Abstract: Hardware and/or software systems, devices, networks, and methods for identity recognition and verification based on vocal spectrum analysis. The system including one or more processors coupled to a memory/storage to collect audio samples sufficient to generate a speaker identification reference pattern and a speaker identification verification pattern, generate a speaker identification reference pattern from the audio samples and a speaker identification verification pattern from other audio samples, compare the speaker identification verification pattern with the speaker identification reference pattern; and provide a response indicating whether the speaker identification verification pattern and the speaker identification reference pattern were generated based on audio samples from the same person. The system may be employed on a mobile phone in near field communication with a control system and may include a management platform.

Abstract: Hardware and/or software systems, devices, networks, and methods of the present invention enable increased levels of security and increase resistance to unauthorized access to secure systems by performing identity recognition and verification based on vocal spectrum analysis. Enrollment and verification processes enable a score to be ascribed to access attempts by person, provide spoof identification, and associate potential relatives of enrolled speakers. The present invention may be employed across a wide range of applications including voice login for mobile phone, tablets, laptops, etc., smartcards for various systems and devices, and software applications running on the devices.