Polymer Crystallization in Droplets and Confined Layers Using Multilayered Films
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Machine Learning for Condensed Matter Physics
Review Article Machine Learning for Condensed Matter Physics Edwin A. Bedolla-Montiel1, Luis Carlos Padierna1 and Ram´on Casta~neda-Priego1 1 Divisi´onde Ciencias e Ingenier´ıas,Universidad de Guanajuato, Loma del Bosque 103, 37150 Le´on,Mexico E-mail: [email protected] Abstract. Condensed Matter Physics (CMP) seeks to understand the microscopic interactions of matter at the quantum and atomistic levels, and describes how these interactions result in both mesoscopic and macroscopic properties. CMP overlaps with many other important branches of science, such as Chemistry, Materials Science, Statistical Physics, and High-Performance Computing. With the advancements in modern Machine Learning (ML) technology, a keen interest in applying these algorithms to further CMP research has created a compelling new area of research at the intersection of both fields. In this review, we aim to explore the main areas within CMP, which have successfully applied ML techniques to further research, such as the description and use of ML schemes for potential energy surfaces, the characterization of topological phases of matter in lattice systems, the prediction of phase transitions in off-lattice and atomistic simulations, the interpretation of ML theories with physics- inspired frameworks and the enhancement of simulation methods with ML algorithms. We also discuss in detial the main challenges and drawbacks of using ML methods on CMP problems, as well as some perspectives for future developments. Keywords: machine learning, condensed matter physics Submitted -
Calorimetric Study on Kinetics of Mesophase Transition in Thermotropic Copolyesters
View metadata, citation and similar papers at core.ac.uk brought to you by CORE provided by Directory of Open Access Journals IJRRAS 3 (1) ● April 2010 Talukdar & Achary ● Study on Kinetics of Mesophase Transition CALORIMETRIC STUDY ON KINETICS OF MESOPHASE TRANSITION IN THERMOTROPIC COPOLYESTERS Malabika Talukdar & P.Ganga Raju Achary Department Of Chemistry, Institute Of Technical Education and Research (ITER), S ‘O’A University, Bhubaneswar, Orissa, India ABSTRACT Macromolecular crystallization behaviour, especially those of liquid crystalline polymers, has been a subject of great interest. The crystallization process for the polyester samples under discussion are analyzed assuming a nucleation controlled process and by using the Avrami equation. The study mainly deals with the crystallization process from the mesophase of two thermotropic liquid crystalline polyesters exhibiting smectic order in their mesophasic state. In order to analyze crystallization behavior of the polyesters, crystallization rate constant and the Avrami exponent have been estimated. Total heat of crystallization and entropy change during the transition has been calculated for both the polyesters. Keywords: Crystallization; Mesophase; Nucleation; Orthorhombic; Smectic. 1. INTRODUCTION The transition kinetics of liquid crystal polymers appears to be of great interest in order to control the effect of processing conditions on the morphology as well as on the final properties of the materials. These LC polymers show at least three main transitions: a glass transition, a thermotropic transition from the crystal to the mesophase and the transition from the mesophase to the isotropic melt. The kinetics of phase transition in liquid crystals may be analyzed for three different processes, the three dimensional ordering from both the isotropic melt state and the mesophase and the formation of the mesophase from the isotropic melt. -
Soft Matter Theory
