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Student Apartment access control system Based on MTCNN-FaceNet Algorithm

INTERNATIONAL JOURNAL OF COMPUTATIONAL INTELLIGENCE AND APPLICATIONS 2025年第1期24卷

作者： Zhang, Jing Zibo Vocat Inst Coll Articial Intelligence & Big Data Zibo 255000 Peoples R China

In response to the security management issues of student apartments, a study is conducted on a student apartment access control system based on multitasking cascaded convolutional networks and FaceNet. Firstly, a face detection model is built based on an improved multi-task cascaded convolutional network, and then a face recognition model is built using FaceNet. The results showed that the detection accuracy of the multi-task cascaded convolutional network using the improved non-maximum suppression algorithm was 98.7%, which was higher than the traditional multi-task cascaded convolutional network and effectively improved the detection performance of the multi-task cascaded convolutional network. The face detection model based on the improved multi-task cascaded convolutional network had the shortest average detection time of 361s, the highest average detection accuracy of 90.3%, an accuracy of 99%, a recall rate of 98.5%, and an F1 value of 99%. While maintaining high detection efficiency, it also ensured the accuracy of detection. The average accuracy of the mask detection method based on the MobileNet V2 network was relatively high, at 98.96%. The facial recognition model based on FaceNet achieved a recognition accuracy of 99.15% for faces without masks and 92.04% for faces with masks, with the highest accuracy and recall rates of 99.3% and 99.6%. The model constructed in the study has good application effects in face detection, which helps to improve the security of the student apartment access control system.

关键词： Facial recognition face detection access control system convolutional network mask detection

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access control system with hand geometry verification and smart cards

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IEEE AEROSPACE AND ELECTRONIC systemS MAGAZINE 2000年第2期15卷 45-48页

作者： Sanchez-Reillo, R Gonzalez-Marcos, A ETSI Telecommun Dept Tecnol Foton E-28040 Madrid Spain

An access control system that joins the uniqueness of biometric verification, as well as the storage security and processing capabilities of smart cards, is defined here. The biometric technique chosen has been hand geometry, which is considered to provide low/medium security (there are other much more secure, as fingerprint, iris on: retina), to be easy to use, to achieve high acceptance by users, and which performance is given throughout fast processing and medium cost. Also, the small template size needed for each user is positive for storage and processing capabilities required in the system. But the innovation in the system proposed is that the smart card not only stores the user's template, but also performs the verification process with the features set by the terminal to the card. With this improvement, the security of the system has risen because the template is never extracted from the card, avoiding duplication of such sensible data. The specifications for the enrollment process will be presented as well as the applications where this new system is recommended.

关键词： Hand Secure storage innovation systems geometry Accidents,emergencies and safety access control system jigs(templates) Health Smart Cards Verification

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access control system for Distributed Computing Networks

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AUTOMATIC control AND COMPUTER SCIENCES 2016年第8期50卷 664-668页

作者： Konoplev, A. S. Kalinin, M. O. Peter Great St Petersburg Polytech Univ St Petersburg Russia

The architecture of access control system for user jobs access to computational resources of grid distributed computing networks, which provides protection of data being processed against threats of exceeding user privileges, is presented. The developed system is compared to the available analogues, and the results of efficiency assessment of performance of the developed system are discussed.

关键词： distributed computing networks grid system unauthorized access access control access control system

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access control system Based on Speech Recognition

Access Control System Based on Speech Recognition

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International Conference on Measurement, Instrumentation and Automation (ICMIA 2012)

作者： Wei, Zhengxi Liang, Jinming Sichuan Univ Sci & Engn Sch Comp Sci Zigong 643000 Peoples R China

ISBN: (纸本)9783037855461

In this paper, an embedded design method is presented for the access control system in the intelligent community, combining its characteristics of the application. Using speech recognition technology, intelligent community can control access more timely, conveniently, effectively, and save a lot of manpower. The experimental results show that the correct recognition rate of voice command is up to 92% or more. The access control system can be widely used in various kinds of intelligent buildings, with a good prospect.

