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Predicting heterogeneous ice nucleation with a data-driven approach. Nat Commun 2020; 11:4777. [PMID: 32963232 PMCID: PMC7509812 DOI: 10.1038/s41467-020-18605-3] [Citation(s) in RCA: 29] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2020] [Accepted: 08/28/2020] [Indexed: 01/05/2023] Open
Abstract
Water in nature predominantly freezes with the help of foreign materials through a process known as heterogeneous ice nucleation. Although this effect was exploited more than seven decades ago in Vonnegut's pioneering cloud seeding experiments, it remains unclear what makes a material a good ice former. Here, we show through a machine learning analysis of nucleation simulations on a database of diverse model substrates that a set of physical descriptors for heterogeneous ice nucleation can be identified. Our results reveal that, beyond Vonnegut's connection with the lattice match to ice, three new microscopic factors help to predict the ice nucleating ability. These are: local ordering induced in liquid water, density reduction of liquid water near the surface and corrugation of the adsorption energy landscape felt by water. With this we take a step towards quantitative understanding of heterogeneous ice nucleation and the in silico design of materials to control ice formation.
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Friddle RW, Thürmer K. How nanoscale surface steps promote ice growth on feldspar: microscopy observation of morphology-enhanced condensation and freezing. NANOSCALE 2019; 11:21147-21154. [PMID: 31663582 DOI: 10.1039/c9nr08729j] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
Ice in the atmosphere affects Earth's radiative properties and initiates most precipitation. Growing ice often requires a solid surface, either to catalyze freezing of supercooled cloud droplets or to serve as a substrate for ice deposited from water vapor. There is evidence that this surface is typically provided by airborne mineral dust; but how chemistry, structure and morphology interrelate to determine the ice-nucleating ability of mineral surfaces remains elusive. Here, we combine optical microscopy with atomic force microscopy to explore the mechanisms of initial ice growth on alkali feldspar, a mineral proposed to dominate ice nucleation in Earth's atmosphere. When cold air becomes supersaturated with respect to water, we discovered that ice rapidly spreads along steps of a feldspar surface. By measuring how ice propagation depends on surface-step height we establish a scenario where supercooled liquid water condenses at steps without having to overcome a nucleation barrier, and subsequently freezes quickly. Our results imply that steps, which are common even on macroscopically flat feldspar surfaces, can accelerate water condensation followed by freezing, thus promoting glaciation and dehydration of mixed-phase clouds.
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Ghodsi SM, Anand S, Shahbazian-Yassar R, Shokuhfar T, Megaridis CM. In Situ Study of Molecular Structure of Water and Ice Entrapped in Graphene Nanovessels. ACS NANO 2019; 13:4677-4685. [PMID: 30908009 DOI: 10.1021/acsnano.9b00914] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/09/2023]
Abstract
Water is ubiquitous in natural systems, ranging from the vast oceans to the nanocapillaries in the earth crust or cellular organelles. In bulk or in intimate contact with solid surfaces, water molecules arrange themselves according to their hydrogen (H) bonding, which critically affects their short- and long-range molecular structures. Formation of H-bonds among water molecules designates the energy levels of certain nonbonding molecular orbitals of water, which are quantifiable by spectroscopic techniques. While the molecular architecture of water in nanoenclosures is of particular interest to both science and industry, it requires fine spectroscopic probes with nanometer spatial resolution and sub-eV energy sensitivity. Graphene liquid cells (GLCs), which feature opposing closely spaced sheets of hydrophobic graphene, facilitate high-resolution transmission electron microscopy (TEM) and electron energy-loss spectroscopy (EELS) measurements of attoliter water volumes encapsulated tightly in the GLC nanovessels. We perform in situ TEM and EELS analysis of water encased in thin GLCs exposed to room and cryogenic temperatures to examine the nanoscale arrangement of the contained water molecules. Simultaneous quantification of GLC thickness leads to the conclusion that H-bonding strengthens under increased water confinement. The present results demonstrate the feasibility of nanoscale chemical characterization of aqueous fluids trapped in GLC nanovessels and offer insights on water molecule arrangement under high-confinement conditions.
