SARSA based access control with approximation by TileCoding

Computer Science and Information Systems

article

Zhu Fei¹  Peng Pai¹  Liu Quan¹  Fu Yuchen²  Zhong Shan³ 

[1] School of Computer Science and Technology, Soochow University;School of Computer Science and Engineering, Changshu Institute of Technology Changshu;School of Computer Science, University of Wisconsin Eau Claire

关键词: access control;    TileCoding;    information security;    SARSA;   

DOI  :  10.2298/CSIS180830022Z

学科分类：土木及结构工程学

来源: Computer Science and Information Systems

【 摘 要 】

Traditional sensor nodes ignore the packet loss rate during informationtransmission and the access control security problem caused by server utilizationwhen uploading data. To solve the problem, we propose a SARSA based accesscontrol method with approximation by TileCoding (SACT), which takes the sensor packet loss rate and the server error rate into account. The network state isestimated by the packet loss rate and variable bit error rate to get a server accesscontrol strategy to improve security performance. The eventual strategy complieswith the minimum information loss and the maximum server utilization. Results ofexperiments show that the algorithm is capable of achieving good results in the total amount of information received by the server system. The SACT improves theserver utilization rate and the overall security performance of the network.

【 授权许可】

CC BY-NC-ND