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Cathode-ray tube, originally developed for displaying electrical waveforms on a screen for engineering measurements, evolved into the television picture tube. Such tubes operate by forming the electrons emitted from the cathode into a thin beam that impinges on a fluorescent screen at the end of the tube. Deflecting the electron beam causes patterns of light to be produced on the screen, creating the desired optical images. Optimizing Power Systems For The Signal Chain Part Electroencephalogram signals are one such source to capture and study human emotions. In this Letter, a novel time-order representation based on the S-transform and convolutional neural network is proposed for the identification of human emotions . EEG signals are transformed into time-order representation based on the S-transform. This TOR is given as an input to CNN to automatically extract and classify the deep features. Emotional states of happiness, fear, sadness, and relax are classified with an accuracy o...