Novel Voice-based Authentication for Mission-critical Operations

We explore innovative voice-based authentication methods designed for high-stakes environments, distinguishing between knowledge-based authentication and voice-based authentication. Traditional methods, relying on passwords, face limitations against advanced cyber threats. Voice-based authentication...

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Bibliographic Details
Main Authors: Mnaouer, I. B., Samsudeen, A., Sherif, M., Adithya, J., Choutri, S.E., Satrya, G.B.
Format: Conference Proceeding
Language:English
Subjects:
Authentication
Distributed computing
Forestry
Internet of Things
Internet of Things (IoT)
Knowledge based systems
Machine learning
Mission critical systems
Mission-critical
Passwords
Random Forest
Voice Authentication
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Description
Summary:We explore innovative voice-based authentication methods designed for high-stakes environments, distinguishing between knowledge-based authentication and voice-based authentication. Traditional methods, relying on passwords, face limitations against advanced cyber threats. Voice-based authentication, utilizing distinct vocal traits, emerges as a secure and userfriendly alternative. The paper aims to contribute to securing critical infrastructures by introducing an efficient authentication solution tailored for mission-critical operations through a random forest algorithm. The study concludes with experimental results that demonstrate the effectiveness of the Random Forest technique in achieving high accuracy levels when parameter tuning is applied (0.85816) compared to not using parameter tuning (0.8564).
ISSN:2325-2944
DOI:10.1109/DCOSS-IoT61029.2024.00069