An approach for training a system to decode a chipless RFID tag involves varying at least one reading parameter of an interrogation signal and acquiring a test response signal response to each variation of the interrogation signal. One or more simulated response signals are simulated for one or more variations of the reading parameter. A decoding processor is trained to decode the identification (ID) of the RFID tag using the test response signals and the simulated response signals.