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- All Subjects: GAN
- Creators: Ponce, Fernando
- Creators: Wang, Yancheng
conversion and storage, including artificial photosynthesis. In nature, the active sites of
enzymes are typically earth-abundant metal centers and the protein provides a unique
three-dimensional environment for effecting catalytic transformations. Inspired by this
biological architecture, a synthetic methodology using surface-grafted polymers with
discrete chemical recognition sites for assembling human-engineered catalysts in three-dimensional
environments is presented. The use of polymeric coatings to interface cobalt-containing
catalysts with semiconductors for solar fuel production is introduced in
Chapter 1. The following three chapters demonstrate the versatility of this modular
approach to interface cobalt-containing catalysts with semiconductors for solar fuel
production. The catalyst-containing coatings are characterized through a suite of
spectroscopic techniques, including ellipsometry, grazing angle attenuated total reflection
Fourier transform infrared spectroscopy (GATR-FTIR) and x-ray photoelectron (XP)
spectroscopy. It is demonstrated that the polymeric interface can be varied to control the
surface chemistry and photoelectrochemical response of gallium phosphide (GaP) (100)
electrodes by using thin-film coatings comprising surface-immobilized pyridyl or
imidazole ligands to coordinate cobaloximes, known catalysts for hydrogen evolution.
The polymer grafting chemistry and subsequent cobaloxime attachment is applicable to
both the (111)A and (111)B crystal face of the gallium phosphide (GaP) semiconductor,
providing insights into the surface connectivity of the hard/soft matter interface and
demonstrating the applicability of the UV-induced immobilization of vinyl monomers to
a range of GaP crystal indices. Finally, thin-film polypyridine surface coatings provide a
molecular interface to assemble cobalt porphyrin catalysts for hydrogen evolution onto
GaP. In all constructs, photoelectrochemical measurements confirm the hybrid
photocathode uses solar energy to power reductive fuel-forming transformations in
aqueous solutions without the use of organic acids, sacrificial chemical reductants, or
electrochemical forward biasing.
This paper is centered on the use of generative adversarial networks (GANs) to convert or generate RGB images from grayscale ones. The primary goal is to create sensible and colorful versions of a set of grayscale images by training a discriminator to recognize failed or generated images and training a generator to attempt to satisfy the discriminator. The network design is described in further detail below; however there are several potential issues that arise including the averaging of a color for certain images such that small details in an image are not assigned unique colors leading to a neutral blend. We attempt to mitigate this issue as much as possible.
This paper is centered on the use of generative adversarial networks (GANs) to convert or generate RGB images from grayscale ones. The primary goal is to create sensible and colorful versions of a set of grayscale images by training a discriminator to recognize failed or generated images and training a generator to attempt to satisfy the discriminator. The network design is described in further detail below; however there are several potential issues that arise including the averaging of a color for certain images such that small details in an image are not assigned unique colors leading to a neutral blend. We attempt to mitigate this issue as much as possible.
This paper is centered on the use of generative adversarial networks (GANs) to convert or generate RGB images from grayscale ones. The primary goal is to create sensible and colorful versions of a set of grayscale images by training a discriminator to recognize failed or generated images and training a generator to attempt to satisfy the discriminator. The network design is described in further detail below; however there are several potential issues that arise including the averaging of a color for certain images such that small details in an image are not assigned unique colors leading to a neutral blend. We attempt to mitigate this issue as much as possible.
Al-doped SrTiO3 thin films grown on Si were of high crystalline quality. The Ti/O ratio estimated from EELS line scans revealed that substitution of Ti by Al created associated O vacancies. The strength of the crystal field in STO was measured using EELS, and decreased by ~1.0 eV as Ti4+ was substituted by Al3+. The damping of O-K EELS peaks confirmed the rise in oxygen vacancies. For Co-substituted STO films grown on Si, the EDS and EELS spectra across samples showed Co doping was quite random. The substitution of Ti4+ with Co3+ or Co2+ created associated oxygen vacancies for charge balance. Presence of oxygen vacancies was also confirmed by shift of Ti-L EELS peaks towards lower energy by ~0.4 eV. The crystal-field strength decreased by ~0.6 eV as Ti4+ was partially substituted by Co3+ or Co2+.
Spinel Co3O4 thin films grown on MgAl2O4 (110) were observed to have excellent crystalline quality. The structure of the Co3O4/MgAl2O4 interface was determined using HRTEM and image simulations. It was found that MgAl2O4 substrate is terminated with Al and oxygen. Stacking faults and associated strain fields in spinel Co3O4 were found along [111], [001], and [113] using Geometrical Phase Analysis.
NbO2 films on STO (111) were observed to be tetragonal with lattice parameter of 13.8 Å and NbO films on LSAT (111) were observed to be cubic with lattice parameter of 4.26 Å. HRTEM showed formation of high quality NbOx films and excellent coherent interface. HRTEM of SrAl4 on LAO (001) confirmed an island growth mode. The SrAl4 islands were highly crystalline with excellent epitaxial registry with LAO. By comparing HRTEM images with image simulations, the interface structure was determined to consist of Sr-terminated SrAl4 (001) on AlO2-terminated LAO (001).