关键词： access control system Speech Recognition Smart Home Embedded Design

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access control system Based on Visible Light Communication

Access Control System Based on Visible Light Communication

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7th International Conference on Communications, Signal Processing, and systems (CSPS)

作者： Xue, Xinpeng Wang, Jinpeng Yu, Ying Zou, Nianyu Dalian Polytech Univ Sch Informat Sci & Engn 1st Qinggongyuan Dalian 116034 Liaoning Peoples R China

ISBN: (纸本)9789811365089;9789811365072

In recent years, with the continuous development of Visible Light Communication (VLC), its application fields are constantly expanding. In view of the tradition various gating locks have some shortcomings, especially in terms of safety needs to be improved. The visible light communication technology and access control system are joined to design a Hamming-encoded visible light communication access control system in this paper. The hardware design of this access control system is given in this paper and the system of Hamming coding is analyzed. Through MATLAB software simulation, the results show that the access control system with Hamming code can effectively reduce the bit error rate, and can provide about 2 dB coding gain. In the experiment, the system works well just like simulation. Hamming code greatly improves the performance and safety of the visible light communication access control system.

关键词： Visible light communication access control system Hamming code

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Lightweight access control system for Wearable Devices

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IT PROFESSIONAL 2019年第1期21卷 50-58页

作者： Paniagua Diez, Fidel Suirez Touceda, Diego Sierra Camara, Jose Maria Zeadally, Sherali Carlos III Univ Madrid Evalues Lab IT Secur Evaluat Madrid Spain Univ Int La Rioja Logrono Spain Northeastern Univ Coll Comp & Informat Sci Boston MA 02115 USA Univ Kentucky Coll Commun & Informat Lexington KY USA

Wearable devices are being used in areas such as the health and military environments where, due to information sensitivity, access control is essential. In these environments, it is necessary to be able to control the way information is handled by the wearable device. However, current security solutions for wearable devices focus mostly on protecting information access from unauthorized parties (using encryption) and do not cover the access control over the information when this is handled by the wearable itself. With this in mind, the authors propose a wearable device access control system that, in addition to protecting the information from unauthorized access, also allows defining (using a security policy) and enforcing (using a hardware and software solution) a set of restrictions about how the information should be handled. They also present a security evaluation of the proposed access control system and a prototype that validates the solution.

关键词： Wearable access control Security Policy access to Information software solution unauthorized access access control system cryptography

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Enforcing legal ownership rights by an access control system

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COMPUTERS & SECURITY 1996年第3期15卷 212-226页

作者： Born, E Siemens Nixdorf Informationssysteme AG Muenchen Ger

Data processing is liable to civil and criminal law just as many other human activities of a civilized world. Thus in particular for data objects in a data processing environment, ownership and author or originator rights apply as to other objects in the real world. Accordingly, basic requirements for an access control system in a data processing environment must be based on these rights. This article derives and discusses most general originator rights based requirements for access control systems. Furthermore, we particularize and refine these requirements for data processing systems from large commercial organizations, which are outstanding with very many users and data objects to be managed, with an interference between individual and organizational rights, and with clearly identifiable tasks to be processed successfully. We argue that legal requirements to these access control systems are in particular met by usage conditions, describe this concept and give some examples for concrete implementation or corresponding access control systems.

关键词： civil rights criminal rights ownership possession ownership rights copyrights originator rights access control system mandatory access control discretionary access control

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A Protective Mechanism for the access control system in the Virtual Domain

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China Communications 2016年第11期13卷 129-142页

作者： Jinan Shen Deqing Zou Hai Jin Kai Yang Bin Yuan Weiming Li Services Computing Technology and System Laboratory Cluster and Grid Computing LaboratorySchool of Computing Science and TechnologyHuazhong University of Science and Technology School of Information Engineering Hubei University for Nationalities

