Relevant bibliographies by topics / Polymer networks

Academic literature on the topic 'Polymer networks'

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Published: 4 June 2021
Last updated: 29 July 2024

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Journal articles on the topic "Polymer networks"

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Steller, Ryszard, Grazyna Kedziora, Monika Trojanowska-Tomczak, Katarzyna Ciesla, and Jakub Skorupski. "Polymer Based Composites with Interpenetrating Networks Structure." Chemistry & Chemical Technology 7, no. 2 (June 10, 2013): 181–84. http://dx.doi.org/10.23939/chcht07.02.181.

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Samuel, A. E., I. C. Eromosele, S. Y. Kamba, and D. S. Samaila. "Production of Sequential Interpenetrating Polymer Networks from Ximenia americana Seed Oil-based Polyurethanes and Polystyrene." Journal of Applied Sciences and Environmental Management 28, no. 2 (February 25, 2024): 487–94. http://dx.doi.org/10.4314/jasem.v28i2.21.

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Interpenetrating polymer network are combinations of two or more polymer in network form. The objective of this paper was to evaluate the production and characterization of sequential polyurethane-polystyrene interpenetrating polymer networks from different diisocyanates and varied styrene content using Ximenia americana seed oil as base material. The polymer networks were characterized for their Tensile, Swelling and Thermal properties. The tensile strength and tensile modulus for MDPU-1.50-PS polymer networks, 57.86 ±5.42 - 422.85±15.25 MPa and 2.26±0.91 - 11.08±4.21 MPa respectively are higher than the values represented for HDPU-1.50-PS and TDPU-1.50-PS polymer networks, but the latter polymer networks are higher in values for elongation at break than the former. This is also corroborated by the swelling mass ratio (qm) with values for HDPU-1.50-PS and TDPU-1.50-PS networks higher than those for MDPU-1.50-PS, consistent with lower polystyrene crosslinks in the former polymer networks. Thermal studies present HDPU-1.50-PS-20 as the most stable network at 10% degradation, but at higher degradation temperatures MDPU-1.50-PS-20 polymer network shows stability up to 6000C with 19.40g residual weight of char polymer. This study shows that derivatised Ximenia americana seed oil is suitable as starting material for preparation of an interpenetrating polymer network.
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Kaitz, Joshua A., Catherine M. Possanza, Yang Song, Charles E. Diesendruck, A. Jolanda H. Spiering, E. W. Meijer, and Jeffrey S. Moore. "Depolymerizable, adaptive supramolecular polymer nanoparticles and networks." Polym. Chem. 5, no. 12 (2014): 3788–94. http://dx.doi.org/10.1039/c3py01690k.

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Zou, Weike, Binjie Jin, Yi Wu, Huijie Song, Yingwu Luo, Feihe Huang, Jin Qian, Qian Zhao, and Tao Xie. "Light-triggered topological programmability in a dynamic covalent polymer network." Science Advances 6, no. 13 (March 2020): eaaz2362. http://dx.doi.org/10.1126/sciadv.aaz2362.

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Dynamic covalent polymer networks exhibit unusual adaptability while maintaining the robustness of conventional covalent networks. Typically, their network topology is statistically nonchangeable, and their material properties are therefore nonprogrammable. By introducing topological heterogeneity, we demonstrate a concept of topology isomerizable network (TIN) that can be programmed into many topological states. Using a photo-latent catalyst that controls the isomerization reaction, spatiotemporal manipulation of the topology is realized. The overall result is that the network polymer can be programmed into numerous polymers with distinctive and spatially definable (thermo-) mechanical properties. Among many opportunities for practical applications, the unique attributes of TIN can be explored for use as shape-shifting structures, adaptive robotic arms, and fracture-resistant stretchable devices, showing a high degree of design versatility. The TIN concept enriches the design of polymers, with potential expansion into other materials with variations in dynamic covalent chemistries, isomerizable topologies, and programmable macroscopic properties.
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Parada, German Alberto, and Xuanhe Zhao. "Ideal reversible polymer networks." Soft Matter 14, no. 25 (2018): 5186–96. http://dx.doi.org/10.1039/c8sm00646f.

