Results of Uncertainty Quantification of data , and Pi3NN code
Uncertainty Quantification results along with Pi3NN code and forward model data for dipole-dipole on which it was performed is attached.
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Uncertainty Quantification results along with Pi3NN code and forward model data for dipole-dipole on which it was performed is attached.
Training data for both dipole dipole and Alt3 wenner configurations included. Field dataset for both dipole dipole and Alt3 wenner configurations included (Test dataset). Python code for implementation of MLP-NN included. Results for inversion of both configurations included.
Apparatus for investigation of biresistance state of materials
Thin film thickness from theoretical expressions for conductivity and isothermal Hall effect
Helium temperature strain effect on superconducting transition of Pb-In alloys under longitudinal and transverse magnetic fields
Current oscillation characteristics of GaAs above certain treshold electric field, noting GaAsP Gunn diode data
Silver electric contacts at high temperatures with prolonged loading
Variation in transitional resistance of electric contacts as function of design, materials, current, and switching frequency - switching elements erosion
Drift-field solar cell fabrication with space environment radiation resistance capabilities
Electrical analogy technique for determining rotational apparent masses of body in two- dimensional fluid flow
Piezoresistance and piezo-Hall effect in semiconducting strontium titanium oxide
Multilayer technique for evaporation of ohmic contacts onto CdS, noting V-I characteristics and noise spectrum of recrystallized layer
Annealing of neutron irradiation induced changes in impurity conduction in Sb-doped Ge
Thermal conductivity data were obtained by the axial one-dimensional heat flow method for a cylindrical rod 3.6 mm in diameter and 23 cm long with an electric heater at one end and a temperature controlled sink at the other. Variability of this iron was studied by means of electrical residual resistivity ratio measurements on 63 specimens. This study showed that with a two-hour anneal at 1000 C one can obtain a thermal conductivity Standard Reference Material that has variability of less than 1% in thermal conductivity.
Efforts concentrated on reducing the electrical sheet resistance of sputtered cadmium stannate films, installing and testing equipment for spray coating experiments, and sputter deposition of thin cadmium sulfide layers onto cadmium stannate electrodes. In addition, single crystal silicon wafers were coated with cadmium stannate. Work also continued on the development of the backwall CdS solar cell.
A laboratory type CVD reactor system with a vertical deposition chamber and sample pedestal heated by an external RF coil has been extensively modified by installation of mass flow controllers, automatic process sequence timers, and special bellows-sealed air-operated valves for overall improved performance. Various film characterization procedures, including classical metallography, SEM analyses, X ray diffraction analyses, surface profilometry, and electrical measurements (resistivity, carrier concentration, mobility, spreading resistance profiles, and minority-carrier lifetime by the C-V-t method) area used to correlate Si sheet properties with CVD parameters and substrate properties. Evaluation procedures and measurements are given. Experimental solar cell structures were made both in epitaxial Si sheet (on sapphire substrates) and in polycrystalline material on alumina substrates, the former to provide an indication of what might be an upper limit on performance of the latter. Preliminary results are given, as obtained in cell structures not specially designed to allow for the unique properties of the sheet material, and fabricated in material known to be far from optimum for photovoltaic performance. Low power conversion efficiencies have been obtained in the epitaxial as well as the polycrystalline Si sheet.
A technique is developed for the detection of the onset of circumferential ring cracks in a flat brittle piece of an electrically insulating material. Thin metal films were deposited on both the insulating indentor (diamond) and the insulating brittle flat. The initiation of a ring crack was signified by a step in the monitored electrical contact resistance between the indentor and flat metal films versus the applied force. It was determined by tests performed on polished glass slides using diamond indentors that this technique is both sensitive and reproducible. The onset of crack formation as observed by optical means was found to occur at the same time as the step in the contact resistance when both experiments were carried out simultaneously.
A series of tin-containing polyimide films derived from either 3,3',4,4'-benzophenone tetracarboxylic acid dianhydride or pyromellitic dianhydride and 4,4'-oxydianiline have been synthesized and their electrical properties examined. Highest quality materials (i.e., homogeneous, smooth surface, flexible) with the best electrical properties were doped with either SnCl2.2H2O or (n-Bu)2SnCl2. In all cases, extensive reactivity of the tin dopant with water, air or polyamic acid during imidization is observed. Lowered electrical surface resistivities appear to be correlatable with the presence of surface tin oxide on the film surface.