Chem. Phys, 19, 29855 – 29861 (2017)
  156. X. Wei, T. Zhang, and T. Luo*, Thermal Energy Transport across Hard-Soft Interfaces, ACS Energy Letters, invited perspective, 2, 2283–2292 (2017)
  157. M. Yarali, X. Wu, T. Gupta, L. Xie, Z. Zhu, J. Bao, S. Chen, T. Luo, N. Koratkar, A. Mavrokefalos, Effects of defects on the temperature dependent thermal conductivity of suspended monolayer MoS2 grown by chemical vapor deposition, Advanced Functional Materials, 27, 1704357 (2017)
  158. S. Alotaibi*, O. M. Ibrahim, S. Luo and T. Luo, Modeling of a continuous water desalination process using directional solvent extraction, Desalination, 420 114–124 (2017)
  159. E. Lee, T. Luo*, The Role of Optical Phonons in Intermediate Layer-Mediated Thermal Transport Across Solid Interfaces, Phys. Chem. Chem. Phys, 19, 18407 (2017)
  160. Y. Chang, C. Liu, S. Rouvimov, T. Luo, S. Feng, Electrochemical Synthesis to Convert Ag Film into Ag Nanoflowers with High Electrocatalytic Activity, Chem. Commun., 2017,53, 6752-6755 (2017)
  161. T. Yoo, E. Lee, S. Dong, X. Li, X. Liu, J. Furdyna, M. Dobrowolska, T. Luo*, Thermal Conductivity of Bi2(SexTe1-x)3 Alloy Films Grown by Molecular Beam Epitaxy, APL Materials, 5, 066101 (2017)
  162. J. Yang, Y. Pang, W. Huang, S. K. Shaw, J. Schiffbauer, M. A. Pillers, X. Mu, S. Luo, T. Zhang, Y. Huang, G. Li, S. Ptasinska, M. Lieberman, T. Luo*, Functionalized Graphene Enables Highly Efficient Solar Thermal Steam Generation, ACS Nano, 11, 5510–5518 (2017)
  163. M. Zhukovskyi, V. V. Plashnitsa, N. Petchsang, A. Ruth, A. Bajpai, F. Vietmeyer, Y. Wang, M. Brennan, Y. Pang, K. Werellapatha, B. Bunker, S. Chattopadhyay, T. Luo, B. Janko, P. Fay, M. Kuno*, Molybdenum carbamate nanosheets as a new class of potential phase change materials, Nano Letters, 17, 3902 (2017)
  164. F. Herrera, T. Luo, D. B. Go*, Thermal rectification under transient conditions: The role of thermal capacitance and thermal conductivity, J. Heat Trans., 139, 091301 (2017)
  165. X. Wu, V. Varshney, J. Lee, Y. Pang, A. K. Roy, T. Luo*, How to Characterize Thermal Transport Ability of 2D materials Fairly? – Sheet Thermal Conductance and the Choice of Thickness, Chem. Phys. Let., 669, 233-237 (2017)
  166. Z. Liu, X. Wu, T. Luo*, The Impact of Hydrogenation on the Thermal Transport of Silicene, 2D Materials, 4, 025002 (2017)
  167. E. Lee, T. Zhang, T. Yoo, T. Luo*, Nanostructures Significantly Enhance Thermal Transport across Solid Interfaces, ACS Appl. Mat. & Int., 8, 35505, DOI: 10.1021/acsami.6b12947 (2016)
  168. N. Ma, N. Tanen, A. Verma, Z. Guo, T. Luo, D. Jena*, Intrinsic Electron Mobility Limits in beta-Ga2O3, App. Phys. Lett., 109, 212101 (2016)
  169. T. Zhang, A. Gans, X. Zhang, C. Qu, F. Sun, S. Ptasinska, and T. Luo*, The Role of Hydrogen Bonds in Thermal Transport across Hard-Soft Material Interfaces, ACS Appl. Mat. & Int., 8, 33326-33334 (2016)
  170. X. Wei, T. Zhang, T. Luo*, Chain Conformation-Dependent Thermal Conductivity of Amorphous Polymer Blends: The Impact of Inter- and Intra-chain Interactions, Phys. Chem. Chem. Phys., 18, 32146 – 32154 (2016)