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Nakagawa, Shintaro, and Naoko Yoshie. "Star polymer networks: a toolbox for cross-linked polymers with controlled structure." Polymer Chemistry 13, no. 15 (2022): 2074–107. http://dx.doi.org/10.1039/d1py01547h.

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This review provides comprehensive knowledge on synthetic methods of star polymer networks – structurally controlled three-dimensional networks of polymer chains by means of end-linking between monodisperse star polymers.
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Guo, Xinru, Feng Liu, Meng Lv, Fengbiao Chen, Fei Gao, Zhenhua Xiong, Xuejiao Chen, Liang Shen, Faman Lin, and Xuelang Gao. "Self-Healable Covalently Adaptable Networks Based on Disulfide Exchange." Polymers 14, no. 19 (September 21, 2022): 3953. http://dx.doi.org/10.3390/polym14193953.

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Introducing dynamic covalent bonding into thermoset polymers has received considerable attention because they can repair or recover when damaged, thereby minimizing waste and extending the service life of thermoset polymers. However, most of the yielded dynamic covalent bonds require an extra catalyst, high temperature and high-pressure conditions to trigger their self-healing properties. Herein, we report on a catalyst-free bis-dynamic covalent polymer network containing vinylogous urethane and disulfide bonds. It is revealed that the introduction of disulfide bonds significantly reduces the activation energy (reduced from 94 kJ/mol to 51 kJ/mol) of the polymer system for exchanging and promotes the self-healing efficiency (with a high efficiency of 86.92% after being heated at 100 °C for 20 h) of the material. More importantly, the mechanical properties of the healed materials are comparable to those of the initial ones due to the special bis-dynamic covalent polymer network. These results suggest that the bis-dynamic covalent polymer network made of disulfide and inter-vinyl ester bonds opens a new strategy for developing high-performance vitrimer polymers.
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Xiu, Kemao, Jianchuan Wen, Nuala Porteous, and Yuyu Sun. "Controlling bacterial fouling with polyurethane/N-halamine semi-interpenetrating polymer networks." Journal of Bioactive and Compatible Polymers 32, no. 5 (February 8, 2017): 542–54. http://dx.doi.org/10.1177/0883911516689334.

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N-halamine-based interpenetrating polymer networks were developed as a simple and effective strategy in the preparation of antimicrobial polymers. An N-halamine monomer, N-chloro-2, 2, 6, 6-tetramethyl-4-piperidyl methacrylate, was incorporated into polyurethane in the presence of a cross-linker and an initiator. Post-polymerization of the monomers led to the formation of polyurethane/ N-halamine semi-interpenetrating polymer networks. The presence of N-halamines in the semi-interpenetrating polymer networks was confirmed by attenuated total reflectance infrared, water contact angle, and energy-dispersive X-ray spectroscopy analysis. The N-halamine contents in the semi-interpenetrating polymer networks could be readily controlled by changing reaction conditions. The distribution of active chlorines within the semi-interpenetrating polymer networks was characterized with energy-dispersive X-ray spectroscopy. Contact mode antimicrobial tests, zone of inhibition studies, and scanning electron microscopy observations showed that the semi-interpenetrating polymer networks had potent antimicrobial and antifouling effects against both Gram-positive and Gram-negative bacteria. Release tests demonstrated the outstanding stability of the N-halamine structures in the new semi-interpenetrating polymer networks.
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Kim, Sung Chul. "Interpenetrating Polymer Networks." Kobunshi 35, no. 11 (1986): 1030–38. http://dx.doi.org/10.1295/kobunshi.35.1030.

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Thapliyal, P. C. "Interpenetrating Polymer Networks." Composite Interfaces 17, no. 2-3 (January 2010): 85–89. http://dx.doi.org/10.1163/092764410x490509.

