Method to locate faulted message elements using AI in 5G and 6G

Non-transitory computer-readable media containing instructions that when implemented in a computing environment cause a method to be performed, the method comprising:

• a) receiving a wireless message comprising message elements, each message element modulated according to a modulation scheme that includes a plurality of predetermined amplitude levels;
• b) preparing an artificial intelligence model comprising one or more inputs, one or more intermediate functions functionally dependent on the one or more inputs, and one or more outputs functionally dependent on the one or more intermediate functions;
• c) determining, for each message element, a modulation quality, and providing, as input to the artificial intelligence model, the modulation quality of each message element;
• and
• d) determining, for each message element, according to the one or more outputs, whether the message element is likely faulted.

A mobile wireless user device configured to:

• a) receive a wireless message comprising modulated message elements;
• b) for each message element, measure one or more modulation parameters of the modulated message element, each modulation parameter comprising an amplitude or a phase;
• c) for each message element and each measured modulation parameter, determine a modulation deviation comprising a difference between the measured modulation parameter and a predetermined modulation level of the modulation scheme;
• d) for each message element and each measured modulation parameter, provide the modulation deviation as an input to an artificial intelligence model, wherein the artificial intelligence model is configured for operation in the mobile wireless user device;
• and
• e) for each message element, determine, according to an output of the artificial intelligence model, whether the modulated message element is likely faulted.