  171. S. Luo, J. Schiffbauer, T. Luo*, Effect of Electric Field Non-Uniformity on Droplets Coalescence, Phys. Chem. Chem. Phys., 18, 29786-29796 (2016)
  172. J. Morales-Ferreiro, D. E. Diaz-Droguet,* D. Celentano, J.S. Reparaz, C.M. Sotomayor Torres, S. Ganguli, and T. Luo, Effect of the Annealing on the Power Factor of Un-doped Cold-Pressed SnSe, Applied Thermal Engineering, 111, 1426 (2016)
  173. X. Mu, Z. Song, Y. Wang, Z. Xu, D. B. Go and T. Luo*, Thermal Transport in Oxidized Polycrystalline Graphene, Carbon 108, 318 (2016)
  174. E. Lee, T. Zhang, M. Hu, T. Luo*, Thermal Boundary Conductance Enhancement using Experimentally Achievable Nanostructured Interfaces – Analytical Study Combined with Molecular Dynamics Simulation, Phys. Chem. Chem. Phys., 18, 16794 (2016)
  175. X. Wu, J. Lee, V. Varshney, J. L. Wohlwend, A. K. Roy, T. Luo*, Hydrogenation of Penta-Graphene Leads to Unexpected Large Improvement in Thermal Conductivity, Nano Letters, 16, 3925–3935 (2016)
  176. T. Jiang, X. Zhang, S. Vishwanath, X. Mu, V. Kanzyuba, D. Sokolov, S. Ptasinska, D. B. Go, H. G. Xing, T. Luo*, Covalent bonding modulated graphene–metal interfacial thermal transport, Nanoscale, 8, 10993-11001 (2016)
  177. Z. Guo, S. Yoon, J. Manser, P. V. Kamat, and T. Luo*, Structural Phase- and Degradation-Dependent Thermal Conductivity of CH3NH3PbI3 Perovskite Thin Films, J. Phys. Chem. C 120, 6394 (2016)
  178. P. Li, S. Yang, T. Zhang, K. Hippalgaonkar, T. Luo, X. Zhang, S. Shen*, Tunable thermal transport in Polysilsesquioxane (PSQ) hybrid crystals, Scientific Reports, 6, 21452 (2016)
  179. X. Wu, J. Lee, V. Varshney, J. L. Wohlwend, A. K. Roy, T. Luo*, Thermal Conductivity of Wurtzite Zinc-Oxide from First-Principles Lattice Dynamics – a Comparative Study with Gallium Nitride, Scientific Reports 6, 22504 (2016)
  180. T. Zhang, T. Luo*, The Role of Chain Morphology and Stiffness in Thermal Conductivity of Amorphous Polymers, J. Phys. Chem. B 120, 803-812 (2016)
  181. Z. Song, X. Mu, T. Luo,* and Z. Xu,* Unzipping of Carbon Nanotubes is Geometry-Dependent, Nanotechnology, 27, 1 (2015)
  182. Z. Jin, Q. Liao, H. Fang, Z. Liu, W. Liu, Z. Ding, T. Luo, N. Yang*, A Revisit to High Thermoelectric Performance of Single-layer MoS2, Scientific Reports, 5, 18342 (2015)
  183. X. Wu, N. Yang, T. Luo*, Unusual Isotope Effect on Thermal Transport of Single Layer Molybdenum Disulphide (MoS2), Appl. Phys. Lett., 107, 191907 (2015)
  184. J. A. Johnson*, J. K. Eliason, A. A. Maznev, T. Luo, K. A. Nelson, Non-diffusive thermal transport in GaAs at micron length scales, J. App. Phys., 118, 155104 (2015)
  185. X. Mu, L. Wang, X. Yang, P. Zhang, A. C. To*, T. Luo*, Ultra-low Thermal Conductivity in Si/Ge Hierarchical Superlattice Nanowire, Scientific Reports, 5, 16697 (2015)
  186. N. Yang, T. Luo, K. Esfarjani, A. Henry, Z. Tian, J. Shiomi, Y. Chalopin, B. Li, G. Chen*, Thermal Interface Conductance between Aluminum and Silicon by Molecular Dynamics Simulations, Journal of Computational and Theoretical Nanoscience 12, 168-174 (2015)