Soft Matter Theory K. Kroy Leipzig, 2016∗ Contents I Interacting Many-Body Systems 3 1 Pair interactions and pair correlations 4 2 Packing structure and material behavior 9 3 Ornstein{Zernike integral equation 14 4 Density functional theory 17 5 Applications: mesophase transitions, freezing, screening 23 II Soft-Matter Paradigms 31 6 Principles of hydrodynamics 32 7 Rheology of simple and complex fluids 41 8 Flexible polymers and renormalization 51 9 Semiflexible polymers and elastic singularities 63 ∗The script is not meant to be a substitute for reading proper textbooks nor for dissemina- tion. (See the notes for the introductory course for background information.) Comments and suggestions are highly welcome. 1 \Soft Matter" is one of the fastest growing fields in physics, as illustrated by the APS Council's official endorsement of the new Soft Matter Topical Group (GSOFT) in 2014 with more than four times the quorum, and by the fact that Isaac Newton's chair is now held by a soft matter theorist. It crosses traditional departmental walls and now provides a common focus and unifying perspective for many activities that formerly would have been separated into a variety of disciplines, such as mathematics, physics, biophysics, chemistry, chemical en- gineering, materials science. It brings together scientists, mathematicians and engineers to study materials such as colloids, micelles, biological, and granular matter, but is much less tied to certain materials, technologies, or applications than to the generic and unifying organizing principles governing them. In the widest sense, the field of soft matter comprises all applications of the principles of statistical mechanics to condensed matter that is not dominated by quantum effects. -
Low Shear Rheological Behaviour of Two-Phase Mesophase Pitch
Published as: Shatish Ramjee, Brian Rand, Walter W. Focke. Low Shear Rheological Behaviour of Two-Phase Mesophase Pitch. Carbon 82 (2015), pp. 368-380. DOI : 10.1016/j.carbon.2014.10.082 Low Shear Rheological Behaviour of Two-Phase Mesophase Pitch Shatish Ramjee, Brian Rand*, Walter W. Focke SARChI Chair of Carbon Technology and Materials, Department of Chemical Engineering University of Pretoria, Pretoria, South Africa, 0002 Abstract: The low shear rate rheology of two phase mesophase pitches derived from coal tar pitch has been investigated. Particulate quinoline insolubles (QI) stabilised the mesophase spheres against coalescence. Viscosity measurements over the range 10 to 106 Pa.s were made at appropriate temperature ranges. Increasing shear thinning behaviour was evident with increasing mesophase content. At low mesophase contents the dominant effect on the near Newtonian viscosity was temperature but at higher contents it was the shear rate; temperature dependence declined to near zero. The data indicated that agglomeration could be occurring at intermediate mesophase volume fractions, 0.2-0.3. The Krieger-Dougherty function and its emulsion analogue indicated that in this region the mesophase pitch emulsions actually behaved like „hard‟ sphere systems and the effective volume fraction was estimated as a function of shear rate illustrating the change in extent of agglomeration. At the higher volume fractions approaching the maximum packing fraction, which could only be measured at higher temperatures, the shear thinning behaviour -
Exploring Thein Meso Crystallization Mechanism by Characterizing the Lipid Mesophase Microenvironment During the Growth of Singl
Exploring the in meso crystallization mechanism rsta.royalsocietypublishing.org by characterizing the lipid mesophase microenvironment Research during the growth of single Cite this article: van`tHagLet al.2016 transmembrane α-helical Exploring the in meso crystallization mechanism by characterizing the lipid peptide crystals mesophase microenvironment during the 1,3,4 2,5 growth of single transmembrane α-helical Leonie van `t Hag , Konstantin Knoblich , Shane Phil.Trans.R.Soc.A peptide crystals. 374: A. Seabrook6, Nigel M. Kirby7, Stephen T. Mudie7, 20150125. http://dx.doi.org/10.1098/rsta.2015.0125 Deborah Lau4,XuLi1,3, Sally L. Gras1,3,8,Xavier 4 2,5 2,5 Accepted: 12 February 2016 Mulet , Matthew E. Call , Melissa J. Call , Calum J. Drummond4,9 and Charlotte E. Conn9 One contribution of 15 to a discussion meeting 1 issue ‘Soft interfacial materials: from Department of Chemical and Biomolecular Engineering, and 2 fundamentals to formulation’. Department of Medical Biology, The University of Melbourne, Parkville, Victoria 3052, Australia Subject Areas: 3Bio21 Molecular Science and Biotechnology Institute, physical chemistry, biochemistry The University of Melbourne, 30 Flemington Road, Parkville, Victoria 3052, Australia Keywords: 4 in meso crystallization, cubic mesophase, CSIRO Manufacturing Flagship, Private Bag 10, Clayton, Victoria local lamellar phase, DAP12. 3169, Australia 5Structural Biology Division, The Walter and Eliza Hall Institute of Authors for correspondence: Medical Research, 1G Royal Parade, Parkville, Victoria 3052, -
