摘要:
Techniques for evaluating the accuracy of a predicted effectiveness of an improvement to an infrastructure include collecting data, representative of at least one pre-defined metric, from the infrastructure during first and second time periods corresponding to before and after a change has been implemented, respectively. A machine learning system can receive compiled data representative of the first time period and generate corresponding machine learning data. A machine learning results evaluator can empirically analyze the generated machine learning data. An implementer can implement the change to the infrastructure based at least in part on the data from a machine learning data outputer. A system performance improvement evaluator can compare the compiled data representative of the first time period to that of the second time period to determine a difference, if any, and compare the difference, if any, to a prediction based on the generated machine learning data.
摘要:
The present application provides methods and systems for quantitatively predicting an effectiveness of a proposed capital improvement project based on one or more previous capital improvement projects representative of one or more physical assets and including one or more attributes that includes defining a first sample pool from the previous capital improvement project data in which said previous capital improvement project has been performed, defining a second sample in which the previous capital improvement project has not been performed, the second sample pool including one or more attribute values that are the same as, or similar to, the attribute values for the first sample pool, generating a performance metric for each of the first and second sample pools, comparing the performance metric from the first sample pool with the performance metric from the second sample pool to determine a net performance metric, and, generating a prediction of effectiveness of the proposed capital improvement project concerning based on said net performance metric.
摘要:
A machine learning system creates failure-susceptibility rankings for feeder cables in a utility's electrical distribution system. The machine learning system employs martingale boosting algorithms and Support Vector Machine (SVM) algorithms to generate a feeder failure prediction model, which is trained on static and dynamic feeder attribute data. Feeders are dynamically ranked by failure susceptibility and the rankings displayed to utility operators and engineers so that they can proactively service the distribution system to prevent local power outages. The feeder rankings may be used to redirect power flows and to prioritize repairs. A feedback loop is established to evaluate the responses of the electrical distribution system to field actions taken to optimize preventive maintenance programs.
摘要:
A thermal reactor having a wafer chamber for containing at least one semiconductor wafer during processing. The thermal reactor contains a quartz window having an inward bow defining a concave outside surface.
摘要:
A cover member for a semiconductor processing thermal reactor. The cover member has a central quartz window portion and an outer flange portion. The central window portion has either an inward bow defining a concave outside surface, or an outward bow defining a convex outside surface. The centerline of the central window portion has a radius of curvature which when extended through the flange portion divides the flange portion into an upper flange section and a lower flange section. The upper and lower flange portions having substantially equal masses.
摘要:
A method and apparatus for processing opposing surfaces of a wafer. In one embodiment a semiconductor processing chamber is provided having an opening which allows for insertion of a wafer. A wafer holder is located within the semiconductor processing chamber for receiving the wafer. An inlet port allows flow of gas into the semiconductor processing chamber. An outlet port allows flow of gas from the semiconductor processing chamber. A first heat plate is mounted within the semiconductor processing chamber so that a first face of a wafer, when held by the wafer holder, faces towards the first heat plate. A first heat source is located to heat the first heat plate. A second heat plate is mounted in position within the semiconductor processing chamber so that a second face of the wafer, opposing the first face, faces towards the second heat plate. A second heat source is located to heat the second heat plate.
摘要:
An apparatus and method for thermal processing, and more particularly for rapid thermal processing wherein a first thermal radiator generates and projects a first pattern of thermal radiation onto a first surface of a substrate, and wherein a second thermal radiator generates and projects a second pattern of thermal radiation onto a second surface of the substrate. The temperatures on the first and second surfaces are sensed by sensing means. Means for controlling the first and second thermal radiator means in response to the sensing means cause a prescribed temperature profile to be produced within the substrate.
摘要:
The present disclosure is directed to an apparatus for depositing a layer of a material on a wafer. The apparatus includes a deposition chamber having an upper dome, a lower dome and a side wall between the upper and lower domes. A susceptor plate is in and extends across the deposition chamber to divide the deposition chamber into an upper portion above the susceptor plate and a lower portion below the susceptor plate. A gas inlet manifold is in the side wall. The manifold has three inlet ports. One of the ports is connected by passages which open into the lower portion of the deposition chamber. The other two ports are connected by passages which open into the upper portion of the deposition chamber. A gas supply system is connected to the inlet ports so as to provide the same gases into the lower portion of the deposition chamber as well as into the upper portion of the deposition chamber. This allows the back surface of the susceptor plate to be coated with a layer of the same material as to be coated on the wafer prior to coating the layer on the wafer.
摘要:
The invention utilizes 3-D and 4-D seismic surveys as a means of deriving information useful in petroleum exploration and reservoir management. The methods use both single seismic surveys (3-D) and multiple seismic surveys separated in time (4-D) of a region of interest to determine large scale migration pathways within sedimentary basins, and fine scale drainage structure and oil-water-gas regions within individual petroleum producing reservoirs. Such structure is identified using pattern recognition tools which define the regions of interest. The 4-D seismic data sets may be used for data completion for large scale structure where time intervals between surveys do not allow for dynamic evolution. The 4-D seismic data sets also may be used to find variations over time of small scale structure within individual reservoirs which may be used to identify petroleum drainage pathways, oil-water-gas regions and, hence, attractive drilling targets. After spatial orientation, and amplitude and frequency matching of the multiple seismic data sets, High Amplitude Event (HAE) regions consistent with the presence of petroleum are identified using seismic attribute analysis. High Amplitude Regions are grown and interconnected to establish plumbing networks on the large scale and reservoir structure on the small scale. Small scale variations over time between seismic surveys within individual reservoirs are identified and used to identify drainage patterns and bypassed petroleum to be recovered. The location of such drainage patterns and bypassed petroleum may be used to site wells.
摘要:
An apparatus and method for the turbulent mixing of gases are described. The invention has particular application when it is desired to produce a gas mixture including a very small quantity (ppm or less) of at least one component gas and/or wherein there is a substantial density difference between the component gases to be used to make up the gas mixture. The apparatus comprises: a tubular housing; at least two orifices or jets located near one end of the housing, through which gases to be mixed can enter the interior of the housing, the orifices or jets being oriented so that a first portion of gas flowing from a first orifice or jet will directly impact a second portion of gas flowing from a second orifice or jet, whereby frictional mixing of the gas components is achieved, further, the centerline of the first orifice or jet is offset from the centerline of the second, opposing orifice or jet, so as to produce a swirling action within the tubular interior of the gas mixer; and an exit opening at the opposite end of the tubular housing.