The invention provides a method for identifying or quantifying characteristics of interest of unknown objects, comprising training a single neural network model with training sets of known objects having known values for the characteristics; validating the optimal neural network model; and analyzing unknown objects having unknown values of the characteristics by imaging them to obtain a digital image comprising pixels representing the unknown objects, background and any debris; processing the image to identify, separate, and retain pixels representing the unknown objects from pixels and to eliminate background and debris; analyzing the pixels representing each of the unknown objects to generate data representative of image parameters; providing the data to the flash code deployed from the candidate neural network model; analyzing the data through the flash code; and receiving output data (the unknown values of the characteristics of interest of the unknown objects) from the flash code in a predetermined format.
CROSS REFERENCE TO RELATED APPLICATIONS
This application claims priority from U.S. Provisional Patent Application No. 60/338,018 filed Nov. 2, 2001 and U.S. Provisional Patent Application No. 60/323,044 filed Sep. 17, 2001. To the extent that they are consistent herewith, the aforementioned applications are incorporated herein by reference.
An integrated configuration viewing system for use in a process plant includes a computer readable memory and a plurality of template configuration objects stored on the computer readable memory. Each of the plurality of template configuration objects includes a graphical representation of a physical entity within the process plant, a parameter storage adapted to communicate with the process plant to obtain and store device parameter information associated with the physical entity within the process plant, and a configuration storage adapted to store configuration parameters associated with the physical entity within the process plant. A first routine is stored on the computer readable memory and adapted to be executed on the processor to present a library section on a user interface. The library section is adapted to present depictions of the plurality of template configuration objects to a user via the user interface. A second routine is stored on the computer readable memory and adapted to be executed on the processor to present a configuration area on the user interface. And a third routine is stored on the computer readable memory and adapted to be executed on the processor to enable a user to select one of the plurality of template configuration objects from the library section and to place the selected template configuration object within the configuration area to create a process configuration module within the configuration area.