Research paperComputational MLIPComputational MDHow reactive is water at the nanoscale and how to control it?Xavier R. Advincula, Yair Litman, Kara D. Fong, William C. Witt et al.arXiv·2025·arXiv:2508.13034AbstractNanoconfined water plays a key role in nanofluidics, electrochemistry, and catalysis, yet its reactivity remains a matter of debate. Prior studies have reported both enhanced and suppressed water self-dissociation relative to the bulk, but without a consistent explanation. Here, using enhanced sampling molecular dynamics with machine-learned potentials trained at first-principles accuracy, we investigate dissociation behavior in water confined within 2D slit pores and nanodroplets, using graphene and hexagonal boron nitride as model materials. We find that reactivity is extremely sensitive to water density, confinement width, geometry, material flexibility, and surface chemistry. Despite this complexity, we show that chemical potential—together with interfacial interactions—governs dissociation trends and explains the variability observed in prior studies. This thermodynamic perspective reconciles previous contradictions and reveals how nanoscale environments can drastically shift water reactivity. Our findings provide molecular-level insight and offer a design lever for modulating water chemistry at the nanoscale.Read more
Bulk reference water used for comparison with nanoconfined systems.No measurements recordedSimulatedH₂OStudied MaterialExpand
Monolayer water confined in a rigid graphene slit pore.1 propertySimulatedH₂OStudied MaterialCStudied MaterialExpand
Bilayer water confined in a rigid graphene slit pore.1 propertySimulatedH₂OStudied MaterialCStudied MaterialExpand
Trilayer water confined in a rigid graphene slit pore.1 propertySimulatedH₂OStudied MaterialCStudied MaterialExpand
Monolayer water confined in a rigid hexagonal boron nitride slit pore.No measurements recordedSimulatedH₂OStudied MaterialBNStudied MaterialExpand
Research paperComputational MLIPComputational MDHow reactive is water at the nanoscale and how to control it?Xavier R. Advincula, Yair Litman, Kara D. Fong, William C. Witt et al.arXiv·2025·arXiv:2508.13034AbstractNanoconfined water plays a key role in nanofluidics, electrochemistry, and catalysis, yet its reactivity remains a matter of debate. Prior studies have reported both enhanced and suppressed water self-dissociation relative to the bulk, but without a consistent explanation. Here, using enhanced sampling molecular dynamics with machine-learned potentials trained at first-principles accuracy, we investigate dissociation behavior in water confined within 2D slit pores and nanodroplets, using graphene and hexagonal boron nitride as model materials. We find that reactivity is extremely sensitive to water density, confinement width, geometry, material flexibility, and surface chemistry. Despite this complexity, we show that chemical potential—together with interfacial interactions—governs dissociation trends and explains the variability observed in prior studies. This thermodynamic perspective reconciles previous contradictions and reveals how nanoscale environments can drastically shift water reactivity. Our findings provide molecular-level insight and offer a design lever for modulating water chemistry at the nanoscale.Read more
Bulk reference water used for comparison with nanoconfined systems.No measurements recordedSimulatedH₂OStudied MaterialExpand
Monolayer water confined in a rigid graphene slit pore.1 propertySimulatedH₂OStudied MaterialCStudied MaterialExpand
Bilayer water confined in a rigid graphene slit pore.1 propertySimulatedH₂OStudied MaterialCStudied MaterialExpand
Trilayer water confined in a rigid graphene slit pore.1 propertySimulatedH₂OStudied MaterialCStudied MaterialExpand
Monolayer water confined in a rigid hexagonal boron nitride slit pore.No measurements recordedSimulatedH₂OStudied MaterialBNStudied MaterialExpand
Research paperComputational MLIPComputational MDHow reactive is water at the nanoscale and how to control it?Xavier R. Advincula, Yair Litman, Kara D. Fong, William C. Witt et al.arXiv·2025·arXiv:2508.13034AbstractNanoconfined water plays a key role in nanofluidics, electrochemistry, and catalysis, yet its reactivity remains a matter of debate. Prior studies have reported both enhanced and suppressed water self-dissociation relative to the bulk, but without a consistent explanation. Here, using enhanced sampling molecular dynamics with machine-learned potentials trained at first-principles accuracy, we investigate dissociation behavior in water confined within 2D slit pores and nanodroplets, using graphene and hexagonal boron nitride as model materials. We find that reactivity is extremely sensitive to water density, confinement width, geometry, material flexibility, and surface chemistry. Despite this complexity, we show that chemical potential—together with interfacial interactions—governs dissociation trends and explains the variability observed in prior studies. This thermodynamic perspective reconciles previous contradictions and reveals how nanoscale environments can drastically shift water reactivity. Our findings provide molecular-level insight and offer a design lever for modulating water chemistry at the nanoscale.Read more
Bulk reference water used for comparison with nanoconfined systems.No measurements recordedSimulatedH₂OStudied MaterialExpand
Monolayer water confined in a rigid graphene slit pore.1 propertySimulatedH₂OStudied MaterialCStudied MaterialExpand
Bilayer water confined in a rigid graphene slit pore.1 propertySimulatedH₂OStudied MaterialCStudied MaterialExpand
Trilayer water confined in a rigid graphene slit pore.1 propertySimulatedH₂OStudied MaterialCStudied MaterialExpand
Monolayer water confined in a rigid hexagonal boron nitride slit pore.No measurements recordedSimulatedH₂OStudied MaterialBNStudied MaterialExpand
Research paperComputational MLIPComputational MDHow reactive is water at the nanoscale and how to control it?Xavier R. Advincula, Yair Litman, Kara D. Fong, William C. Witt et al.arXiv·2025·arXiv:2508.13034AbstractNanoconfined water plays a key role in nanofluidics, electrochemistry, and catalysis, yet its reactivity remains a matter of debate. Prior studies have reported both enhanced and suppressed water self-dissociation relative to the bulk, but without a consistent explanation. Here, using enhanced sampling molecular dynamics with machine-learned potentials trained at first-principles accuracy, we investigate dissociation behavior in water confined within 2D slit pores and nanodroplets, using graphene and hexagonal boron nitride as model materials. We find that reactivity is extremely sensitive to water density, confinement width, geometry, material flexibility, and surface chemistry. Despite this complexity, we show that chemical potential—together with interfacial interactions—governs dissociation trends and explains the variability observed in prior studies. This thermodynamic perspective reconciles previous contradictions and reveals how nanoscale environments can drastically shift water reactivity. Our findings provide molecular-level insight and offer a design lever for modulating water chemistry at the nanoscale.Read more
Bulk reference water used for comparison with nanoconfined systems.No measurements recordedSimulatedH₂OStudied MaterialExpand
Monolayer water confined in a rigid graphene slit pore.1 propertySimulatedH₂OStudied MaterialCStudied MaterialExpand
Bilayer water confined in a rigid graphene slit pore.1 propertySimulatedH₂OStudied MaterialCStudied MaterialExpand
Trilayer water confined in a rigid graphene slit pore.1 propertySimulatedH₂OStudied MaterialCStudied MaterialExpand
Monolayer water confined in a rigid hexagonal boron nitride slit pore.No measurements recordedSimulatedH₂OStudied MaterialBNStudied MaterialExpand