  187. T. Zhang, T. Luo*, Giant Thermal Rectification from Polyethylene Nanofiber Thermal Diodes, Small, 11, 4657 (2015)
  188. Z. Guo, A. Verma, X. Wu, F. Sun, A. Hickman, T. Masui, A. Kuramata, M. Higashiwaki, D. Jena, T. Luo*, Anisotropic Thermal Conductivity in Single Crystal β-Gallium Oxide, Applied Physics Letters 106, 111909 (2015)
  189. X. Mu, T. Zhang, D. B. Go, T. Luo*, Coherent and Incoherent Phonon Thermal Transport in Isotopically Modified Graphene Superlattices, Carbon 83, 208 (2015)
  190. X. Wu and T. Luo*, Effect of Electron-Phonon Coupling on Thermal Transport across Metal-Nonmetal Interface – A Second Look, Europhys. Let. 110, 67004 (2015)
  191. Z. Guo, D. Lee, J. Strzalka, H. Gao, L. Huang, Ali M. Khounsary, T. Luo*, Thermal Conductivity of Organic Bulk Heterojunction Solar Cell: Unusual Binary Mixing Effect, Phys. Chem. Chem. Phys., 16, 26359 – 26364 (2014)
  192. T. Zhang, X. Wu and T. Luo*, Polymer Fibers with Outstanding Thermal Conductivity and Thermal Stability: Fundamental Linkage between Molecular Characteristics and Macroscopic Thermal Properties, J. Phys. Chem. C, 118, 21148–21159 (2014)
  193. Z. Guo, D. Lee; R. Schaller, X. Zuo; B. Lee, T. Luo, H. Gao and L. Huang*, Relationship between Interchain Interaction, Exciton Delocalization, and Charge Separation in Low-bandgap Copolymer Blends, Journal of the American Chemical Society, 136, 10024 (2014)
  194. F. Sun, T. Zhang, M. M. Jobbins, Z. Guo, X. Zhang, Z. Zheng, D. Tang, S. Ptasinska, T. Luo*, Molecular Bridge for Significantly Enhanced Thermal Transport across Hard-Soft Material Interfaces, Advanced Materials, 26, 6093-6099 (2014)
  195. Z. Guo, D. Lee, Y. Liu, F. Sun, A. Sliwinski, H. Gao, B. Peter, T. Luo*, Tuning the Thermal Conductivity of Solar Cell Polymers through Side Chain Engineering, Phys. Chem. Chem. Phys., 16, 7764 – 7771 (2014)
  196. S. Lee, K. Esfarjani, T. Luo, J. Zhou, Z. Tian and G. Chen*, Resonant bonding leads to low lattice thermal conductivity, Nature Communications, 5, 3525 (2014)
  197. X. Mu, X. Wu, T. Zhang, D. Go, T. Luo*, Thermal Transport in Graphene Oxide – From Ballistic Extreme to Amorphous Limit, Scientific Reports, 4, 3909 (2014)
  198. D. Rish, S. Luo, B. Kurtz, and T. Luo*, Exceptional Ion Rejection Ability of Directional Solvent for Non-Membrane Desalination, Applied Physics Letters, 104, 024102 (2014)
  199. R. Yan, J. Simpson, S. Bertolazzi, J. Brivio, M. Watson, X. Wu, A. Kis, T. Luo, A. H. Walker, and H. G. Xing*, Thermal Conductivity of Monolayer Molybdenum Disulfide Obtained from Temperature-Dependent Raman Spectroscopy, ACS Nano, 8, 986 (2014)
  200. X. Wu, T. Luo*, The Importance of Anharmonicity in Thermal Transport across Solid-Solid Interfaces, J. Appl. Phys., 115, 014901 (2013)
  201. T. Zhang and T. Luo*, High-Contrast, Reversible Thermal Conductivity Regulation Utilizing the Phase Transition of Polyethylene Nanofibers, ACS Nano, 7, 7592 (2013)
  202. T. Luo and G. Chen*, Nanoscale Heat Transfer – from Computation to Experiment, Phys. Chem. Chem. Phys., 15, 3389 (2013)