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Affiliation(s)
- Seyed Mohammadreza Ghodsi
- Department of Bioengineering , University of Illinois at Chicago , Chicago , Illinois 60607 , United States
| | - Sushant Anand
- Department of Mechanical and Industrial Engineering , University of Illinois at Chicago , Chicago , Illinois 60607 , United States
| | - Reza Shahbazian-Yassar
- Department of Mechanical and Industrial Engineering , University of Illinois at Chicago , Chicago , Illinois 60607 , United States
| | - Tolou Shokuhfar
- Department of Bioengineering , University of Illinois at Chicago , Chicago , Illinois 60607 , United States
| | - Constantine M Megaridis
- Department of Mechanical and Industrial Engineering , University of Illinois at Chicago , Chicago , Illinois 60607 , United States
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Shevkunov S, Singh JK. Bicanonical ensemble Monte Carlo simulation of water condensation in the field of crystal lattice defects. J Mol Liq 2018. [DOI: 10.1016/j.molliq.2018.05.004] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/16/2022]
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5
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Shevkunov SV. Water Structure in the Contact Layer on the Surface of Crystalline Silver Iodine. J STRUCT CHEM+ 2018. [DOI: 10.1134/s0022476618030137] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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Abstract
Ice is a fundamental solid with important environmental, biological, geological, and extraterrestrial impact. The stable form of ice at atmospheric pressure is hexagonal ice, Ih. Despite its prevalence, Ih remains an enigmatic solid, in part due to challenges in preparing samples for fundamental studies. Surfaces of ice present even greater challenges. Recently developed methods for preparation of large single-crystal samples make it possible to reproducibly prepare any chosen face to address numerous fundamental questions. This review describes preparation methods along with results that firmly establish the connection between the macroscopic structure (observed in snowflakes, microcrystallites, or etch pits) and the molecular-level configuration (detected with X-ray or electron scattering techniques). Selected results of probing interactions at the ice surface, including growth from the melt, surface vibrations, and characterization of the quasi-liquid layer, are discussed.
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Affiliation(s)
- Mary Jane Shultz
- Laboratory for Water and Surface Studies, Department of Chemistry, Tufts University, Medford, Massachusetts 02155
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Santos S, Verdaguer A. Imaging Water Thin Films in Ambient Conditions Using Atomic Force Microscopy. MATERIALS 2016; 9:ma9030182. [PMID: 28773306 PMCID: PMC5456730 DOI: 10.3390/ma9030182] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/20/2016] [Revised: 03/01/2016] [Accepted: 03/02/2016] [Indexed: 01/07/2023]
Abstract
All surfaces exposed to ambient conditions are covered by a thin film of water. Other than at high humidity conditions, i.e., relative humidity higher than 80%, those water films have nanoscale thickness. Nevertheless, even the thinnest film can profoundly affect the physical and chemical properties of the substrate. Information on the structure of these water films can be obtained from spectroscopic techniques based on photons, but these usually have poor lateral resolution. When information with nanometer resolution in the three dimensions is needed, for example for surfaces showing heterogeneity in water affinity at the nanoscale, Atomic Force Microscopy (AFM) is the preferred tool since it can provide such resolution while being operated in ambient conditions. A complication in the interpretation of the data arises when using AFM, however, since, in most cases, direct interaction between a solid probe and a solid surface occurs. This induces strong perturbations of the liquid by the probe that should be controlled or avoided. The aim of this review is to provide an overview of different AFM methods developed to overcome this problem, measuring different interactions between the AFM probe and the water films, and to discuss the type of information about the water film that can be obtained from these interactions.
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Affiliation(s)
- Sergio Santos
- Laboratory for Energy and NanoScience (LENS), Institute Center for Future Energy (iFES), Masdar Institute of Science and Technology, Abu Dhabi 54224, UAE.
| | - Albert Verdaguer
- Catalan Institute of Nanoscience and Nanotechnology (ICN2), CSIC and The Barcelona Institute of Science and Technology, Campus UAB, Bellaterra, Barcelona 08193, Spain.
