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Access Control to Robotic Systems Based on Biometric: The Generalized Model and its Practical Implementation.

Authors :
Abu-Jassar, Amer Tahseen
Attar, Hani
Lyashenko, Vyacheslav
Amer, Ayman
Sotnik, Svitlana
Solyman, Ahmed
Source :
International Journal of Intelligent Engineering & Systems; 2023, Vol. 16 Issue 5, p313-328, 16p
Publication Year :
2023

Abstract

The paper presents a generalized system's structural scheme and components for monitoring and controlling access to robotic systems based on biometric data for decision-making. Mathematical decision-making models for choosing the best alternative based on fuzzy sets are proposed. The fuzzy analytical hierarchy process determined weights of 6 criteria (for k<subscript>1</subscript> criterion weighting factor is equal to 2.2; for k<subscript>2</subscript> criterion - 1.8; for k<subscript>3</subscript> criterion - 0.6; for k<subscript>4</subscript> criterion - 0.6; for k<subscript>5</subscript> criterion - 0.6; for k<subscript>6</subscript> criterion - 0.2, that is, most weighty would be k<subscript>1</subscript> - recognition accuracy) against which the best option was evaluated. Thus, during evaluation of alternative on six criteria it was obtained that t alternative X<subscript>1</subscript> (face recognition in full-face), will have the key value of membership function of resulting fuzzy set alternatives with ideal value of integral criterion, equal to 0.53, and as result, implemented rational choice, taking into account given criteria. The difference is that we have introduced such criteria as anti-spoofing. The access control system for robotic systems works in real-time. It is implemented based on an algorithmic decision-making complex, which includes two-factor authentication to increase security: registration involves entering employee data from the keyboard (password, login, surname, first name, position) and physiological authentication (identification by face). Face detection is proposed to be implemented on several images: face, profile, face, and profile in the mask. A distinctive feature of our development is that often, a main requirement for "access control systems with facial identification" is the frontal location of the face relative to the camera; in our case, the image of the face at an angle was added. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
2185310X
Volume :
16
Issue :
5
Database :
Complementary Index
Journal :
International Journal of Intelligent Engineering & Systems
Publication Type :
Academic Journal
Accession number :
170382720
Full Text :
https://doi.org/10.22266/ijies2023.1031.27