  203. T. Luo*, J. Garg, K. Esfarjani, J. Shiomi, G. Chen*, Gallium Arsenide Thermal Conductivity and Optical Phonon Relaxation Times from First-Principles Calculations, Europhys. Let., 101, 16001 (2013)
  204. T. Zhang and T. Luo*, Morphology-Influenced Thermal Conductivity of Polyethylene Single Chains and Crystalline Fibers, J. App. Phys., 112, 094304 (2012)
  205. T. Luo* and J. R. Lloyd*, Enhancement of Thermal Energy Transport across Graphene/Graphite and Polymer Interfaces – A Molecular Dynamics Study, Adv. Funct. Mater., 22, 2495 (2012)
  206. T. Luo, A. Bajpayee, A. Muto and G. Chen*, Directional Solvent for Membrane-Free Water Desalination – A Molecular Level Study, J. Appl. Phys., 110, 054905 (2011)
  207. T. Luo, K. Esfarjani, J. Shiomi, A. Henry and G. Chen*, Molecular Dynamics Study of Thermal Transport in Polydimethylsiloxane (PDMS), J. of App. Phys., 109, 074321 (2011)
  208. A. Bajpayee, T. Luo, A. Muto and G. Chen*, Very Low Temperature Membrane Free Desalination by Directional Solvent Extraction, Energy Environ. Sci., 4, 1672 (2011)
  209. T. Luo and J. R. Lloyd*, Molecular Dynamics Study of Thermal Transport in GaAs-SAM-GaAs Junctions with Ab-initio Characterization of Thiol-GaAs Bonds, J. of App. Phys., 109, 034301 (2011)
  210. T. Luo and J. R. Lloyd*, Non-Equilibrium Molecular Dynamics Study of Thermal Energy Transport in Au-SAM-Au Junctions, Int. J. of Heat and Mass Transfer, 53, 1 (2010)
  211. T. Luo and J. R. Lloyd*, Equilibrium Molecular Dynamics Study of Lattice Thermal Conductivity/Conductance of Au-SAM-Au Junctions, J. Heat Transfer, 132, 032401 (2010)
  212. T. Luo and J. R. Lloyd*, Grand Canonical Monte Carlo Simulation of Hydrogen Adsorption in Different Carbon Nano Structures, Int. J. of Ene. for a Clean Env., 10, 37 (2009)
  213. J. Tan, D. Qi* and T. Luo, A New Approach to the Calculation of Euler Work for Centrifugal Fan Impellers, Proc. IMechE, part C, J. of Mech. Eng. Sci., 223, 1591 (2009)
  214. T. Luo and J. R. Lloyd*, Ab-initio Molecular Dynamics Study of Nanoscale Thermal Energy Transport, J. Heat Transfer, 130, 122403 (2008)

Materials Informatics

  1. M. Ohnishi, T. Deng, P. Torres, Z. Xu, T. Tadano, H. Zhang, W. Nong, M. Hanai, Z. Wang, Z. Tian, M. Hu, X. Ruan, R. Yoshida, T. Suzumura, L. Lindsay, A. J. H. McGaughey, T. Luo, K. Hippalgaonkar, J. Shiomi*, Database and deep-learning scalability of anharmonic phonon properties by automated brute-force first-principles calculations, npj Computational Materials, in press (2026)
  2. G. Xu, R. Zhang, T. Luo*, Self-Driving Laboratory Optimizes the Lower Critical Solution Temperature of Thermoresponsive Polymers. Advanced Intelligent Discovery in press (2026)
  3. S. Alosious, M. Jiang, T. Luo*, Computation and machine learning for materials: Past, present, and future perspectives, MRS Bull. 50, 1212-1224 (2025)
  4. Z. Chen, M. Yacouti, M. Shakiba, J. Wang*, T. Luo, V. Varshney, Predicting Stress and Damage in Carbon Fiber-Reinforced Composites Deformation Process using Composite U-Net Surrogate Model, Theoretical and Applied Mechanics Letters, 100634 (2025)
  5. S. Hwang, S. Kim, Z. Xu, T. Luo, E. Lee, Higher-order factorization machine for accurate surrogate modeling in material design, Scientific Reports, 15, 35392 (2025)