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Dissertations / Theses on the topic "Polymer networks"

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Dean, Katherine (Katherine Maree) 1974. "Epoxy-dimethacrylate interpenetrating polymer networks." Monash University, School of Physics and Materials Engineering, 2002. http://arrow.monash.edu.au/hdl/1959.1/7791.

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Dean, Katherine(Katherine Maree) 1974. "Epoxy-dimethacrylate interpenetrating polymer networks." Monash University, School of Physics and Materials Engineering, 2002. http://arrow.monash.edu.au/hdl/1959.1/8231.

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Masoud, Hassan. "Polymer networks: modeling and applications." Diss., Georgia Institute of Technology, 2012. http://hdl.handle.net/1853/45772.

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Polymer networks are an important class of materials that are ubiquitously found in natural, biological, and man-made systems. The complex mesoscale structure of these soft materials has made it difficult for researchers to fully explore their properties. In this dissertation, we introduce a coarse-grained computational model for permanently cross-linked polymer networks than can properly capture common properties of these materials. We use this model to study several practical problems involving dry and solvated networks. Specifically, we analyze the permeability and diffusivity of polymer networks under mechanical deformations, we examine the release of encapsulated solutes from microgel capsules during volume transitions, and we explore the complex tribological behavior of elastomers. Our simulations reveal that the network transport properties are defined by the network porosity and by the degree of network anisotropy due to mechanical deformations. In particular, the permeability of mechanically deformed networks can be predicted based on the alignment of network filaments that is characterized by a second order orientation tensor. Moreover, our numerical calculations demonstrate that responsive microcapsules can be effectively utilized for steady and pulsatile release of encapsulated solutes. We show that swollen gel capsules allow steady, diffusive release of nanoparticles and polymer chains, whereas gel deswelling causes burst-like discharge of solutes driven by an outward flow of the solvent initially enclosed within a shrinking capsule. We further demonstrate that this hydrodynamic release can be regulated by introducing rigid microscopic rods in the capsule interior. We also probe the effects of velocity, temperature, and normal load on the sliding of elastomers on smooth and corrugated substrates. Our friction simulations predict a bell-shaped curve for the dependence of the friction coefficient on the sliding velocity. Our simulations also illustrate that at low sliding velocities, the friction decreases with an increase in the temperature. Overall, our findings improve the current understanding of the behavior of polymer networks in equilibrium and non-equilibrium conditions, which has important implications for synthesizing new drug delivery agents, designing tissue engineering systems, and developing novel methods for controlling the friction of elastomers.
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Glaser, Jens. "Semiflexible Polymer Networks." Doctoral thesis, Universitätsbibliothek Leipzig, 2011. http://nbn-resolving.de/urn:nbn:de:bsz:15-qucosa-70576.

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Die vorliegende Arbeit beschäftigt sich mit der theoretischen Beschreibung der komplexen physikalischen Eigenschaften von Netzwerken semiflexibler Polymere. Ausgehend vom mathematischen Modell eines semiflexiblen Polymers, der \"wurmartigen Kette\" (wormlike chain), werden zwei wesentlich neue Konzepte zur Beschreibung dieses ungeordneten Materialzustands eingeführt. Einerseits wird das experimentell beobachtete, glasähnliche Fließen solcher Materialien durch das phänomenologische Modell eines semiflexiblen Polymers mit verallgemeinerter Reibung beschrieben, welche den Gesamteffekt der physikalischen oder auch chemischen Wechselwirkungen der Polymere untereinander widerspiegelt. Andererseits wird das bestehende Konzept der durch seine Nachbarfilamente erzeugten röhrenförmigen Einsperrung eines Filaments erweitert und die experimentell nachgewiesene, räumlich veränderliche Struktur der Röhre erklärt. Die erzielten Ergebnisse werden durch Rechnersimulationen sowie durch experimentelle Daten gestützt.
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Mendez, James D. "Conjugated Polymer Networks and Nanocomposites." Case Western Reserve University School of Graduate Studies / OhioLINK, 2011. http://rave.ohiolink.edu/etdc/view?acc_num=case1282841324.