Nematic Phases Smectic Phases
Phases of Liquid Crystals http://plc.cwru.edu/tutorial/enhanced/files/lc/phase... Liquid Crystal Phases The liquid crystal state is a distinct phase of matter observed between the crystalline (solid) and isotropic (liquid) states. There are many types of liquid crystal states, depending upon the amount of order in the material. This section will explain the phase behavior of liquid crystal materials. Nematic Phases The nematic liquid crystal phase is characterized by molecules that have no positional order but tend to point in the same direction (along the director). In the following diagram, notice that the molecules point vertically but are arranged with no particular order. Liquid crystals are anisotropic materials, and the physical properties of the system vary with the average alignment with the director. If the alignment is large, the material is very anisotropic. Similarly, if the alignment is small, the material is almost isotropic. The phase transition of a nematic liquid crystal is demonstrated in the following movie provided by Dr. Mary Neubert, LCI−KSU. The nematic phase is seen as the marbled texture. Watch as the temperature of the material is raised, causing a transition to the black, isotropic liquid. A special class of nematic liquid crystals is called chiral nematic. Chiral refers to the unique ability to selectively reflect one component of circularly polarized light. The term chiral nematic is used interchangeably with cholesteric. Refer to the section on cholesteric liquid crystals for more information about this mesophase. Smectic Phases The word "smectic" is derived from the Greek word for soap. This seemingly ambiguous origin is explained by the fact that the thick, slippery substance often found at the bottom of a soap dish is actually a type of smectic liquid crystal. -
Modeling Complex Liquid Crystals Mixtures: from Polymer Dispersed
Modeling Complex Liquid Crystals Mixtures: From Polymer Dispersed Mesophase to Nematic Nanocolloids Ezequiel R. Soule and Alejandro D. Rey 1. Institute of Materials Science and Technology (INTEMA), University of Mar del Plata and National Research Council (CONICET), J. B. Justo 4302, 7600 Mar del Plata, Argentina 2. Department of Chemical Engineering, McGill University, Montreal, Quebec H3A 2B2, Canada Abstract Liquid crystals are synthetic and biological viscoelastic anisotropic soft matter materials that combine liquid fluidity with crystal anisotropy and find use in optical devices, sensor/actuators, lubrication, super-fibers. Frequently mesogens are mixed with colloidal and nanoparticles, other mesogens, isotropic solvents, thermoplastic polymers, cross- linkable monomers, among others. This comprehensive review present recent progress on meso and macro scale thermodynamic modelling, highlighting the (i) novelties in spinodal and binodal lines in the various phase diagrams, (ii) the growth laws under phase transitions and phase separation, (iii) the ubiquitous role of metastability and its manifestation in complex droplet interfaces, (iv) the various spinodal decompositions due to composition and order fluctuations, (v) the formation of novel material architectures such as colloidal crystals, (vi) the particle rich phase behaviour in liquid crystal nanocomposites, (vii) the use of topological defects to absorb and organize nanoparticles, and (viii) the ability of faceted nanoparticles to link into strings and organize into lattices. Emphasis is given to highlight dominant mechanisms and driving forces, and to link them to specific terms in the free energies of these complex mixtures. The novelties of incorporating mesophases into blends, solutions, dispersions and mixtures is revealed by using theory, modelling , computation, and visualization. -
CHAPTER I Introduction to Liquid Crystals: Phase Types, Structures and Applications
