Publications

See Google Scholar. Asterisk (*) denotes corresponding authors. Ampersand (&) denotes equal contribution.

Preprint & In Press

  1. Learning Accurate and Transferable Force Fields for Physical Property Predictions of Organic Liquids, Zhirui Xiang, Tianhang Zhou, Yuqi Wei, Chen Shen, and Zhenghao Wu, ChemRxiv, June 2025

2025

  1. 2025-nanoletter.jpeg
    Nanoconfinement Release Toughens Polymer-Grafted Nanoparticle Assemblies through Better Interdigitation and Entanglements
    Arman Moussavi, Zhenghao Wu, Subhadeep Pal, and Sinan Keten
    Nano Letters, Apr 2025
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    A practical guide to machine learning interatomic potentials – Status and future
    Ryan Jacobs, Dane Morgan, Siamak Attarian, Jun Meng, Chen Shen, and 25 more authors
    Current Opinion in Solid State and Materials Science, Mar 2025
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    Force-Field Benchmark for Polydimethylsiloxane: Density, Heat Capacity, Isothermal Compressibility, Viscosity and Thermal Conductivity
    Zhirui Xiang, Chao Gao, Teng Long, Lifeng Ding, Tianhang Zhou, and 1 more author
    The Journal of Physical Chemistry B, Feb 2025
    PMID: 39895120
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    Field-Induced Polarization Rotation in Order–Disorder (K,Na)NbO3-Based Ferroelectrics
    Mao-Hua Zhang, Hao-Cheng Thong, Bo Jiang, Nan Zhang, Changhao Zhao, and 8 more authors
    Advanced Materials, Feb 2025
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    Tuning the interfacial reaction environment via pH-dependent and induced ions to understand C–N bonds coupling performance in NO3− integrated CO2 reduction to carbon and nitrogen compounds over dual Cu-based N-doped carbon catalyst
    Tianhang Zhou, Chen Shen, Zhenghao Wu, Xingying Lan, and Yi Xiao
    Journal of Energy Chemistry, Feb 2025

2024

  1. Ind. Eng. Chem. Res.
    2024-04-05-IECR.jpeg
    Understanding the Interfacial and Self-Assembly Behavior of Multiblock Copolymers for Developing Compatibilizers toward Mechanical Recycling of Polymer Blends
    Tianhang Zhou, Xiaoqi Ning, Zhenghao Wu, Xingying Lan, and Chunming Xu
    Industrial & Engineering Chemistry Research, Apr 2024
  2. JPC
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    Characterizing the shear response of polymer-grafted nanoparticles
    Arman Moussavi, Subhadeep Pal, Zhenghao Wu, and Sinan Keten
    The Journal of Chemical Physics, Apr 2024
  3. JCTC
    2023-12-11-JCTC2023.png
    Structural Coarse-Graining via Multiobjective Optimization with Differentiable Simulation
    Zhenghao Wu, and Tianhang Zhou
    Journal of Chemical Theory and Computation, Mar 2024

2023

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    人工智能驱动化学品创新设计的实践与展望
    Jul 2023
  2. Macromolecules
    2023-03-13-Macro2023.png
    Implicit Chain Particle Model for Polymer-Grafted Nanoparticles
    Zhenghao Wu, Subhadeep Pal, and Sinan Keten
    Macromolecules, May 2023
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    Learning pair potentials using differentiable simulations
    Wujie Wang, Zhenghao Wu, Johannes C. B. Dietschreit, and Rafael Gómez-Bombarelli
    The Journal of Chemical Physics, Jan 2023
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    Forces are not Enough: Benchmark and Critical Evaluation for Machine Learning Force Fields with Molecular Simulations
    Xiang Fu, Zhenghao Wu, Wujie Wang, Tian Xie, Sinan Keten, and 2 more authors
    Aug 2023
    arXiv:2210.07237 [physics]

2022

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    Compatibilization Efficiency of Graft Copolymers in Incompatible Polymer Blends: Dissipative Particle Dynamics Simulations Combined with Machine Learning
    Tianhang Zhou, Dejian Qiu, Zhenghao Wu, Simon A. N. Alberti, Saientan Bag, and 7 more authors
    Macromolecules, Sep 2022
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    Boron-modified perhydropolysilazane towards facile synthesis of amorphous SiBN ceramic with excellent thermal stability
    Ying Zhan, Wei Li, Tianshu Jiang, Claudia Fasel, Emmanuel Ricohermoso, and 7 more authors
    Journal of Advanced Ceramics, Jul 2022
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    Slip-Spring Hybrid Particle-Field Molecular Dynamics for Coarse-Graining Branched Polymer Melts: Polystyrene Melts as an Example
    Zhenghao Wu, and Florian Müller-Plathe
    Journal of Chemical Theory and Computation, Jun 2022
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    How Ethanolic Disinfectants Disintegrate Coronavirus Model Membranes: A Dissipative Particle Dynamics Simulation Study
    Tianhang Zhou, Zhenghao Wu, Shubhadip Das, Hossein Eslami, and Florian Müller-Plathe
    Journal of Chemical Theory and Computation, Apr 2022

2021

  1. JCC
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    Atomistic hybrid particle-field molecular dynamics combined with slip-springs: Restoring entangled dynamics to simulations of polymer melts
    Zhenghao Wu, Andreas Kalogirou, Antonio De Nicola, Giuseppe Milano, and Florian Müller-Plathe
    Journal of Computational Chemistry, Jan 2021
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    Effect of Defects on the Interfacial Thermal Conductance between n -Heneicosane in Solid and Liquid Phases and a Graphene Monolayer
    Tianhang Zhou, Hari Krishna Chilukoti, Zhenghao Wu, and Florian Müller-Plathe
    The Journal of Physical Chemistry C, Jul 2021
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    Combination of Hybrid Particle-Field Molecular Dynamics and Slip-Springs for the Efficient Simulation of Coarse-Grained Polymer Models: Static and Dynamic Properties of Polystyrene Melts
    Zhenghao Wu, Giuseppe Milano, and Florian Müller-Plathe
    Journal of Chemical Theory and Computation, Jan 2021
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    Helically Intersected Conductive Network Design for Wearable Electronic Devices: From Theory to Application
    Yijun Li, Kailin Zhang, Qiang Geng, Min Nie, Qi Wang, and 3 more authors
    ACS Applied Materials & Interfaces, Mar 2021
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    Sequence-Engineering Polyethylene–Polypropylene Copolymers with High Thermal Conductivity Using a Molecular-Dynamics-Based Genetic Algorithm
    Tianhang Zhou, Zhenghao Wu, Hari Krishna Chilukoti, and Florian Müller-Plathe
    Journal of Chemical Theory and Computation, Jun 2021
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    Knotting behaviour of polymer chains in the melt state for soft-core models with and without slip-springs
    Zhenghao Wu, Simon A N Alberti, Jurek Schneider, and Florian Müller-Plathe
    Journal of Physics: Condensed Matter, Jun 2021
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    Compatibilization Efficiency of Additives in Homopolymer Blends: A Dissipative Particle Dynamics Study
    Tianhang Zhou, Jurek Schneider, Zhenghao Wu, and Florian Müller-Plathe
    Macromolecules, Oct 2021
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    The role of the envelope protein in the stability of a coronavirus model membrane against an ethanolic disinfectant
    Shubhadip Das, Melissa K. Meinel, Zhenghao Wu, and Florian Müller-Plathe
    The Journal of Chemical Physics, Jun 2021