Search results for "Annealing"

showing 10 items of 434 documents

Neural network prediction in a system for optimizing simulations

2002

Neural networks have been widely used for both prediction and classification. Back-propagation is commonly used for training neural networks, although the limitations associated with this technique are well documented. Global search techniques such as simulated annealing, genetic algorithms and tabu search have also been used for this purpose. The developers of these training methods, however, have focused on accuracy rather than training speed in order to assess the merit of new proposals. While speed is not important in settings where training can be done off-line, the situation changes when the neural network must be trained and used on-line. This is the situation when a neural network i…

Artificial neural networkbusiness.industryComputer scienceTraining timeTraining (meteorology)Context (language use)Machine learningcomputer.software_genreTraining methodsIndustrial and Manufacturing EngineeringTabu searchSimulated annealingArtificial intelligencebusinesscomputer
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On-surface Synthesis of a Chiral Graphene Nanoribbon with Mixed Edge Structure.

2020

Abstract Chiral graphene nanoribbons represent an important class of graphene nanomaterials with varying combinations of armchair and zigzag edges conferring them unique structure‐dependent electronic properties. Here, we describe the on‐surface synthesis of an unprecedented cove‐edge chiral GNR with a benzo‐fused backbone on a Au(111) surface using 2,6‐dibromo‐1,5‐diphenylnaphthalene as precursor. The initial precursor self‐assembly and the formation of the chiral GNRs upon annealing are revealed, along with a relatively small electronic bandgap of approximately 1.6 eV, by scanning tunnelling microscopy and spectroscopy.

Band gapAnnealing (metallurgy)530 Physics010402 general chemistry01 natural sciencesBiochemistrygraphene nanoribbonNanomaterialslaw.inventionlawchiral edge540 Chemistrypolycyclic aromatic hydrocarbonon-surface synthesisSpectroscopyQuantum tunnelling010405 organic chemistryChemistryGraphenescanning tunneling microscopy and spectroscopyCommunicationOrganic ChemistryGeneral ChemistryCommunications0104 chemical sciencesZigzagChemical physics570 Life sciences; biologyGraphene nanoribbonsChemistry, an Asian journal
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Study of tantalum hemicarbide (Ta2C) production by low pressure carburizing

2015

Tantalum is a very dense metal (d = 16.6) and has a very high melting temperature of 2996°C. This material is particularly required for crucibles used for pyrochemical applications. Early studies show that a carburizing treatment enhances corrosion resistance from liquid metals. Indeed, the intergranular attack of tantalum is stopped by Ta2C precipitates, which occupy the grain boundary regions. The production of the carbon saturated tantalum with Ta2C precipitates requires a good understanding of tantalum carburizing.A carburizing treatment on tantalum sample causes the emergence of a TaC layer on surface and Ta2C layer just below. A reduction of carbon flow has enabled the study of the fi…

CarboneCarburesTantalumPrécipitésPrecipitatesCarbonAnnealing[PHYS.PHYS.PHYS-CHEM-PH] Physics [physics]/Physics [physics]/Chemical Physics [physics.chem-ph]DiffusionCinétiqueKineticsCémentation basse pressionTantaleLow pressure carburizingCarbidesRecuit
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Coprecipitation synthesis of Nd:YAG nanopowders II: the effect of Nd dopant addition the on Luminescence Properties

2009

Abstract Nanopowders of Yttrium Aluminium Garnet (Y3Al5O12, YAG) doped with neodymium (Nd:YAG, 0.2–24.0 at.%) were prepared using the co-precipitation method followed by an annealing treatment up to 950 °C. For a concentration of neodymium lower than 3.2 at.% the materials were found constituted by the garnet phase according to X-ray diffraction investigations. However, at higher neodymium loading the hexagonal and monoclinic forms of yttrium aluminium oxides were found together with the garnet phase. For Nd quantity lower than 0.8% the luminescence emission spectra appear to be nearly the same, indicating that in the examined range of composition the immediate surrounding of the emitting N…

CeramicsMaterials scienceAnnealing (metallurgy)Analytical chemistryNanopowderMineralogychemistry.chemical_elementNeodymiumInorganic Chemistrychemistry.chemical_compoundAluminiumYttrium aluminium garnetElectrical and Electronic EngineeringPhysical and Theoretical ChemistrySpectroscopySettore CHIM/02 - Chimica FisicaDopantOrganic ChemistryLuminescence propertieYttriumNd:YAGAtomic and Molecular Physics and OpticsElectronic Optical and Magnetic MaterialschemistryAluminium oxideLuminescence
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Inverse simulated annealing for the determination of amorphous structures

2013

We present a new and efficient optimization method to determine the structure of disordered systems in agreement with available experimental data. Our approach permits the application of accurate electronic structure calculations within the structure optimization. The new technique is demonstrated within density functional theory by the calculation of a model of amorphous carbon.