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Markotsis, Martin G. School of Chemical Engineering &amp Industrial Chemistry UNSW. "Morphological studies of sbs based interpenetrating polymer networks." Awarded by:University of New South Wales. School of Chemical Engineering and Industrial Chemistry, 2005. http://handle.unsw.edu.au/1959.4/32833.

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Interpenetrating polymer networks (IPNs) of polystyrene-polybutadiene-polystyrene (SBS) block copolymers and polystyrene (PS) were prepared using sequential network formation with the polybutadiene (PB) of the SBS crosslinked thermally and the styrene network formed thermally or by ??-radiation. The use of ??-radiation to cure the added PS network at room temperature successfully avoided thermal degradation of the butadiene segments within the SBS which had been observed in earlier studies. Both linear SBS and radial SB4 IPNs were studied to compare the influence of linear or branched block copolymers on the IPN morphology. The molecular morphology was examined using a suite of techniques including thermal analysis (DSC and DMA), transmission electron microscopy (TEM), atomic force microscopy (AFM) and smallangle X-ray and neutron scattering (SAXS and SANS). The primary SBS/SB4 network morphology was found to dominate the IPN morphology with the secondary styrene network limited to selectively swelling the PS domains. The linear SBS IPNs displayed a more ordered morphology than the radial SB4 IPNs, and this morphology was investigated in pseudo three-dimensions by sectioning samples in two perpendicular directions. The morphology was found to be consistent with thermally formed systems prepared in previous studies, and contained styrenic domains of 20-50 nm within a continuous butadiene matrix. The weight of evidence suggested that the lamella structure dominated the linear SBS IPNs and a cylindrical structure for the radial SB4 IPNs. Maximum values of tensile strength and elongation at break (20 MPa and 140% respectively) were observed in samples with a styrene cure ??-radiation dose of 200 kGy. The SANS analysis of these polymer systems was expanded to investigate the thermal formation of the added PS network in real time. Time-resolved SANS allowed the development of nanostructures in the bulk samples to be measured, and compared to previous time-independent TEM studies on thin sections. The formation of the styrene network was most noticeably observed in a linear SBS IPN system, in which an increase in long-range order was observed and attributed to movement of styrene monomer into the styrenic domains and sharpening of the phase boundaries between the PS and the PB regions.
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Joyce, Steven John. "The topological trapping of cyclic polymers into polymer networks." Thesis, University of York, 1992. http://ethos.bl.uk/OrderDetails.do?uin=uk.bl.ethos.306470.

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Vaughan, Asa Dee Byrne Mark E. "Reaction analysis of templated polymer systems." Auburn, Ala., 2008. http://hdl.handle.net/10415/1538.

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Dessaud, Nathalie. "Physics of polymer networks." Thesis, University of Oxford, 2003. http://ethos.bl.uk/OrderDetails.do?uin=uk.bl.ethos.400569.

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Billen, Joris. "Simulated Associating Polymer Networks." Scholarship @ Claremont, 2012. http://scholarship.claremont.edu/cgu_etd/51.

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Telechelic associating polymer networks consist of polymer chains terminated by endgroups that have a different chemical composition than the polymer backbone. When dissolved in a solution, the endgroups cluster together to form aggregates. At low temperature, a strongly connected reversible network is formed and the system behaves like a gel. Telechelic networks are of interest since they are representative for biopolymer networks (e.g. F-actin) and are widely used in medical applications (e.g. hydrogels for tissue engineering, wound dressings) and consumer products (e.g. contact lenses, paint thickeners). In this thesis such systems are studied by means of a molecular dynamics/Monte Carlo simulation. At first, the system in rest is studied by means of graph theory. The changes in network topology upon cooling to the gel state, are characterized. Hereto an extensive study of the eigenvalue spectrum of the gel network is performed. As a result, an in-depth investigation of the eigenvalue spectra for spatial ER, scale-free, and small-world networks is carried out. Next, the gel under the application of a constant shear is studied, with a focus on shear banding and the changes in topology under shear. Finally, the relation between the gel transition and percolation is discussed.
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Books on the topic "Polymer networks"

