Fig. 5: TONE for voice recognition with AI.

a Conceptual schematic illustration for AI-assisted voice recognition using the TONE. b Detailed structure of a convolutional neural network (CNN). c Word detection by the AI-based sensor using the TONE. d Voice recognition-based identification system by the AI-based sensor using the TONE.