  6. W. Shang, J. Zhou, J.P. Panda, Z. Xu, Y. Liu, P. Du, J.X. Wang*, T. Luo*, JAX-BTE: a GPU-accelerated differentiable solver for phonon Boltzmann transport equations, npj Computational Materials 11, 1-12, 2025
  7. R. Zhang, J. Xu, H. Zhang, G. Xu, T. Luo*, Active learning-guided exploration of thermally conductive polymers under strain, Digital Discovery, 10.1039/D4DD00267A (2025)
  8. A. Yeghishyan#, S. Malakpour Estalaki#, R. Chilukuri, M. Zakaryan, T. Luo, K. Manukyan, Harnessing Spontaneous Crystallization of Amorphous Nanoparticles for the Preparation of Metastable Cobalt, J. Phys. Chem. C, 128, 11456 (2024)
  9. R. Guo*, B. Cao, T. Luo, A. McGaughey, Machine Learning for Thermal Transport, J. App. Phys., 136, 160401 (2024) (editorial)
  10. J. Kim#, Y. Liu#, T. Luo, Z. Tian, Molecular Dynamics Simulations in Nanoscale Heat Transfer: A Mini Review, J. Heat Mass Transfer, 1-39 (2024)
  11. Z. Xu, W. Shang, S. Kim, A Bobbitt, E. Lee*, T. Luo*, Quantum-inspired genetic algorithm for designing planar multilayer photonic structure, npj Computational Materials, 10, 257 (2024)
  12. K. Song#, G. Xu#, A. N. M. Tanvir, K. Wang. M. O. Bappy, H. Yang, W. Shang, L. Zhou, A. Dowling, T. Luo, Y. Zhang, Machine Learning-Assisted 3D Printing of Thermoelectric Materials of Ultrahigh performance at Room Temperature, J. Mater. Chem. A, 12, 21243-21251 (2024)
  13. J. Xu, A. Suleiman, G. Liu, R. Zhang, M. Jiang, R. Guo, T. Luo*, Transcend the Boundaries: Machine Learning for Designing Polymeric Membrane Materials for Gas Separation – A Review, Chemical Physical Review, 5, 041311 (2024)
  14. Z. Cheng, K. Wang, A. M.N. Tanvir, W. Shang, T. Luo, Y. Zhang, A. W. Dowling, D. B. Go, Bayesian Optimization of Low-Temperature Nonthermal Plasma Jet Sintering of Nanoinks, ACS Applied Materials & Interfaces, 10.1021/acsami.4c07936 (2024)
  15. S. Kim, J. Xu, W. Shang, Z. Xu, E. Lee*, and T. Luo* A review on machine learning-guided design of energy materials, Progress in Energy, 10.1088/2516-1083/ad7220 (2024)
  16. J. Xu, A. Suleiman, G. Liu, M. Perez, R. Zhang, M. Jiang, R. Guo*, T. Luo*, Superior Polymeric Gas Separation Membrane Designed by Explainable Graph Machine Learning, Cell Reports Physical Science, 5, 102067 (2024)
  17. J. Xu, T. Luo*, Unlocking enhanced thermal conductivity in polymer blends through active learning, npj Computational Materials, 10, 74 (2024)
  18. G. Liu, E. Inae, T. Luo, M. Jiang, Rationalizing Graph Neural Networks with Data Augmentation, ACM Transactions on Knowledge Discovery in Data, 18, 1 (2024)
  19. W. Shang#, M. Zeng#, A. N. M. Tanvir#, K. Wang, M. Saeidi-Javash, A. Dowling*, T. Luo, Y. Zhang Hybrid Data-driven Discovery of High-performance Silver Selenide-based Thermoelectric Composites, Adv. Mat., 35, 2212230 (2023)
  20. K. Wang, M. Zeng, J. Wang, W. Shang, Y. Zhang, T. Luo, A. W. Dowling*, When physics-informed data analytics outperforms black-box machine learning: A case study in thickness control for additive manufacturing, Digital Chemical Engineering 6, 100076 (2023)