CHAPTER I Introduction to liquid crystals: phase types, structures and applications I. 1 Introduction Liquid crystal (LC) phases represent a unique state of matter characterized by both mobility and order on a molecular and at the supramolecular levels. This behaviour appears under given conditions, when phases with a characteristic order intermediate to that of a three dimensionally ordered solid and a completely disordered liquid are formed. Molecules in the crystalline state possess orientational and three dimensional positional orders. That is the constituent molecules of highly structured solids occupy specific sites in a three dimensional lattice and points their axes in fixed directions as illustrated in Fig.1.1a. Liquid crystal phases possess orientational order (tendency of the molecules to point along a common direction called the director n) and in some cases positional order in one or two dimensions as shown in Fig I.1b and I.1c. On the other hand, in the isotropic liquid state, the molecules move randomly and rotate freely about all possible directions (see Fig. I.1d). Thus, liquid crystals (LCs) have been defined as “orientationally ordered liquids” or “positionally disordered crystals” that combine the properties of both the crystalline (optical and electrical anisotropy) and the liquid (molecular mobility and fluidity) states [1] Figure I. 1 Schematic representation of molecular packing in the a) crystals b & c) liquid crystals and d) liquid state. 1. 2. Classification of liquid crystals The liquid crystal state(s) can be attained either by the action of heat on mesogens or by action of solvent on amphiphilic systems. The mesophases obtained by temperature variation are called thermotropic. -
The Significant Structure Theory Applied to a Mesophase System
Proc. Nat. Acad. Sci. USA Vol. 72, No. 1, pp. 78-82, January 1975 The Significant Structure Theory Applied to a Mesophase System (compressibility/coefficient of expansion/specific heat/cooperative phenomenon/liquid crystal) SHAO-MU MA AND H. EYRING Department of Chemistry, University of Utah, Salt Lake City, Utah 84112 Contributed by Henry Eyring, August 19, 1974 ABSTRACT The significant structure theory of liquids melting point to the boiling point of the material under in- is extended to the mesophase system with p-azoxyanisole vestigation. as an example. This compound has two different structures, a nematic phase and an isotropic phase, in its liquid state. (2) It gives the volume dependency as well as the tempera- In this study the nematic phase is treated as subject to a ture dependency of the Helmholtz free energy and therefore second volume and temperature-dependent degeneracy of the thermodynamic properties of liquids that depend on formally like that due to melting. The isotropic phase is both volume and temperature. treated as a normal liquid. The specific heat, thermal ex- pansion coefficient, compressibility, volume, entropy of transitions, and heat of transitions are calculated and compared to the observed values. This analysis differs from THEORY previous ones in including the volume dependence as well as the temperature dependence in one explicit expression According to the significant structure theory, there are three for the Helmholtz free energy. important contributions to liquid structure. (1) Molecules with solid-like degrees of freedom. The significant structure theory, which was first proposed by (2) Positional degeneracy in the solid-like structure. -
Rapid Crystallization and Mesophase Formation of Poly(L-Lactic Acid)
e-Polymers 2018; 18(4): 331–337 Muhammad Syazwan and Takashi Sasaki* Rapid crystallization and mesophase formation of poly(L-lactic acid) during precipitation from a solution https://doi.org/10.1515/epoly-2017-0247 is to control the degree of crystallinity. However, it has Received November 24, 2017; accepted January 13, 2018; previously been revealed that PLLA is rather intractable because of published online February 14, 2018 its slow crystallization tendency compared with common crystallizable polymers (1, 2). Efforts have been under- Abstract: Very rapid crystallization behaviors of taken to overcome this problem. Nucleation agents poly(L-lactic acid) (PLLA) are observed at room tempera- and plasticizers are often used as common methods to ture when it is precipitated from a chloroform solution into promote the crystallization (3–7). Other techniques such a large amount of alcohols (non-solvents). The