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8
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Hu J, Cao Z. Water science on the molecular scale: new insights into the characteristics of water. Natl Sci Rev 2013. [DOI: 10.1093/nsr/nwt015] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Affiliation(s)
- Jun Hu
- Shanghai Institute of Applied Physics, Chinese Academy of Sciences, China
| | - Zexian Cao
- Institute of Physics, Chinese Academy of Sciences, China
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Verdaguer A, Segura JJ, López-Mir L, Sauthier G, Fraxedas J. Communication: Growing room temperature ice with graphene. J Chem Phys 2013; 138:121101. [DOI: 10.1063/1.4798941] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023] Open
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10
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Kaya S, Schlesinger D, Yamamoto S, Newberg JT, Bluhm H, Ogasawara H, Kendelewicz T, Brown GE, Pettersson LGM, Nilsson A. Highly compressed two-dimensional form of water at ambient conditions. Sci Rep 2013; 3:1074. [PMID: 23323216 PMCID: PMC3545261 DOI: 10.1038/srep01074] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2012] [Accepted: 12/27/2012] [Indexed: 12/31/2022] Open
Abstract
The structure of thin-film water on a BaF2(111) surface under ambient conditions was studied using x-ray absorption spectroscopy from ambient to supercooled temperatures at relative humidity up to 95%. No hexagonal ice-like structure was observed in spite of the expected templating effect of the lattice-matched (111) surface. The oxygen K-edge x-ray absorption spectrum of liquid thin-film water on BaF2 exhibits, at all temperatures, a strong resemblance to that of high-density phases for which the observed spectroscopic features correlate linearly with the density. Surprisingly, the highly compressed, high-density thin-film liquid water is found to be stable from ambient (300 K) to supercooled (259 K) temperatures, although a lower-density liquid would be expected at supercooled conditions. Molecular dynamics simulations indicate that the first layer water on BaF2(111) is indeed in a unique local structure that resembles high-density water, with a strongly collapsed second coordination shell.
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Affiliation(s)
- Sarp Kaya
- SUNCAT Center for Interface Science and Catalysis, SLAC National Accelerator Laboratory, Menlo Park, CA 94025, USA
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Chiesa M, Gadelrab K, Stefancich M, Armstrong P, Li G, Souier T, Thomson NH, Barcons V, Font J, Verdaguer A, Phillips MA, Santos S. Investigation of Nanoscale Interactions by Means of Subharmonic Excitation. J Phys Chem Lett 2012; 3:2125-2129. [PMID: 26295758 DOI: 10.1021/jz300576p] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/04/2023]
Abstract
Multifrequency atomic force microscopy holds promise as a method to provide qualitative and quantitative information about samples with high spatial resolution. Here, we provide experimental evidence of the excitation of subharmonics in ambient conditions in the regions where capillary interactions are predicted to be the mechanism of excitation. We also experimentally decouple a second mechanism for subharmonic excitation that is highly independent of environmental conditions such as relative humidity. This implies that material properties could be mapped. Subharmonic excitation could lead to experimental determination of surface water affinity in the nanoscale whenever water interactions are the mechanism of excitation.