  21. S. Malakpour Estalaki, K. Manukyan, T. Luo*, Bayesian Optimization of Metastable Nickel Formation During the Spontaneous Crystallization under Extreme Conditions, J. App. Phys. 133, 215901 (2023)
  22. R. Contreras, D. Celentano, T. Luo, Z. Liu, J.O. Morales-Ferreiro, Thermal Transport of Niobium Diselenide Monolayer from First Principles Calculations, Nanomaterials 13, 315 (2023)
  23. M. Saeidi-Javash, K. Wang, M. Zeng, T. Luo, A. W. Dowling, Y. Zhang*, Machine learning-assisted ultrafast flash sintering of high-performance and flexible silver-selenide thermoelectric devices, Energy & Environmental Science, 15, 5093-5104 (2022)
  24. Z. Liu, M. Jiang, T. Luo*, Leveraging Low-Fidelity Data to Improve Machine Learning of Sparse High-Fidelity Thermal Conductivity Data via Transfer Learning, Mat. Today Phys., 28, 100868 (2022)
  25. R. Ma, H. Zhang, J. Xu, L. Sun, Y. Hayashi, R. Yoshida, J. Shiomi, J. Wang T. Luo*, Machine Learning-Assisted Exploration of Thermally Conductive Polymers Based on High-Throughput Molecular Dynamics Simulations, Mat. Today Phys. 28, 100850 (2022)
  26. S. Malakpour Estalaki, C. S. Lough, R. G. Landers, E. Kinzel, T. Luo*, Predicting Defects in Laser Powder Bed Fusion using in-situ Thermal Imaging Data and Machine Learning, Additive Manufacturing, 58, 103008 (2022)
  27. X. Zhao, T. Luo, H. Jin*, Predicting Diffusion Coefficients of Binary and Ternary Supercritical Water Mixtures via Machine and Transfer Learning with Deep Neural Network, Ind. Eng. Chem. Res. doi.org/10.1021/acs.iecr.2c00017 (2022)
  28. R. Ma, T. Luo*, Explore Amorphous Polymers with High Thermal Conductivity through Reinforcement Learning, ACS Appl. Mater. Interfaces, 14, 15587 (2022)
  29. S. Moon, R. Ma, R. Attardo, C. Tomonto, M. Nordin, P. Wheelock, M. Glavicic, M. Layman, R. Billo, T. Luo*, Impact of surface and pore characteristics on fatigue life of laser powder bed fusion Ti-6Al-4V alloy described by neural network models, Sci. Rep., 11, 1 (2021)
  30. Z. Liu, M. Jiang, T. Luo*, Leverage Electron Property to Predict Phonon Properties via Transfer Learning, Science Advances, 6, eabd1356 (2020)
  31. R. Ma, T. Luo*, PI1M: A Benchmark Database for Polymer Informatics, Journal of Chemical Information and Modeling, 60, 4684 (2020)
  32. R. Li, Z. Liu, A. Rohskopf, K. Gordiz, A. Henry, E. Lee,* and T. Luo*, A deep neural network interatomic potential for studying thermal conductivity of beta-Ga2O3, App. Phys. Lett., 117, 152102 (2020)
  33. R. Ma, Y. Colon*, T. Luo*, A Transfer Learning Study of Gas Adsorption in Metal-Organic Frameworks, ACS App. Mat. Int., 12, 34041 (2020)
  34. R. Ma, Z. Liu, Q. Zhang, Z. Liu and T. Luo*, Evaluating Polymer Representations via Quantifying Structure-Property Relationships, J. of Chem. Info. Model., 59, 3110 (2019)

Scientific AI

  1. Y. Liu, S. Alosious, J. Zhou, M. Jiang, T. Luo, Machine learning in nanoscale thermal transport, Annu. Rev. Heat Transf. 23, 173-214 (2025)