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Meeting, American Chemical Society. Interpenetrating polymer networks. Edited by Klempner Daniel, Sperling L. H. 1932-, Utracki L. A. 1931-, American Chemical Society. Division of Polymeric Materials: Science and Engineering., and Chemical Congress of North America (4th : 1991 : New York, N.Y.). Washington, DC: American Chemical Society, 1994.

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Yoshihito, Osada, and Khokhlov A. R, eds. Polymer gels and networks. New York: Marcel Dekker, 2002.

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Lipatov, I︠U︡ S. Phase separated interpenetrating polymer networks. Dnepropetrovsk: USChTU, 1999.

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Klempner, D., L. H. Sperling, and L. A. Utracki, eds. Interpenetrating Polymer Networks. Washington, DC: American Chemical Society, 1994. http://dx.doi.org/10.1021/ba-1994-0239.

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Aharoni, S. M., and Sam Edwards. Rigid Polymer Networks. Berlin, Heidelberg: Springer Berlin Heidelberg, 1994. http://dx.doi.org/10.1007/3-540-58340-8.

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1934-, Mark James E., and Erman Burak, eds. Elastomeric polymer networks. Englewood Cliffs, N.J: Prentice Hall, 1992.

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Polymer Networks Group Meeting (16th 2002 Autrans, France). Functional networks and gels: Papers presented at the 16th Polymer Networks Group Meeting : polymer networks 2002 : held in Autrans, France, 2-6 September 2002. Edited by Geissler Erik and International Union of Pure and Applied Chemistry. Macromolecular Division. Weinheim, Germany: Wiley-VCH, 2003.

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Patrickios, Costas S., ed. Amphiphilic Polymer Co-networks. Cambridge: Royal Society of Chemistry, 2020. http://dx.doi.org/10.1039/9781788015769.

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S, Wartewig, Helmis G, and Europhysics Conference on Macromolecular Physics (29th : 1991 : Alexisbad, Germany), eds. Physics of polymer networks. Darmstadt: Steinkopff Verlag, 1992.

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Kramer, O., ed. Biological and Synthetic Polymer Networks. Dordrecht: Springer Netherlands, 1988. http://dx.doi.org/10.1007/978-94-009-1343-1.

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Book chapters on the topic "Polymer networks"

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Dušek, Karel, and Miroslava Dušková-Smrc̆ková. "Polymer Networks." In Macromolecular Engineering, 1687–730. Weinheim, Germany: Wiley-VCH Verlag GmbH & Co. KGaA, 2011. http://dx.doi.org/10.1002/9783527631421.ch40.

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Fox, R. B., J. J. Fay, Usman Sorathia, and L. H. Sperling. "Interpenetrating Polymer Networks." In ACS Symposium Series, 359–65. Washington, DC: American Chemical Society, 1990. http://dx.doi.org/10.1021/bk-1990-0424.ch019.

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Sperling, L. H., and R. Hu. "Interpenetrating Polymer Networks." In Polymer Blends Handbook, 677–724. Dordrecht: Springer Netherlands, 2014. http://dx.doi.org/10.1007/978-94-007-6064-6_8.

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Sperling, L. H., and R. Hu. "Interpenetrating Polymer Networks." In Polymer Blends Handbook, 417–47. Dordrecht: Springer Netherlands, 2003. http://dx.doi.org/10.1007/0-306-48244-4_6.

