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Value of Information Based Data Retrieval in UWSNs

机译:UWSN中基于信息的数据检索的价值

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摘要

Sensor nodes in underwater sensor networks may acquire data at a higher rate than their ability to communicate over underwater acoustic channels. Autonomous underwater vehicles may mitigate this mismatch by offloading high volumes of data from the sensor nodes and ferrying them to the sink. Such a mode of data transfer results in high latency. Occasionally, these networks need to report high priority events such as catastrophes or intrusions. In such a scenario the expectation is to have a minimal end-to-end delay for event reporting. Considering this, underwater vehicles should schedule their visits to the sensor nodes in a manner that aids efficient reporting of high-priority events. We propose the use of the Value of Information metric in order to improve the reporting of events in an underwater sensor network. The proposed approach classifies the recorded data in terms of its value and priority. The classified data is transmitted using a combination of acoustic and optical channels. We perform experiments with a binary event model, i.e., we classify the events into high-priority and low-priority events. We explore a couple of different path planning strategies for the autonomous underwater vehicle. Our results show that scheduling visits to sensor nodes, based on algorithms that address the value of information, improves the timely reporting of high priority data and enables the accumulation of larger value of information.
机译:水下传感器网络中的传感器节点可以比其在水下声信道上进行通信的能力更高的速率获取数据。自主水下航行器可以通过从传感器节点卸载大量数据并将其运送到水槽来减轻这种失配。这种数据传输模式导致高延迟。有时,这些网络需要报告高优先级事件,例如灾难或入侵。在这种情况下,期望事件报告的端到端延迟最小。考虑到这一点,水下航行器应安排以有助于有效报告高优先级事件的方式安排对传感器节点的访问。我们建议使用“信息价值”度量标准,以改善水下传感器网络中事件的报告。所提出的方法根据其价值和优先级对记录的数据进行分类。使用声学和光学通道的组合传输分类数据。我们使用二进制事件模型进行实验,即将事件分为高优先级事件和低优先级事件。我们为自动水下航行器探索了几种不同的路径规划策略。我们的结果表明,基于处理信息价值的算法安排对传感器节点的访问,可以提高对高优先级数据的及时报告,并可以积累更大的信息价值。

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