Universität Stuttgart
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Item Open Access Machine learning-driven investigation of the structure and dynamics of the BMIM-BF4 room temperature ionic liquid(2024) Zills, Fabian; Schäfer, Moritz René; Tovey, Samuel; Kästner, Johannes; Holm, ChristianRoom-temperature ionic liquids are an exciting group of materials with the potential to revolutionize energy storage. Due to their chemical structure and means of interaction, they are challenging to study computationally. Classical descriptions of their inter- and intra-molecular interactions require time intensive parametrization of force-fields which is prone to assumptions. While ab initio molecular dynamics approaches can capture all necessary interactions, they are too slow to achieve the time and length scales required. In this work, we take a step towards addressing these challenges by applying state-of-the-art machine-learned potentials to the simulation of 1-butyl-3-methylimidazolium tetrafluoroborate. We demonstrate a learning-on-the-fly procedure to train machine-learned potentials from single-point density functional theory calculations before performing production molecular dynamics simulations. Obtained structural and dynamical properties are in good agreement with computational and experimental references. Furthermore, our results show that hybrid machine-learned potentials can contribute to an improved prediction accuracy by mitigating the inherent shortsightedness of the models. Given that room-temperature ionic liquids necessitate long simulations to address their slow dynamics, achieving an optimal balance between accuracy and computational cost becomes imperative. To facilitate further investigation of these materials, we have made our IPSuite-based training and simulation workflow publicly accessible, enabling easy replication or adaptation to similar systems.Item Open Access The presence of a wall enhances the probability for ring‐closing metathesis : insights from classical polymer theory and atomistic simulations(2020) Tischler, Ingo; Schlaich, Alexander; Holm, ChristianThe probability distribution of chain ends meeting when one end of the polymer is fixed to a certain distance to a reflecting wall is investigated. For an ideal polymer chain the probability distribution can be evaluated analytically via classic polymer theory. These analytical predictions are compared to atomistic MD simulations of one tethered alkane chain close to the wall. The results demonstrate that a confining wall can lead to a significant increase in the return probability for the chain ends, and thus, can increase the occurrence of ring‐closing reactions. It is further demonstrated that the excess return probability shows a maximum at a certain distance, thereby yielding an optimal catalyst position in the ring‐closing reaction.Item Open Access CO2-induced drastic decharging of dielectric surfaces in aqueous suspensions(2024) Vogel, Peter; Beyer, David; Holm, Christian; Palberg, ThomasWe study the influence of airborne CO2 on the charge state of carboxylate stabilized polymer latex particles suspended in aqueous electrolytes. We combine conductometric experiments interpreted in terms of Hessinger's conductivity model with Poisson-Boltzmann cell (PBC) model calculations with charge regulation boundary conditions. Without CO2, a minority of the weakly acidic surface groups are dissociated and only a fraction of the total number of counter-ions actually contribute to conductivity. The remaining counter-ions exchange freely with added other ions like Na+, K+ or Cs+. From the PBC-calculations we infer a corresponding pKa of 4.26 as well as a renormalized charge in reasonably good agreement with the number of freely mobile counter-ions. Equilibration of salt- and CO2-free suspensions against ambient air leads to a drastic de-charging, which exceeds by far the expected effects of to dissolved CO2 and its dissociation products. Further, no counter-ion-exchange is observed. To reproduce the experimental findings, we have to assume an effective pKa of 6.48. This direct influence of CO2 on the state of surface group dissociation explains our recent finding of a CO2-induced decrease of the ζ-potential and supports the suggestion of an additional charge regulation caused by molecular CO2. Given the importance of charged surfaces in contact with aqueous electrolytes, we anticipate that our observations bear substantial theoretical challenges and important implications for applications ranging from desalination to bio-membranes.Item Open Access Triggered dissolution of electrostatically crosslinked hydrogels from star‐shaped polyampholytic block copolymers(2026) Grün, Jonas Julius; Beyer, David; Mons, Peter Johannes; Seitel, Sebastian; Fribiczer, Nora; Poudel, Purushottam; Könemann, Nicklas; Zank, Lynn Kendra Renate Jagna; Zylla, Paul Fabio; Košovan, Peter; Seiffert, Sebastian; Holm, Christian; Schacher, Felix HelmutWe explore the possible reversible formation of hydrogels through electrostatic interactions between four‐arm star‐shaped block copolymers, consisting of a polyethylene glycol (PEG) inner block and either an anionic polystyrene sulfonate [PEG27‐b‐PSS108]4 or a zwitterionic polybetaine [PEG27‐b‐PCBMAAm110]4 as outer block. The combination of both can induce attractive or repulsive electrostatic interactions depending on the solution pH value and ionic strength. The polymers were synthesized using controlled atom transfer radical polymerization (ATRP). The charge of [PEG27‐b‐PCBMAAm110]4 was further investigated by potentiometric titration and zeta potential measurements. Using oscillatory shear rheology, we demonstrated the required conditions for hydrogel formation. Stable hydrogel formation is observed within a wide pH range (6.8 -9.5), corresponding to the protonation states of the carboxylic acid groups that facilitate electrostatic interactions. We also showed how the hydrogel stability is influenced by parameters like block copolymer concentration and ionic strength. Coarse‐grained simulations provided molecular‐scale insights, revealing charge regulation effects and the energetic favorability of electrostatic complexation up to high pH values. Overall, our results demonstrated the key design principles, as the polyelectrolyte length, ionic strength, and charge regulation effects, for the formation of partially reversible hydrogels, triggered by changes in the solution pH. Furthermore, we showed that understanding the desired conditions for hydrogel formation requires a combination of experimental characterization with modeling approaches.