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Mishra, Munmaya, and Biao Duan. "Interpenetrating Polymer Networks." In The Essential Handbook of Polymer Terms and Attributes, 82–83. Boca Raton: CRC Press, 2024. http://dx.doi.org/10.1201/9781003161318-80.

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Eschbach, F. O., and S. J. Huang. "Hydrophilic—Hydrophobic Interpenetrating Polymer Networks and Semi-interpenetrating Polymer Networks." In Interpenetrating Polymer Networks, 205–19. Washington, DC: American Chemical Society, 1994. http://dx.doi.org/10.1021/ba-1994-0239.ch009.

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Bauer, Barry J., Robert M. Briber, and Brian Dickens. "Grafted Interpenetrating Polymer Networks." In Interpenetrating Polymer Networks, 179–95. Washington, DC: American Chemical Society, 1994. http://dx.doi.org/10.1021/ba-1994-0239.ch007.

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Alexandratos, Spiro D., Corinne E. Grady, Darrell W. Crick, and Robert Beauvais. "Bifunctional Interpenetrating Polymer Networks." In Interpenetrating Polymer Networks, 197–203. Washington, DC: American Chemical Society, 1994. http://dx.doi.org/10.1021/ba-1994-0239.ch008.

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Sperling, L. H. "Interpenetrating Polymer Networks: An Overview." In Interpenetrating Polymer Networks, 3–38. Washington, DC: American Chemical Society, 1994. http://dx.doi.org/10.1021/ba-1994-0239.ch001.

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Rouf, C., S. Derrough, J. J. André, J. M. Widmaier, and G. C. Meyer. "Methacrylic—Allylic Interpenetrating Polymer Networks." In Interpenetrating Polymer Networks, 143–56. Washington, DC: American Chemical Society, 1994. http://dx.doi.org/10.1021/ba-1994-0239.ch005.

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Conference papers on the topic "Polymer networks"

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Torres, Yanira, Timothy White, Amber McClung, and William Oates. "Photoresponsive Azobenzene Liquid Crystal Polymer Networks: In Situ Photogenerated Stress Measurement." In ASME 2010 Conference on Smart Materials, Adaptive Structures and Intelligent Systems. ASMEDC, 2010. http://dx.doi.org/10.1115/smasis2010-3656.

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Azobenzene liquid crystal polymers and polymer networks are adaptive materials capable of converting light into mechanical work. Often, the photomechanical output of the azobenzene liquid crystal network (azo-LCN) is observed as a bending cantilever. The response of these materials can be either static (e.g. a simple bending cantilever) or dynamic (e.g. oscillating cantilever of 20–270 Hz). The resulting photomechanical output is dependent upon the domain orientation of the polymer network and the wavelength and polarization of the actinic light. Polydomain azobenzene liquid crystal polymer networks, which have the capability of bending both backwards and forwards with the change of polarization angle, are of particular interest. In the current study, three azo-LCNs are compared — two of them are equivalent in all respects except for one contains pendant azobenzene mesogens (1azo, azo-monoacrylate) and the other contains crosslinked azobenzene mesogens (2azo, azo-diacrylate). The third specimen has a combination of both mesogens. The mechanical behavior at different temperatures and examination of structure-property relationships in the polymerization process, including curing temperatures and liquid crystal cell alignment rubbing methods, were explored. Using dynamic mechanical analysis (DMA) the mechanical properties and the photogenerated stress and strain in the polymer are examined. It is found the differences in chemistry do correlate to small variation in the speed of photodirected bending, elastic modulus, and glass transition temperature. Despite these differences, all three azo-LCNs display nearly equivalent photogenerated stresses.
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Savant, Gajendra, Liping Wang, and Jay Hirsh. "Dynamic erasable dye-polymer for all-optical neural networks." In OSA Annual Meeting. Washington, D.C.: Optica Publishing Group, 1991. http://dx.doi.org/10.1364/oam.1991.thmm9.

