Process control using multiple detections

Abstract

Controlling processes comprising detecting and measuring a parameter, for example presence and location of an element of a good, with at least two determinations as representations of the target parameter, transmitting signals to the computer, and processing the signals to compare the parameter to acceptable conditions. The detection can include three or more replications, optionally each for at least two parameters, optionally using at least two different methods to analyze the signals. The invention contemplates detecting and analyzing the target parameters using two or more analytical tools within the respective image to detect a given component of the product, namely two or more measurements of the parameter on a single visual image. Analytical methods can include averaging the signals, determining the number of signals of common signal duration and/or signal characteristics, computing standard deviation, modifying the signal combination to compensate for an inappropriate signal, and/or comparing the signals to a database of signal combinations. The method can automatically compute probable cause of some anomalies in the signals, develop corresponding responses, and transmit responses to process control, and thence to control devices. The methods can automatically recalibrate determinors, or automatically adjust analysis to a basis of one less determinor, and/or automatically implement back-up inspection of goods, optionally saving images for further analysis, or culling units of product. Digitized visual images represent pixels and pixel combinations. The method contemplates analyzing the pixel representations with at least two determinations of the parameter in respective at least two areas of the image, optionally for at least two parameters at respective replication sites, using software interpretation of selected areas of the visual image.