2019
DOI: 10.1063/1.5115404
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Isothermal adsorption of polyampholytes on charged nanopatterned surfaces

Abstract: Compressing physics with an autoencoder: Creating an atomic species representation to improve machine learning models in the chemical sciences

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Cited by 9 publications
(12 citation statements)
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“…The effects of surface-charge heterogeneity on the interaction between a pair of charged surfaces in solution have been investigated in several theoretical works [57][58][59][60][61][62][63][64][65]. The general approach is to find the electrostatic potential and relate it to the osmotic pressure between the surfaces, Π.…”
Section: Interaction Between Heterogeneously Charged Surfacesmentioning
confidence: 99%
See 1 more Smart Citation
“…The effects of surface-charge heterogeneity on the interaction between a pair of charged surfaces in solution have been investigated in several theoretical works [57][58][59][60][61][62][63][64][65]. The general approach is to find the electrostatic potential and relate it to the osmotic pressure between the surfaces, Π.…”
Section: Interaction Between Heterogeneously Charged Surfacesmentioning
confidence: 99%
“…The forces between patchy surfaces were recently tested in MC simulations [65] for strongly charged patches and weak ionic strength. In the simulations, surfaces of area ∼ 1, 500 nm 2 were divided into two or four patches, charged alternatively with positive or negative charges.…”
Section: Overall Neutral and Randomly Charged Surfacesmentioning
confidence: 99%
“…There are basically two experimental routes in which this grafting process may take place: one in which the whole chain is attached at the surface via chemical bonds (the socalled grafting-to process) and a second one in which free monomers are first attracted to specific surface sites, followed by a polymerization process in which the remaining free monomers are progressively linked together to these initially formed monolayers (e. g., via highly directional, short-ranged interactions), until the fully assembled chains are found in equilibrium with the free, dissociated monomers (the so-called grafting-from process 55,56 ). Electrostatic interactions are usually of great relevance for driving (and further stabilizing) these processes [57][58][59][60][61][62][63] . They are one of the main driven forces that controls the so-called charge-regulation mechanisms, responsible for the binding/dissociation of ions into/from surface functional groups in an aqueous environment containing acidic/basic dissociated ions [64][65][66][67][68][69][70][71][72] .…”
Section: Introductionmentioning
confidence: 99%
“…Even though the inclusion of such effects might significantly increase the complexity in the system description, realistic approaches of the interactions of charged surfaces requires the incorporation of such effects, as many of the technologically relevant charged systems are comprised of patchy-like surface charge domains. One example are charged surfaces made of nano-patterned charge modulations [38], which can be designed via nano-fabrication techniques [39,40]. These systems have recently attracted a lot of attention due to their potential application in the production of nano-technological devices and biological systems [41].…”
Section: Introductionmentioning
confidence: 99%