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Thus far, neural network models have mostly been implemented on computers and electronic hardware. Although there is a potential for optics to offer high density parallel interconnects at high speeds, optical neural network implementation has been limited to single layer machines confined to solving only a very narrow range of pattern recognition problems. Multilayer neural networks are much more powerful than the single layer machines, because they represent a class of universal approximators; however, no practical implementation has yet been reported. The primary reason for this slow progress in the optical implementation of neural networks is the lack of suitable materials that can provide dense, modifiable synaptic interconnections. As a result of broad material research efforts in organic/polymer media, we have developed a new dynamic holographic erasable dye-polymer material. Using this material, high efficiency polarization holograms can be recorded, selectively enhanced or erased in real time, so that dense, modifiable neural interconnects can be implemented.
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Caspary, Reinhard, Stefanie Unland, Simon Spelthann, Jonas Thiem, Axel Ruehl, Detlev Ristau, Wolfgang Kowalsky, et al. "Polymer Fiber Lasers." In 2019 21st International Conference on Transparent Optical Networks (ICTON). IEEE, 2019. http://dx.doi.org/10.1109/icton.2019.8840399.

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Panyukov, Sergey. "Statistical physics of polymer networks." In Third tohwa university international conference on statistical physics. AIP, 2000. http://dx.doi.org/10.1063/1.1291527.

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Gan, Xuetao, Cheng-Chia Tsai, Hannah Clevenson, Luozhou Li, and Dirk Englund. "Suspended Polymer Photonic Crystal Networks." In Frontiers in Optics. Washington, D.C.: OSA, 2012. http://dx.doi.org/10.1364/fio.2012.fw1e.5.

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Darraud-Taupiac, Claire, J. Louis Decossas, and J. C. Vareille. "Fabrication and characterization of implanted polymer waveguides." In Advanced Networks and Services, edited by S. Iraj Najafi and Henri Porte. SPIE, 1995. http://dx.doi.org/10.1117/12.201985.

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Khan, Mohammad Rasheed, Shams Kalam, Abdul Asad, Rizwan Ahmed Khan, and Muhammad Shahzad Kamal. "Intelligent Predictor for Polymer Viscosity to Enhance Support for EOR Processes." In SPE Middle East Oil & Gas Show and Conference. SPE, 2021. http://dx.doi.org/10.2118/204839-ms.

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Abstract Research into the use of polymers for enhanced oil recovery (EOR) processes has been going on for more than 6 decades and is now classified as a techno-commercially viable option. A comprehensive evaluation of the polymer's rheology is pivotal to the success of any polymer EOR process. Laboratory-based evaluation is critical to EOR success; however, it is also a time/capital consuming process. Consequently, any tool which can aid in optimizing lab tests design can bring in great value. Accordingly, in this study a novel predictive correlation for viscosity estimation of commonly used "FP 3330S" EOR polymer is presented through use of cutting-edge machine learning neural networks. Mathematical equation for polymer viscosity is developed using machine learning algorithms as a function of polymer concentration, NaCl concentration, and Ca2+ concentration. The measured input data was collected from the literature and sub-divided into training and test sets. A wide-ranging optimization was performed to select the best parameters for the neural network which includes the number of neurons, neuron layers, activation functions between multiple layers, weights, and bias. Furthermore, the Levenberg-Marquardt back-propagation algorithm was utilized to train the model. Finally, measured and estimated viscosities were compared based on error-analysis. Novel correlation is developed for the polymer that can be used in predictive mode. This established correlation can predict polymer viscosity when applied to the test dataset and outperforms other published models with average error in the range of 3-5% and coefficient of determination in excess of 0.95. Moreover, it is shown that neural networks are faster and relatively better than other machine learning algorithms explored in this study. The proposed correlation can map non-linear relationships between polymer viscosity and other rheological parameters such as molecular weight, polymer concentration, and cation concentration of polymer solution. Lastly, through machine learning validation approach, it was possible to examine feasibility of the proposed models which is not done by traditional empirical equations.
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Caspary, Reinhard, Simon Schutz, Sophia Mohl, Alexander Cichosch, Hans-Hermann Johannes, and Wolfgang Kowalsky. "Polymer optical fiber amplifiers." In 2012 14th International Conference on Transparent Optical Networks (ICTON). IEEE, 2012. http://dx.doi.org/10.1109/icton.2012.6253750.

