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Game theoretic decision making in IoT-assisted activity monitoring of defence personnel

机译:物联网辅助国防人员活动监控的博弈论决策

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Innovative growth of IoT Technology has enhanced the service delivery aspects of defence sector in terms of high-tech surveillance, and reliable defence mechanisms. Along with the sensing capability for ubiquitous events, IoT Technology provides means to deliver services in time sensitive and information intensive manner. In this paper, a framework for IoT based activity monitoring of defence personnel is presented to detect the precursors of suspiciousness in terms of information outflow that can compromise the national security. Though maintaining intellectual defence personnel remained a major area of concern for every nation, still investigating reports of recent terrorist attacks in different countries have discovered the number of suspicion factors from their daily activities. The work presented in this study focuses on these factors in terms of efficient monitoring of social activities and analyzing it over suspicious scale. Moreover, Suspicious Index (SI) is defined for every personnel on the basis of their activities that can compromise national security directly or indirectly. Furthermore, automated game theoretic decision making model is presented to aid the monitoring officials in suppressing the probability of information outflow. In order to validate the system, two types of evaluations are performed. In one case, an imitative environment is considered to monitor 10 college students' daily engagements for 7 days. The results are compared with the state-of-the-art techniques of data assessment. In the second case, a mathematical evaluation for the game theoretic decision making is performed. Results in both cases show that the proposed model achieves better performance in efficient monitoring of suspicious activities and effective decision making.
机译:物联网技术的创新增长从高科技监控和可靠的防御机制方面增强了国防部门的服务交付方面。除了对无处不在事件的感知能力之外,物联网技术还提供了以时间敏感和信息密集型方式交付服务的方式。在本文中,提出了一种基于IoT的国防人员活动监控框架,以从可危害国家安全的信息流方面检测可疑的先兆。尽管维持智力防御人员仍然是每个国家关注的主要领域,但仍在调查有关最近发生在不同国家的恐怖袭击的报告中,从其日常活动中发现了许多可疑因素。本研究中提出的工作着眼于这些因素,以有效地监视社会活动并在可疑范围内对其进行分析。此外,针对每个人员的可疑指数(SI)是根据其可能直接或间接危害国家安全的活动定义的。此外,提出了一种自动博弈论的决策模型,以帮助监控人员抑制信息外流的可能性。为了验证系统,执行两种类型的评估。在一种情况下,可以考虑采用一个模仿环境来监控10名大学生的日常活动,持续7天。将结果与最新的数据评估技术进行比较。在第二种情况下,对游戏理论决策进行数学评估。两种情况下的结果均表明,该模型在有效监控可疑活动和有效决策方面取得了更好的性能。

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