ORGS1-0252
Molecular Dynamics Investigation of PVdF-Based Binder Adsorption on Graphite Anode and NMC Cathode Surfaces Using OPLS-AA and Machine Learning Interatomic Potentials
Topic
GS1. Graduate Student Oral Session I: Colloidal and Interfacial Polymer Science
When and Where
Sep 28, 2026
16:36 - 16:48
Room 101
Session Chairs
Yoon-Ho HWANG
Jang-Hwan KIM
Hyosung AN
Presenter(s)
Wooseop HWANG (KOREA Univ)
Co-Author(s)
Abstract
Poly(vinylidene fluoride) (PVdF) has been widely used as a binder in lithium-ion battery (LIB) due to its excellent chemical stability, electrochemical inertness, and strong adhesion to electrode components. As research attention shifts toward all-solid-state batteries (ASSBs), however, new slurry-processing challenges emerge. ASSB electrode fabrication requires PVdF-based binders that are dispersible in organic solvents such as butyl butyrate (BB), rather than the conventionally used N-methyl-2-pyrrolidone (NMP). A molecular-level understanding of binder–surface interactions in these solvent environments is therefore essential for the rational design of next-generation binder systems.
In this study, molecular dynamics (MD) simulations are employed to investigate the adsorption behavior of two PVdF-based copolymers, PVdF-TFE and PVdF-HFP, dissolved in BB solvent, on both graphite anode and NMC cathode surfaces. For the anode, all-atom MD simulations based on the OPLS-AA force field are used to examine how binder type and chain length influence adsorption behavior; the results reveal distinct adsorption preferences governed by differences in entropic loss upon surface adsorption. For the cathode material NMC (LiN i 0.8 M n 0.1 C o 0.1 O 2 ), a machine learning interatomic potential (MLIP) is integrated to overcome the limitations of classical MD in representing the complex oxide surface. An oligomer-based extrapolation strategy further enables the simulation of realistic polymer chain lengths, allowing the adsorption mechanism of PVdF-based binders at the NMC interface to be elucidated at the atomic level, providing fundamental insight into binder–cathode interactions.
In this study, molecular dynamics (MD) simulations are employed to investigate the adsorption behavior of two PVdF-based copolymers, PVdF-TFE and PVdF-HFP, dissolved in BB solvent, on both graphite anode and NMC cathode surfaces. For the anode, all-atom MD simulations based on the OPLS-AA force field are used to examine how binder type and chain length influence adsorption behavior; the results reveal distinct adsorption preferences governed by differences in entropic loss upon surface adsorption. For the cathode material NMC (