  2. J. Zhou, R. Li, W. Shang, Y. Liu, J. Panda, P. Du, X. Liu, J. Liang, B. Ma, J. Wang*, T. Luo*, Physics-Informed Neural Networks with Hard-Encoded Angle-Dependent Boundary Conditions for Phonon Boltzmann Transport Equation, Material Today Physics, in press (2025)
  3. H. Lee, S. Alosious, T. Luo, Y. Kim, Tunable Linear Weight Modulation via Ion Dynamics in Electrolyte-Gated Synaptic Transistors: Molecular Dynamics and Experimental Insights into Ion Concentration Effects, Advanced Functional Materials, in press (2025)
  4. D. Akhare, T. Luo*, J. X. Wang, HybridNDiff-UQ: Uncertainty Quantification for Hybrid Neural Differentiable Modeling, Theoretical and Applied Mechanics Letters, in press (2025)
  5. H. Zhang, T. Luo, J. Wang, Gradient-free optimization of non-differentiable hybrid neural solvers for spatially heterogeneous composites, Theoretical and Applied Mechanics Letters, doi.org/10.1016/j.taml.2025.100585 (2025)
  6. R. Li, J. Zhou, J. Wang, T. Luo*, Physics-Informed Bayesian Neural Networks for Solving Phonon Boltzmann Transport Equation in Forward and Inverse Problems With Sparse and Noisy Data, J. Heat Mass Transfer, 147, 032501 (2025)
  7. D. Akhare, Z. Chen, R. Gulotty, T. Luo, J. X. Wang, Probabilistic Physics-integrated Neural Differentiable Modeling for Isothermal Chemical Vapor Infiltration Process, npj Computational Materials, in press (2024)
  8. J. Zhou, R. Li, T. Luo*, Physics-informed neural networks for solving time-dependent mode-resolved phonon Boltzmann transport equation, npj Computational Materials 9, 212 (2023)
  9. R. Li, E. Lee, T. Luo*, Physics-informed deep learning for solving coupled electron and phonon Boltzmann transport equations, Phys. Rev. App., 19, 064049 (2023)
  10. D. Akhare, T. Luo, J. Wang*, Physics-integrated Neural Differentiable (PiNDiff) Model for Composites Manufacturing, Computer Methods in Applied Mechanics and Engineering, 406, 115902 (2023)
  11. R. Li, J. Wang, E. Lee*, T. Luo*, Physics-Informed Deep Learning for Solving Phonon Boltzmann Transport Equation with Large Temperature Non-Equilibrium, NPJ Computational Materials, 8, 29 (2022)
  12. A. Rohskopf, R. Li, T. Luo, A. Henry*, A Computational Framework for Modelling and Simulating Vibrational Mode Dynamics, Model Simul. Mat. Sci. Eng., https://doi.org/10.1088/1361-651X/ac5ebb (2022)
  13. R. Li, E. Lee*, T. Luo*, Physics-Informed Neural Networks for Solving Multiscale Mode-Resolved Phonon Boltzmann Transport Equation, Materials Today Physics, 19, 100429 (2021)

Quantum Computing

  1. S. Kim, S. Ahn, I. Suh, A. Dowling*, E. Lee*, T. Luo*, Quantum annealing for combinatorial optimization: a benchmarking study, npj Quantum Information 11, 77, 2025
  2. Z. Xu, W. Shang, S. Kim, E. Lee, T. Luo*, Quantum annealing-assisted lattice optimization, npj Computational Materials, 11, 4 (2025)
  3. Z. Xu, W. Shang, S. Kim, A Bobbitt, E. Lee*, T. Luo*, Quantum-inspired genetic algorithm for designing planar multilayer photonic structure, npj Computational Materials, 10, 257 (2024)
  4. S. Kim, S. Park, S. Moon, Q. Zhang, S. Kim, T. Luo, E. Lee, Quantum Annealing-aided Design of an Ultrathin-Metamaterial Optical Diode, Nano Convergence, 11, 16 (2024)
