| CPC G06T 7/0004 (2013.01) [G06V 10/147 (2022.01); G06T 2207/10061 (2013.01); G06T 2207/30148 (2013.01)] | 20 Claims |

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1. A method comprising:
grouping a plurality of signal traces based on at least one of a plurality of signal trace characteristics, the plurality of signal traces associated with one or more components of manufacturing equipment;
generating an image comprising groups of visual indicators associated with signal traces with similar signal trace characteristics, wherein a first dimension of the image corresponds to at least one of the plurality of signal traces, and a second dimension of the image corresponds to a plurality of time values, wherein a first visual indicator in the groups of visual indicators corresponds to a signal trace characteristic of a first signal trace of the plurality of signal traces at a first time value of the plurality of time values, and wherein the first signal trace corresponds to a first row or column with respect to the first dimension in the image, and the first time value corresponds to a first position with respect to the second dimension of the image;
detecting a defect in operation of at least one of the one or more components of the manufacturing equipment based on a deviation of one of the visual indicators in at least one portion of at least one row or column of the image from a visual indicator of a respective group; and
classifying the defect based on a signal trace corresponding to the at least one row or column of the image.
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