Chemical Physics (physics.chem-ph)Condensed Matter - Materials ScienceMaterials scienceStatistical Mechanics (cond-mat.stat-mech)Structure (category theory)Experimental dataInverseMaterials Science (cond-mat.mtrl-sci)FOS: Physical sciencesElectronic structureDisordered Systems and Neural Networks (cond-mat.dis-nn)Computational Physics (physics.comp-ph)Condensed Matter - Disordered Systems and Neural NetworksCondensed Matter PhysicsMolecular physicsElectronic Optical and Magnetic MaterialsAmorphous solidAmorphous carbonPhysics - Chemical PhysicsSimulated annealingDensity functional theoryPhysics - Computational PhysicsCondensed Matter - Statistical Mechanics
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Heteroeptiaxial growth of alloy monolayers on W(110)

2005

Abstract We studied the initial growth of Co 1 - x Fe x films on W(1 1 0) using scanning tunneling microscopy and spectroscopy (STM and STS), in combination with low-energy electron diffraction (LEED). For Co-rich alloys the deposition at room temperature followed by high-temperature annealing is not equivalent to the deposition at high substrate temperatures, in contrast to the case of Fe-rich alloys. While room temperature deposition results in a structure consisting of small islands even after annealing, deposition at high substrate temperatures leads to large coalesced areas. Sequential deposition of pure Co and pure Fe results in phase separated areas of Co- and Fe-rich areas. Only, in…

ChemistryAnnealing (metallurgy)Alloyengineering.materialCondensed Matter Physicslaw.inventionInorganic ChemistryCrystallographyElectron diffractionlawMonolayerMaterials ChemistryengineeringScanning tunneling microscopeThin filmSpectroscopyPhase diagramJournal of Crystal Growth
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MoO (x≤2) ultrathin film growth from reactions between metallic molybdenum and TiO2 surfaces

2001

Abstract Exposures to oxygen at room temperature and annealings under vacuum were carried out on deposits obtained from molybdenum interacting with (1 1 0) TiO 2 surfaces in order to obtain molybdenum oxide ultra thin films. Exposures to oxygen at room temperature show that the interfacial molybdenum oxide layers resulting from the TiO 2 /Mo interactions are inactive towards oxygen whereas the metallic molybdenum clusters, which grew on top of the interfacial layers, oxidise into MoO 3 . Besides, during annealings under vacuum, substrate oxygen anions can diffuse into the deposit. Thus, between 400 and 500°C, molybdenum oxide layers are progressively oxidised into MoO 2 . Moreover, from the…

ChemistryAnnealing (metallurgy)Inorganic chemistryGeneral Physics and Astronomychemistry.chemical_elementSurfaces and InterfacesGeneral ChemistryCondensed Matter PhysicsSurfaces Coatings and FilmsMetalVacuum depositionX-ray photoelectron spectroscopyMolybdenumPhysical vapor depositionvisual_artvisual_art.visual_art_mediumThin filmStoichiometryApplied Surface Science
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Anomalous Kinetics of Diffusion-Controlled Defect Annealing in Irradiated Ionic Solids

2017

The authors thanks A. Ch. Lushchik, M. Izerrouken, and V. Lisitsyn for stimulating discussions. This work has been carried out within the framework of the EUROfusion Consortium and has received funding from the Euroatom research and training programme 2014-2018 under Grant Agreement No. 633053. The views and opinions expressed herein do not necessarily reflect those of the European Commission. R.V. acknowledges the financial support by the MEIC (Ministerio de Economa, Industria y Competitivad; Project ENE2015-70300-C3-1-R). The calculations were performed using facilities of the Stuttgart Supercomputer Center (Project DEFTD 12939).

ChemistryAnnealing (metallurgy)KineticsIonic bonding02 engineering and technologyElectronRadiation021001 nanoscience & nanotechnology01 natural sciences7. Clean energyFluenceMolecular physicsIon0103 physical sciences:NATURAL SCIENCES:Physics [Research Subject Categories]IrradiationPhysical and Theoretical Chemistry010306 general physics0210 nano-technologyThe Journal of Physical Chemistry A
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Growth of ZnO crystals by vapour transport: Some ways to act on physical properties

2006

Nowadays, the growth of ZnO by vapor transport in silica ampoules is generally made in presence of graphite. As it has been already shown, this means that the growth process is carried out in presence of a Zn excess. In order to control that and act, as a consequence, on the physical properties of crystals we have performed a systematic study of the growth process in a wide range of Zn excess compositions using well defined experimental conditions. As a preliminary characterization, optical absorption and electrical properties have been analyzed at room temperature. The results show how some physical properties of as-grown ZnO crystals can be changed in a controlled way by an adequate combi…

ChemistryAnnealing (metallurgy)NanotechnologyGeneral ChemistryCondensed Matter PhysicsAmpoulelaw.inventionChemical engineeringlawThermalSource materialGeneral Materials ScienceGraphiteCrystallizationWell-definedCrystal Research and Technology
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MOCVD growth of CdTe on glass: analysis of in situ post-growth annealing

2004

Abstract In this paper, we analyse the growth by MOCVD of CdTe on glass substrates using in situ post-growth annealing. First, in order to perform a systematic study, polycrystalline layers of CdTe were deposited by MOCVD on glass substrates. The structure and morphology of the layers was investigated as a function of different growth parameters, temperature, VI/II precursor molar ratio and substrate position on the susceptor. An activation energy of Ek=20.7 kcal/mol was obtained from the experimental data. In order to better understand the process and the effects of different growth parameters, a numerical model that simulated the gas flow in the reactor, was developed. Secondly we analyse…

ChemistryScanning electron microscopeSubstrate (electronics)Activation energyCondensed Matter PhysicsCadmium telluride photovoltaicsAnnealing (glass)Inorganic ChemistryCrystallographysymbols.namesakeChemical engineeringMaterials ChemistrysymbolsCrystalliteMetalorganic vapour phase epitaxyRaman spectroscopyJournal of Crystal Growth
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