resulting as freeze-drying (8, 9), and solvent-induced crystalliza- crystalline phase contains both a highly ordered (α) and tion (10) have also been reported. In addition, it is worth less ordered (α′) modifications, and the fraction of these noting that interface and geometrical nano-confinement phases depends on the alcohols used as the non-solvents: significantly affect the crystallization process of PLLA methanol tends to produce the highly ordered phase. The (11–14). degree of crystallinity tends to be high for lower alcohols. To promote the polymer crystallization rate, it is When the precipitation occurs in n-hexane, almost no important to clarify its fundamental mechanism. It has crystalline phase is formed, but a mesomorphic phase is been reported that a mesomorphic phase (mesophase), formed as a precursor to the crystalline phase. -
Assisted Development of Mesophase Pitch with Dispersed Graphene and Its Resulting Carbon Fibers
University of Kentucky UKnowledge Theses and Dissertations--Mechanical Engineering Mechanical Engineering 2018 ASSISTED DEVELOPMENT OF MESOPHASE PITCH WITH DISPERSED GRAPHENE AND ITS RESULTING CARBON FIBERS Aaron Owen University of Kentucky, [email protected] Author ORCID Identifier: https://orcid.org/0000-0003-0858-3151 Digital Object Identifier: https://doi.org/10.13023/etd.2018.454 Right click to open a feedback form in a new tab to let us know how this document benefits ou.y Recommended Citation Owen, Aaron, "ASSISTED DEVELOPMENT OF MESOPHASE PITCH WITH DISPERSED GRAPHENE AND ITS RESULTING CARBON FIBERS" (2018). Theses and Dissertations--Mechanical Engineering. 126. https://uknowledge.uky.edu/me_etds/126 This Master's Thesis is brought to you for free and open access by the Mechanical Engineering at UKnowledge. It has been accepted for inclusion in Theses and Dissertations--Mechanical Engineering by an authorized administrator of UKnowledge. For more information, please contact [email protected]. STUDENT AGREEMENT: I represent that my thesis or dissertation and abstract are my original work. Proper attribution has been given to all outside sources. I understand that I am solely responsible for obtaining any needed copyright permissions. I have obtained needed written permission statement(s) from the owner(s) of each third-party copyrighted matter to be included in my work, allowing electronic distribution (if such use is not permitted by the fair use doctrine) which will be submitted to UKnowledge as Additional File. I hereby grant to The University of Kentucky and its agents the irrevocable, non-exclusive, and royalty-free license to archive and make accessible my work in whole or in part in all forms of media, now or hereafter known. -
Liquid Crystals As Lubricants
lubricants Review Liquid Crystals as Lubricants Nadezhda V. Usol’tseva * and Antonina I. Smirnova Nanomaterials Research Institute, Ivanovo State University, Ermak str., 39, 153025 Ivanovo, Russia * Correspondence: [email protected] Received: 31 October 2019; Accepted: 3 December 2019; Published: 9 December 2019 Abstract: The review summarizes the literature data and the authors’ own research results on the application of liquid crystals in tribology. It has been shown that both thermotropic (calamitic, discotic, cholesteric) and lyotropic (surfactants, chromonics) mesogens as tribological additives are able to optimize the properties of lubricating compositions when introduced even at low concentrations to oils and greases. A wide possibility of varying the chemical structure of mesogens and studying the relationship between their structure and tribological properties can be used for the desired (programmed) change of the quality of tribotechnical processes. The synergism of the combined use of mesogenic esters of cholesterol and carbon nanostructures as additives in improving tribological properties has been established. The use of synthetic lubricants in biological systems still requires further research as the experimental results obtained on models of joint prostheses in vitro conditions are significantly worse than the results obtained in vivo. Considering the annual loss of billions of US dollars worldwide due to the low efficiency of friction processes in the industry and the resulting wear, liquid crystals and the systems based