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Affiliation(s)
- Matteo Chiesa
- †Laboratory of Energy and Nanosciences, Masdar Institute of Science and Technology, Abu Dhabi, United Arab Emirates
| | - Karim Gadelrab
- †Laboratory of Energy and Nanosciences, Masdar Institute of Science and Technology, Abu Dhabi, United Arab Emirates
| | - Marco Stefancich
- †Laboratory of Energy and Nanosciences, Masdar Institute of Science and Technology, Abu Dhabi, United Arab Emirates
| | - Peter Armstrong
- †Laboratory of Energy and Nanosciences, Masdar Institute of Science and Technology, Abu Dhabi, United Arab Emirates
| | - Guang Li
- †Laboratory of Energy and Nanosciences, Masdar Institute of Science and Technology, Abu Dhabi, United Arab Emirates
| | - Tewfik Souier
- †Laboratory of Energy and Nanosciences, Masdar Institute of Science and Technology, Abu Dhabi, United Arab Emirates
| | - Neil H Thomson
- ‡Department of Oral Biology and School of Physics and Astronomy, University of Leeds, LS2 9JT, United Kingdom
| | - Victor Barcons
- §Departament de Disseny i Programació de Sistemes Electrònics, UPC - Universitat Politècnica de Catalunya, Av. Bases 61, 08242 Manresa, Spain
| | - Josep Font
- §Departament de Disseny i Programació de Sistemes Electrònics, UPC - Universitat Politècnica de Catalunya, Av. Bases 61, 08242 Manresa, Spain
| | - Albert Verdaguer
- ⊥Centre d' Investigació en Nanociència i Nanotecnologia (CIN2) (CSIC-ICN), Esfera UAB, Campus de la UAB, Edifici CM-7, 08193-Bellaterra, Catalunya, Spain
| | - Michael A Phillips
- #Asylum Research UK Ltd, Commerce House, Telford Road, Bicester, Oxfordshire OX26 4LD, United Kingdom
| | - Sergio Santos
- †Laboratory of Energy and Nanosciences, Masdar Institute of Science and Technology, Abu Dhabi, United Arab Emirates
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Santos S, Verdaguer A, Chiesa M. The effects of adsorbed water layers on the apparent height of nanostructures in ambient amplitude modulation atomic force microscopy. J Chem Phys 2012; 137:044201. [DOI: 10.1063/1.4737516] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/15/2023] Open
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13
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Cao P, Xu K, Varghese JO, Heath JR. The microscopic structure of adsorbed water on hydrophobic surfaces under ambient conditions. NANO LETTERS 2011; 11:5581-6. [PMID: 22050080 DOI: 10.1021/nl2036639] [Citation(s) in RCA: 89] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/24/2023]
Abstract
The interaction of water vapor with hydrophobic surfaces is poorly understood. We utilize graphene templating to preserve and visualize the microscopic structures of adsorbed water on hydrophobic surfaces. Three well-defined surfaces [H-Si(111), graphite, and functionalized mica] were investigated, and water was found to adsorb as nanodroplets (∼10-100 nm in size) on all three surfaces under ambient conditions. The adsorbed nanodroplets were closely associated with atomic-scale surface defects and step-edges and wetted all the hydrophobic substrates with contact angles<∼10°, resulting in total water adsorption that was similar to what is found for hydrophilic surfaces. These results point to the significant differences between surface processes at the atomic/nanometer scales and in the macroscopic world.
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Affiliation(s)
- Peigen Cao
- Kavli Nanoscience Institute and Division of Chemistry and Chemical Engineering, California Institute of Technology, MC 127-72, Pasadena, California 91125, United States
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Santos S, Verdaguer A, Souier T, Thomson NH, Chiesa M. Measuring the true height of water films on surfaces. NANOTECHNOLOGY 2011; 22:465705. [PMID: 22025083 DOI: 10.1088/0957-4484/22/46/465705] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/31/2023]
Abstract
Measuring the level of hydrophilicity of heterogeneous surfaces and the true height of water layers that form on them in hydrated conditions has a myriad of applications in a wide range of scientific and technological fields. Here, we describe a true non-contact mode of operation of atomic force microscopy in ambient conditions and a method to establish the source of apparent height. A dependency of the measured water height on operational parameters is identified with water perturbations due to uncontrolled modes of imaging where intermittent contact with the water layer, or even the surface, might occur. In this paper we show how to (1) determine when the water is being perturbed and (2) distinguish between four different interaction regimes. Each of the four types of interaction produces measurements ranging from fractions of the true height in one extreme to values which are as large as four times the real height in the other. We show the dependence of apparent height on the interaction regime both theoretically and empirically. The agreement between theory and experiment on a BaF2(111) sample displaying wet and un-wet regions validates our results.
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Affiliation(s)
- Sergio Santos
- Laboratory for Energy and Nanosciences, Masdar Institute of Science and Technology, Abu Dhabi, UAE
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15
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Segura JJ, Verdaguer A, Garzón L, Barrena E, Ocal C, Fraxedas J. Strong water-mediated friction asymmetry and surface dynamics of zwitterionic solids at ambient conditions: L-alanine as a case study. J Chem Phys 2011; 134:124705. [DOI: 10.1063/1.3571453] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022] Open
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