An AI-Enhanced IoT Model for Three-Way Authentication and Location Tracking in Secured Jewellery Boxes

Securing valuable assets has become imperative in contemporary contexts, with a particular emphasis on safeguarding precious items such as jewellery. This research introduces a comprehensive solution for enhancing the security of jewellery boxes through a novel TripleFuse Recognition Algorithm (TFRA). TFRA integrates Convolutional Neural Networks (CNN) for Fingerprint Recognition, Support Vector Machines (SVM) for Barcode Recognition, and Recurrent Neural Networks (RNN) for OTP Authentication. The algorithm is coupled with an Internet of Things (IoT) model utilizing the Message Queuing Telemetry Transport (MQTT) protocol, facilitating efficient communication and data exchange between the jewellery box and the authentication components. To evaluate the effectiveness of TFRA, simulation analyses are conducted and compared with established algorithms in the field. The simulation metrics include accuracy, precision, recall, and F1-score. TFRA exhibits superior performance in achieving high accuracy rates, ensuring robust Fingerprint Recognition, Barcode Recognition, and OTP Authentication. Furthermore, the proposed model demonstrates enhanced efficiency in communication and data transfer through the MQTT protocol within the IoT framework. Comparative analyses with existing algorithms underscore TFRA's efficacy, particularly in achieving a harmonious synergy between diverse recognition tasks. The results indicate that TFRA not only surpasses its counterparts in terms of authentication accuracy but also offers an optimized solution for real-time location tracking within the secured jewellery box. This research contributes to the burgeoning field of IoT-based security applications, providing a comprehensive solution for safeguarding valuable assets. The proposed TFRA algorithm, integrated into an advanced IoT model, demonstrates promising results in the context of three-way authentication and location tracking for secured jewellery boxes.