Abstract: A device for generating waveforms includes a machine learning system configured to associate waveforms from a device under test to parameters, a user interface configured to allow a user to provide one or more user inputs, and one or more processors configured to execute code that causes the one or more processors to receive one or more inputs through the user interface that include one or more parameters, apply the machine learning system to the received one or more parameters, produce, by the machine learning system, a waveform based on the one or more parameters, and output the produced waveform. Methods of generating waveforms are also presented.

Abstract: A test and measurement instrument has a user interface configured to allow a user to provide one or more user inputs, a display to display results to the user, a memory, one or more processors configured to execute code to cause the one or more processors to receive a waveform array containing waveforms resulting from sweeping one or more parameters from a set of parameters, recover a clock signal from the waveform array, generate a waveform image for each waveform, render the waveform images into video frames to produce an image array of the video frames, select at least some of the video frames to form a video sequence, and play the video sequence on a display.

Abstract: A test and measurement system includes a machine learning system configured to communicate with a test automation system, a user interface configured to allow a user to provide one or more user inputs and to provide results to the user, and one or more processors, the one or more processors configured to execute code that causes the one or more processors to receive one or more user inputs through the user interface, the one or more user inputs at least identifying a selected machine learning system configuration to be used to configure the machine learning system, receive a waveform created by operation of a device under test, apply the configured machine learning system to analyze the waveform, and provide an output of predicted metadata about the waveform.