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An efficient steganographic approach for protecting communication in the Internet of Things (IoT) critical infrastructures

机译:在物联网(IoT)关键基础架构中保护通信的有效隐写方法

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With the manifestation of the Internet of Things (IoT) and fog computing, the quantity of edge devices is escalating exponentially all over the world, providing better services to the end user with the help of existing and upcoming communication infrastructures. All of these devices are producing and communicating a huge amount of data and control information around this open IoT environment. A large amount of this information contains personal and important information for the user as well as for the organization. The number of attack vectors for malicious users is high due to the openness, distributed nature, and lack of control over the whole IoT environment. For building the IoT as an effective service platform, end users need to trust the system. For this reason, security and privacy of information in the IoT is a great concern in critical infrastructures such as the smart home, smart city, smart healthcare, smart industry, etc. In this article, we propose three information hiding techniques for protecting communication in critical IoT infrastructure with the help of steganography, where RGB images are used as carriers for the information. We hide the information in the deeper layer of the image channels with minimum distortion in the least significant bit (Isb) to be used as indication of data. We analyze our technique both mathematically and experimentally. Mathematically, we show that the adversary cannot predict the actual information by analysis. The proposed approach achieved better imperceptibility and capacity than the various existing techniques along with better resistance to steganalysis attacks such as histogram analysis and RS analysis, as proven experimentally.
机译:随着物联网(IoT)和雾计算的出现,边缘设备的数量在世界范围内呈指数级增长,在现有和即将来临的通信基础架构的帮助下,为最终用户提供了更好的服务。所有这些设备都围绕这个开放的IoT环境生成和传递大量数据和控制信息。大量的此类信息包含用户和组织的个人和重要信息。由于开放性,分布式特性以及对整个物联网环境的缺乏控制,针对恶意用户的攻击媒介数量很多。为了将物联网构建为有效的服务平台,最终用户需要信任系统。因此,物联网中信息的安全性和隐私性是关键基础设施(如智能家居,智能城市,智能医疗保健,智能行业等)中非常关注的问题。在本文中,我们提出了三种信息隐藏技术来保护通信中的通信。借助隐写术的关键物联网基础设施,其中RGB图像用作信息的载体。我们将信息隐藏在图像通道的更深层中,将最低有效位(Isb)中的失真最小化,以用作数据指示。我们在数学和实验上分析我们的技术。从数学上讲,我们表明对手无法通过分析来预测实际信息。实验证明,与各种现有技术相比,所提出的方法具有更好的不可感知性和容量,并且对隐写分析攻击(如直方图分析和RS分析)具有更好的抵抗力。

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