  5. S. Kim, S. Jung, A. Bobbitt, E. Lee*, T. Luo*, Wide-angle spectral filter for energy-saving windows designed by quantum annealing-enhanced active learning, Cell Reports Physical Science, 5, 101847 (2024)
  6. S. Kim, W. Shang, S. Moon, T. Pastega, E. Lee, T. Luo*, High-Performance Transparent Radiative Cooler Designed by Quantum Computing, ACS Energy Letters, 7, 4134 (2022)

Bubble Sensing / Microgravity

  1. A. Mandal, Q. Zhang, R. Zhang, S. Moon, E. Lee*, T. Luo*, Laser-induced trapping of microbubbles within bulk solution, Langmuir, 41, 19437 (2025)
  2. Q. Zhang, D. Mo, S. Moon, J. Janowitz, D. Ringle, D. Mays, A. Diddle, J. Rexroat, E. Lee*, T. Luo*, Bubble Nucleation and Growth on Microstructure Surface under Microgravity, npj Microgravity, 10, 13 (2024)
  3. S. Moon#, L. M. Martin#, S. Kim, Q. Zhang, R. Zhang, W. Xu* and T. Luo*, Direct Observation and Identification of Nanoplastics in Ocean Water, Science Advances, 10, eadh1675 (2024)
  4. A. Mandal, E. Lee*, T. Luo*, Analytical Model of Optical Force on Supercavitating Plasmonic Nanoparticles, Optic Exp. 31, 21972-21987 (2023)
  5. E. Lee*, T. Luo*, Negative Optical Force Field on Supercavitating Titanium Nitride Nanoparticles by a Single Plane Wave, Nanophotonics 11, 79 (2022)
  6. S. Moon, Q. Zhang, Z. Xu, D. Huang, S. Kim, J. Schiffbauer*, E. Lee*, T. Luo*, Plasmonic Nanobubbles – A Perspective, J. Phys. Chem. C, https://doi.org/10.1021/acs.jpcc.1c07244 (2021)
  7. Q. Zhang, E. Lee, T. Luo*, Optically Driven Nanoparticles Seed Surface Bubble Nucleation in Plasmonic Suspension, Nano Letters, https://doi.org/10.1021/acs.nanolett.0c04913 (2021)
  8. E. Lee*, S. Moon and T. Luo*, Phase Profile in Superposition of Bessel Beam Modulates Local Axial Optical Force on Rayleigh and Mie Dielectric Spheres, Optik, https://doi.org/10.1016/j.ijleo.2021.167032 (2021)
  9. D. Huang, E. Lee, J. Schiffbauer, T. Luo*, Ballistic Brownian Motion of Supercavitating Nanoparticles, Phys. Rev. E, 103, 042104 (2021)
  10. Q. Zhang, R. D. Neal, D. Huang, N. Svetlana, E. Lee*, T. Luo*, Surface Bubble Growth in Plasmonic Nanoparticle Suspension, ACS App. Mat. Int., 12, 26680 (2020)
  11. S. Moon, Q. Zhang, D. Huang, S. Senapati, C. Chang, E. Lee*, T. Luo*, Biocompatible Direct Deposition of Functionalized Nanoparticles using Shrinking Surface Plasmonic Bubble, Advanced Materials Interfaces, https://doi.org/10.1002/admi.202000597 (2020)
  12. E. Lee, D. Huang, T. Luo*, Ballistic Supercavitating Nanoparticle Driven by Optical Pushing and Pulling Forces, Nature Communications, 11, 2404 (2020)
  13. E. Lee*, T. Luo*, Long-distance optical pulling of nanoparticle in a low index cavity using a single plane wave, Science Advances, 6, eaaz3646 (2020)
  14. Q. Zhang, Y. Pang, J. Schiffbauer, A. Jemcov, H. Chang, E. Lee, and T. Luo*, Light-guided surface plasmonic bubble movement via contact line de-pinning by in-situ deposited plasmonic nanoparticle heating, ACS App. Mat. Int. 11, 48525 (2019)
  15. J. Schiffbauer, T. Luo*, Liquid phase stabilization versus bubble formation at a nanoscale curved interface, Phys. Rev. E., 97, 033106 (2018)