In traditional framework,mandatory access control(MAC) system and malicious software are run in kernel mode. Malicious software can stop MAC systems to be started and make it do invalid. This problem cannot be solved under the traditional framework if the operating system(OS) is comprised since malwares are running in ring 0 level. In this paper,we propose a novel way to use hypervisors to protect kernel integrity and the access control system in commodity operating systems. We separate the access control system into three parts: policy management(PM),security server(SS) and policy enforcement(PE). Policy management and the security server reside in the security domain to protect them against malware and the isolation feather of the hypervisor can protect them from attacks. We add an access vector cache(AVC) between SS and PE in the guest OS,in order to speed up communication between the guest OS and the security domain. The policy enforcement module is retained in the guest OS for performance. The security of AVC and PE can be ensured by using a memory protection mechanism. The goal of protecting the OS kernel is to ensure the security of the execution path. We implementthe system by a modified Xen hypervisor. The result shows that we can secure the security of the access control system in the guest OS with no overhead compared with modules in the latter. Our system offers a centralized security policy for virtual domains in virtual machine ***: hypervisor; virtualization; memo-

关键词： hypervisor virtualization memory protection guest OS access control system

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Tsarray: An Intelligent access control system Using Backscatter Communication

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IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY 2020年第11期69卷 13821-13835页

作者： Chen, Yi Xiao, Fu Xie, Lei Huang, Haiping Sun, Lijuan Nanjing Univ Posts & Telecommun Jiangsu High Technol Res Key Lab Wireless Sensor Nanjing 210023 Jiangsu Peoples R China Nanjing Univ State Key Lab Novel Software Technol Nanjing 210023 Jiangsu Peoples R China

With the help of computer vision-based technology, current face recognition access control systems can effectively reduce the hassle of swiping cards. However, it is not suitable for special industry areas where privacy is concerned, and it cannot be used in environments where light conditions are not satisfied. In this paper, we propose Tsarray, an RFID-based method that intelligent senses access control events by vertically deploying large-scale passive tags to the attachment plane. By fully studying the correlation between access control events, and the received RF signals, we choose a tag array deployment strategy of 4 rows, and 15 columns to eliminate environmental interference, and extract distinctive time slot tag array maps for direction tracking. Besides, by setting the same direction conversion module, the signal feature differences caused by the direction are eliminated. Moreover, we built a model to extract the spatiotemporal characteristics, and explore the model structure that is most suitable for the access control event. We evaluate the performance of Tsarray in a real environment, and used a reserved unseen test sample as a system test. Results show that our system can achieve the optimal performance in direction tracking, the accuracy of the 10 volunteers' recognition is 97.5%, the accuracy of the height recognition is 95%, and the accuracy of the weight recognition is 92.5%.

关键词： access control Radiofrequency identification RF signals Feature extraction Backscatter Face recognition Spatiotemporal phenomena access control system direction tracking Intelligent RF signal sensing person identification RFID backscatter communication

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Efficient access control system based on aesthetic QR code

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PERSONAL AND UBIQUITOUS COMPUTING 2018年第1期22卷 81-91页

作者： Huang, Peng-Cheng Chang, Chin-Chen Li, Yung-Hui Liu, Yanjun Xiamen Univ Technol Dept Comp Sci & Technol Xiamen Peoples R China Feng Chia Univ Dept Informat Engn & Comp Sci Taichung Taiwan Natl Cent Univ Dept Comp Sci & Informat Engn Taoyuan Taiwan

With the explosive growth of smart phones in recent years, QR code is becoming more and more popular. This work presents a new electronic access control system for smart building based on QR code. The system exploits the single-key-lock mechanism to generate keys for users and locks for QR code reader on the door. After being encrypted using a symmetric-key cryptography algorithm, the keys are used to generate a QR code as its message. Then the system exploits the XOR characteristics of a Reed-Solomon code and a fusion strategy to synthesize aesthetic QR code from user's photo and QR code. Aesthetic QR code as a carrier of user's credential will be assigned to user. When user presents the aesthetic QR code to QR code reader, the QR code reader will decode and decrypt the key, then directly make the access decision by performing an operation between key and lock. Experimental results show that the proposed access control systemhas the attributes of low cost, flexibility, high security, and offline verification. Moreover, the generated aesthetic QR code is resistant to common image degradation attacks.

关键词： access control system Single-key-lock Symmetric encryption Aesthetic QR code

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