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Caspary, Reinhard, Sophia Mohl, Alexander Cichosch, Robert Evert, Simon Schutz, Hans-Hermann Johannes, and Wolfgang Kowalsky. "Eu-doped polymer fibers." In 2013 15th International Conference on Transparent Optical Networks (ICTON). IEEE, 2013. http://dx.doi.org/10.1109/icton.2013.6602870.

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Derkowska-Zielinska, Beata, Oksana Krupka, Agnieszka Wachowiak, Vitaly Smokal, and Andrzej Grabowski. "DR1-doped polymer matrice." In 2015 17th International Conference on Transparent Optical Networks (ICTON). IEEE, 2015. http://dx.doi.org/10.1109/icton.2015.7193658.

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Reports on the topic "Polymer networks"

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Bowman, Christopher, Brian J. Adzima, and Benjamin John Anderson. Covalently crosslinked diels-alder polymer networks. Office of Scientific and Technical Information (OSTI), September 2011. http://dx.doi.org/10.2172/1029765.

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Botto, R. E., and G. D. Cody. Magnetic resonance imaging of solvent transport in polymer networks. Office of Scientific and Technical Information (OSTI), February 1995. http://dx.doi.org/10.2172/26588.

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Pozzo, Danilo C. Self-Assembly of Conjugated Polymer Networks: A Neutron Scattering Study. Office of Scientific and Technical Information (OSTI), July 2013. http://dx.doi.org/10.2172/1095911.

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Zimmerman, Jonathan A., Thao D. Nguyen, and Rui Xiao. Modeling the Coupled Chemo-Thermo-Mechanical Behavior of Amorphous Polymer Networks. Office of Scientific and Technical Information (OSTI), February 2015. http://dx.doi.org/10.2172/1171987.

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Zhou, Hong-Cai Joe, Gregory Steven Day, and Koray Ozdemir. Evaluation of amine-incorporated porous polymer networks (aPPNs) as sorbents for post­combustion CO2 capture. Office of Scientific and Technical Information (OSTI), April 2019. http://dx.doi.org/10.2172/1525327.

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Divan, Brooke, Richard Lampo, and Lawrence Clark. Self-repairing polymer networks for high-performance coatings : final report on Project F12-AR12. Engineer Research and Development Center (U.S.), September 2018. http://dx.doi.org/10.21079/11681/29510.

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Oakdale, J. Full Technical Report: Dynamic Polymer Networks for On Demand Degradable Adhesives, Scaffolds, and Templates. Office of Scientific and Technical Information (OSTI), October 2021. http://dx.doi.org/10.2172/1827519.

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Tippur, Hareesh V., and Maria L. Auad. Processing and Dynamic Failure Characterization of Novel Impact Absorbing Transparent Interpenetrating Polymer Networks (t-IPN). Fort Belvoir, VA: Defense Technical Information Center, July 2013. http://dx.doi.org/10.21236/ada587367.

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Majumdar, Partha, Elizabeth Lee, Bret J. Chisholm, Shawn M. Dirk, Michael Weisz, James Bahr, and Kris Schiele. The development of a high-throughput gradient array apparatus for the study of porous polymer networks. Office of Scientific and Technical Information (OSTI), January 2010. http://dx.doi.org/10.2172/984130.

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Nizameeva, Guliya, Elgina Lebedeva, Radis Gainullin, Irek Nizameev, and Oleg Sinyashin. Composite material based on oriented nickel oxide networks in a polymer matrix as an active element of a conductometric greenhouse gas sensor. Peeref, July 2023. http://dx.doi.org/10.54985/peeref.2307p8656485.

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