Simulating Reliability of IoT Networks with RelIoT

Kazim Ergun, Xiaofan Yu, N. Nagesh, L. Cherkasova, Pietro Mercati, R. Ayoub, T. Simunic
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引用次数: 1

Abstract

The Internet of Things (IoT) networks are expected to operate reliably for many years while meeting the needs of a growing range of applications. However, a dependable operation may not always be maintained due to the reliability degradation of IoT devices. From low-power sensors to multi-core platforms, IoT devices age and degrade, leading to failures that necessitate maintenance. Reliability-aware design and management were shown to delay failures and improve the lifetime of individual devices. Even though the IoT networks can also radically benefit from this, the unavailability of network simulators that provide reliability modeling makes it impossible to assess reliability-aware strategies. To bridge this gap and enable reliability analysis at an early design phase, we introduce an integrated reliability framework called RelIoT for IoT networks, implemented in the ns-3 simulator. The framework also includes modeling of power, performance, and temperature, which are required to model reliability. We validate the simulations done using our framework and demonstrate that RelIoT accurately captures the power, temperature, and reliability dynamics of real networked IoT devices.
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基于RelIoT的物联网网络可靠性仿真
物联网(IoT)网络有望可靠运行多年,同时满足越来越多的应用需求。然而,由于物联网设备的可靠性下降,可能并不总是维持可靠的操作。从低功耗传感器到多核平台,物联网设备老化和退化,导致需要维护的故障。可靠性感知设计和管理被证明可以延迟故障并提高单个设备的使用寿命。尽管物联网网络也可以从根本上受益,但提供可靠性建模的网络模拟器的不可用性使得无法评估可靠性感知策略。为了弥补这一差距并在早期设计阶段进行可靠性分析,我们引入了一个名为RelIoT的物联网集成可靠性框架,该框架在ns-3模拟器中实现。该框架还包括功率、性能和温度的建模,这些都是建模可靠性所必需的。我们验证了使用我们的框架完成的模拟,并证明了RelIoT准确地捕获了真实联网物联网设备的功率、温度和可靠性动态。
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